diff --git a/dev/.documenter-siteinfo.json b/dev/.documenter-siteinfo.json index 81aa2a7273..ae1a6b4a31 100644 --- a/dev/.documenter-siteinfo.json +++ b/dev/.documenter-siteinfo.json @@ -1 +1 @@ -{"documenter":{"julia_version":"1.10.3","generation_timestamp":"2024-05-14T06:52:46","documenter_version":"1.4.1"}} \ No newline at end of file +{"documenter":{"julia_version":"1.10.4","generation_timestamp":"2024-08-07T08:36:18","documenter_version":"1.5.0"}} \ No newline at end of file diff --git a/dev/assets/documenter.js b/dev/assets/documenter.js index c6562b5586..b2bdd43eeb 100644 --- a/dev/assets/documenter.js +++ b/dev/assets/documenter.js @@ -484,6 +484,14 @@ function worker_function(documenterSearchIndex, documenterBaseURL, filters) { : string || ""; } + /** + * RegX escape function from MDN + * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ + function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + } + /** * Make the result component given a minisearch result data object and the value * of the search input as queryString. To view the result object structure, refer: @@ -502,8 +510,8 @@ function worker_function(documenterSearchIndex, documenterBaseURL, filters) { if (result.page !== "") { display_link += ` (${result.page})`; } - - let textindex = new RegExp(`${querystring}`, "i").exec(result.text); + searchstring = escapeRegExp(querystring); + let textindex = new RegExp(`${searchstring}`, "i").exec(result.text); let text = textindex !== null ? result.text.slice( @@ -520,7 +528,7 @@ function worker_function(documenterSearchIndex, documenterBaseURL, filters) { let display_result = text.length ? "..." + text.replace( - new RegExp(`${escape(querystring)}`, "i"), // For first occurrence + new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence '$&' ) + "..." @@ -566,6 +574,7 @@ function worker_function(documenterSearchIndex, documenterBaseURL, filters) { // Only return relevant results return result.score >= 1; }, + combineWith: "AND", }); // Pre-filter to deduplicate and limit to 200 per category to the extent diff --git a/dev/assets/themes/catppuccin-frappe.css b/dev/assets/themes/catppuccin-frappe.css new file mode 100644 index 0000000000..54a5b77ea0 --- /dev/null +++ b/dev/assets/themes/catppuccin-frappe.css @@ -0,0 +1 @@ +html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis,html.theme--catppuccin-frappe .file-cta,html.theme--catppuccin-frappe .file-name,html.theme--catppuccin-frappe .select 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html.theme--catppuccin-frappe .content kbd.button.is-outlined{background-color:transparent;border-color:#414559;box-shadow:none;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#414559}html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-frappe .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #414559 #414559 !important}html.theme--catppuccin-frappe 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.button.is-link.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:focus:not(:active),html.theme--catppuccin-frappe .button.is-link.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(140,170,238,0.25)}html.theme--catppuccin-frappe .button.is-link:active,html.theme--catppuccin-frappe .button.is-link.is-active{background-color:#769aeb;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link{background-color:#8caaee;border-color:#8caaee;box-shadow:none}html.theme--catppuccin-frappe .button.is-link.is-inverted{background-color:#fff;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted:hover,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-link.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-focused{background-color:#8caaee;border-color:#8caaee;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-light{background-color:#edf2fc;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:hover,html.theme--catppuccin-frappe .button.is-link.is-light.is-hovered{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:active,html.theme--catppuccin-frappe .button.is-link.is-light.is-active{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:hover,html.theme--catppuccin-frappe .button.is-info.is-hovered{background-color:#78c4b9;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus,html.theme--catppuccin-frappe .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus:not(:active),html.theme--catppuccin-frappe .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(129,200,190,0.25)}html.theme--catppuccin-frappe .button.is-info:active,html.theme--catppuccin-frappe .button.is-info.is-active{background-color:#6fc0b5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:#81c8be;box-shadow:none}html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-focused{background-color:#81c8be;border-color:#81c8be;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-light{background-color:#f1f9f8;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:hover,html.theme--catppuccin-frappe .button.is-info.is-light.is-hovered{background-color:#e8f5f3;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:active,html.theme--catppuccin-frappe .button.is-info.is-light.is-active{background-color:#dff1ef;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-success{background-color:#a6d189;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success:hover,html.theme--catppuccin-frappe .button.is-success.is-hovered{background-color:#9fcd80;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success:focus,html.theme--catppuccin-frappe .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success:focus:not(:active),html.theme--catppuccin-frappe .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,209,137,0.25)}html.theme--catppuccin-frappe .button.is-success:active,html.theme--catppuccin-frappe .button.is-success.is-active{background-color:#98ca77;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success{background-color:#a6d189;border-color:#a6d189;box-shadow:none}html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-focused{background-color:#a6d189;border-color:#a6d189;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:hover,html.theme--catppuccin-frappe .button.is-warning.is-hovered{background-color:#e3c386;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus,html.theme--catppuccin-frappe .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning:focus:not(:active),html.theme--catppuccin-frappe .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(229,200,144,0.25)}html.theme--catppuccin-frappe .button.is-warning:active,html.theme--catppuccin-frappe .button.is-warning.is-active{background-color:#e0be7b;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning{background-color:#e5c890;border-color:#e5c890;box-shadow:none}html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-focused{background-color:#e5c890;border-color:#e5c890;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-light{background-color:#fbf7ee;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:hover,html.theme--catppuccin-frappe .button.is-warning.is-light.is-hovered{background-color:#f9f2e4;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:active,html.theme--catppuccin-frappe .button.is-warning.is-light.is-active{background-color:#f6edda;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:hover,html.theme--catppuccin-frappe .button.is-danger.is-hovered{background-color:#e57779;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus,html.theme--catppuccin-frappe .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus:not(:active),html.theme--catppuccin-frappe .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(231,130,132,0.25)}html.theme--catppuccin-frappe .button.is-danger:active,html.theme--catppuccin-frappe .button.is-danger.is-active{background-color:#e36d6f;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:#e78284;box-shadow:none}html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-frappe .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-frappe .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-frappe .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-frappe .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-frappe .content blockquote{background-color:#292c3c;border-left:5px solid #626880;padding:1.25em 1.5em}html.theme--catppuccin-frappe .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-frappe .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-frappe .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-frappe .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-frappe .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-frappe .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-frappe .content ul ul ul{list-style-type:square}html.theme--catppuccin-frappe .content dd{margin-left:2em}html.theme--catppuccin-frappe .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-frappe .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-frappe .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-frappe .content figure img{display:inline-block}html.theme--catppuccin-frappe .content figure figcaption{font-style:italic}html.theme--catppuccin-frappe .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-frappe .content sup,html.theme--catppuccin-frappe .content sub{font-size:75%}html.theme--catppuccin-frappe .content table{width:100%}html.theme--catppuccin-frappe .content table td,html.theme--catppuccin-frappe .content table th{border:1px solid #626880;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-frappe .content table th{color:#b0bef1}html.theme--catppuccin-frappe .content table th:not([align]){text-align:inherit}html.theme--catppuccin-frappe .content table thead td,html.theme--catppuccin-frappe .content table thead th{border-width:0 0 2px;color:#b0bef1}html.theme--catppuccin-frappe .content table tfoot td,html.theme--catppuccin-frappe .content table tfoot th{border-width:2px 0 0;color:#b0bef1}html.theme--catppuccin-frappe .content table tbody tr:last-child td,html.theme--catppuccin-frappe .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-frappe .content .tabs li+li{margin-top:0}html.theme--catppuccin-frappe .content.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-frappe .content.is-normal{font-size:1rem}html.theme--catppuccin-frappe .content.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .content.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-frappe .icon.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-frappe .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-frappe .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-frappe .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-frappe .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-frappe .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-frappe div.icon-text{display:flex}html.theme--catppuccin-frappe .image,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-frappe .image img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-frappe .image img.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-frappe .image.is-fullwidth,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-frappe .image.is-square img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-frappe .image.is-square .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-frappe .image.is-1by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--catppuccin-frappe .image.is-1by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--catppuccin-frappe .image.is-5by4 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--catppuccin-frappe .image.is-5by4 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--catppuccin-frappe .image.is-4by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--catppuccin-frappe .image.is-4by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--catppuccin-frappe .image.is-3by2 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--catppuccin-frappe .image.is-3by2 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--catppuccin-frappe .image.is-5by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-frappe .image.is-5by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-frappe .image.is-16by9 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-frappe .image.is-16by9 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-frappe .image.is-2by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-frappe .image.is-2by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-frappe .image.is-3by1 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-frappe .image.is-3by1 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by1 .has-ratio,html.theme--catppuccin-frappe .image.is-4by5 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by5 img,html.theme--catppuccin-frappe .image.is-4by5 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-4by5 .has-ratio,html.theme--catppuccin-frappe .image.is-3by4 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by4 img,html.theme--catppuccin-frappe .image.is-3by4 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by4 .has-ratio,html.theme--catppuccin-frappe .image.is-2by3 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by3 img,html.theme--catppuccin-frappe .image.is-2by3 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-2by3 .has-ratio,html.theme--catppuccin-frappe .image.is-3by5 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-frappe .image.is-3by5 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-frappe .image.is-9by16 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-frappe .image.is-9by16 .has-ratio,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-frappe .image.is-1by2 img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-frappe .image.is-1by2 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.modal-card{display:flex;flex-direction:column;max-height:calc(100vh - 40px);overflow:hidden;-ms-overflow-y:visible}html.theme--catppuccin-frappe .modal-card-head,html.theme--catppuccin-frappe .modal-card-foot{align-items:center;background-color:#292c3c;display:flex;flex-shrink:0;justify-content:flex-start;padding:20px;position:relative}html.theme--catppuccin-frappe .modal-card-head{border-bottom:1px solid #626880;border-top-left-radius:8px;border-top-right-radius:8px}html.theme--catppuccin-frappe .modal-card-title{color:#c6d0f5;flex-grow:1;flex-shrink:0;font-size:1.5rem;line-height:1}html.theme--catppuccin-frappe .modal-card-foot{border-bottom-left-radius:8px;border-bottom-right-radius:8px;border-top:1px solid #626880}html.theme--catppuccin-frappe .modal-card-foot .button:not(:last-child){margin-right:.5em}html.theme--catppuccin-frappe 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rgba(245,245,245,0.25)}html.theme--catppuccin-latte .button.is-light:active,html.theme--catppuccin-latte .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark,html.theme--catppuccin-latte .content kbd.button{background-color:#ccd0da;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:hover,html.theme--catppuccin-latte .content kbd.button:hover,html.theme--catppuccin-latte .button.is-dark.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-hovered{background-color:#c5c9d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:focus,html.theme--catppuccin-latte .content kbd.button:focus,html.theme--catppuccin-latte .button.is-dark.is-focused,html.theme--catppuccin-latte .content kbd.button.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:focus:not(:active),html.theme--catppuccin-latte .content kbd.button:focus:not(:active),html.theme--catppuccin-latte .button.is-dark.is-focused:not(:active),html.theme--catppuccin-latte .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(204,208,218,0.25)}html.theme--catppuccin-latte .button.is-dark:active,html.theme--catppuccin-latte .content kbd.button:active,html.theme--catppuccin-latte .button.is-dark.is-active,html.theme--catppuccin-latte .content kbd.button.is-active{background-color:#bdc2cf;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark[disabled],html.theme--catppuccin-latte .content kbd.button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button{background-color:#ccd0da;border-color:#ccd0da;box-shadow:none}html.theme--catppuccin-latte .button.is-dark.is-inverted,html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-focused{background-color:#ccd0da;border-color:#ccd0da;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte 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.docstring>section>a.button.is-inverted.docs-sourcelink{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-primary.is-inverted:hover,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-inverted.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-hovered.docs-sourcelink{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-primary.is-inverted[disabled],html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-primary.is-inverted,fieldset[disabled] html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.docs-sourcelink{background-color:#fff;border-color:transparent;box-shadow:none;color:#1e66f5}html.theme--catppuccin-latte .button.is-primary.is-loading::after,html.theme--catppuccin-latte .docstring>section>a.button.is-loading.docs-sourcelink::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-primary.is-outlined,html.theme--catppuccin-latte .docstring>section>a.button.is-outlined.docs-sourcelink{background-color:transparent;border-color:#1e66f5;color:#1e66f5}html.theme--catppuccin-latte .button.is-primary.is-outlined:hover,html.theme--catppuccin-latte .docstring>section>a.button.is-outlined.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-outlined.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-outlined.is-hovered.docs-sourcelink,html.theme--catppuccin-latte .button.is-primary.is-outlined:focus,html.theme--catppuccin-latte .docstring>section>a.button.is-outlined.docs-sourcelink:focus,html.theme--catppuccin-latte .button.is-primary.is-outlined.is-focused,html.theme--catppuccin-latte 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.docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.is-hovered.docs-sourcelink,html.theme--catppuccin-latte .button.is-primary.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink:focus,html.theme--catppuccin-latte .button.is-primary.is-inverted.is-outlined.is-focused,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.is-focused.docs-sourcelink{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-primary.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.is-loading.docs-sourcelink:hover::after,html.theme--catppuccin-latte 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.button.is-primary.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-outlined.docs-sourcelink{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-primary.is-light,html.theme--catppuccin-latte .docstring>section>a.button.is-light.docs-sourcelink{background-color:#ebf2fe;color:#0a52e1}html.theme--catppuccin-latte .button.is-primary.is-light:hover,html.theme--catppuccin-latte .docstring>section>a.button.is-light.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-light.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-light.is-hovered.docs-sourcelink{background-color:#dfe9fe;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-primary.is-light:active,html.theme--catppuccin-latte .docstring>section>a.button.is-light.docs-sourcelink:active,html.theme--catppuccin-latte .button.is-primary.is-light.is-active,html.theme--catppuccin-latte .docstring>section>a.button.is-light.is-active.docs-sourcelink{background-color:#d3e1fd;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-link{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:hover,html.theme--catppuccin-latte .button.is-link.is-hovered{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:focus,html.theme--catppuccin-latte .button.is-link.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:focus:not(:active),html.theme--catppuccin-latte .button.is-link.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(30,102,245,0.25)}html.theme--catppuccin-latte .button.is-link:active,html.theme--catppuccin-latte .button.is-link.is-active{background-color:#0b57ef;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link{background-color:#1e66f5;border-color:#1e66f5;box-shadow:none}html.theme--catppuccin-latte .button.is-link.is-inverted{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted:hover,html.theme--catppuccin-latte .button.is-link.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-link.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-link.is-outlined{background-color:transparent;border-color:#1e66f5;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-outlined:hover,html.theme--catppuccin-latte .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-link.is-outlined:focus,html.theme--catppuccin-latte .button.is-link.is-outlined.is-focused{background-color:#1e66f5;border-color:#1e66f5;color:#fff}html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #1e66f5 #1e66f5 !important}html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-outlined{background-color:transparent;border-color:#1e66f5;box-shadow:none;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #1e66f5 #1e66f5 !important}html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-link.is-light{background-color:#ebf2fe;color:#0a52e1}html.theme--catppuccin-latte .button.is-link.is-light:hover,html.theme--catppuccin-latte .button.is-link.is-light.is-hovered{background-color:#dfe9fe;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-link.is-light:active,html.theme--catppuccin-latte .button.is-link.is-light.is-active{background-color:#d3e1fd;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-info{background-color:#179299;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:hover,html.theme--catppuccin-latte .button.is-info.is-hovered{background-color:#15878e;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:focus,html.theme--catppuccin-latte .button.is-info.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info:focus:not(:active),html.theme--catppuccin-latte .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(23,146,153,0.25)}html.theme--catppuccin-latte .button.is-info:active,html.theme--catppuccin-latte .button.is-info.is-active{background-color:#147d83;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info{background-color:#179299;border-color:#179299;box-shadow:none}html.theme--catppuccin-latte .button.is-info.is-inverted{background-color:#fff;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted:hover,html.theme--catppuccin-latte .button.is-info.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#179299}html.theme--catppuccin-latte .button.is-info.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-info.is-outlined{background-color:transparent;border-color:#179299;color:#179299}html.theme--catppuccin-latte .button.is-info.is-outlined:hover,html.theme--catppuccin-latte .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-info.is-outlined:focus,html.theme--catppuccin-latte .button.is-info.is-outlined.is-focused{background-color:#179299;border-color:#179299;color:#fff}html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #179299 #179299 !important}html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-outlined{background-color:transparent;border-color:#179299;box-shadow:none;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-focused{background-color:#fff;color:#179299}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #179299 #179299 !important}html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-info.is-light{background-color:#edfcfc;color:#1cb2ba}html.theme--catppuccin-latte .button.is-info.is-light:hover,html.theme--catppuccin-latte .button.is-info.is-light.is-hovered{background-color:#e2f9fb;border-color:transparent;color:#1cb2ba}html.theme--catppuccin-latte .button.is-info.is-light:active,html.theme--catppuccin-latte .button.is-info.is-light.is-active{background-color:#d7f7f9;border-color:transparent;color:#1cb2ba}html.theme--catppuccin-latte .button.is-success{background-color:#40a02b;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:hover,html.theme--catppuccin-latte .button.is-success.is-hovered{background-color:#3c9628;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:focus,html.theme--catppuccin-latte .button.is-success.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success:focus:not(:active),html.theme--catppuccin-latte .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(64,160,43,0.25)}html.theme--catppuccin-latte .button.is-success:active,html.theme--catppuccin-latte .button.is-success.is-active{background-color:#388c26;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success{background-color:#40a02b;border-color:#40a02b;box-shadow:none}html.theme--catppuccin-latte .button.is-success.is-inverted{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-outlined.is-focused{background-color:#40a02b;border-color:#40a02b;color:#fff}html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte .content ul:not(:last-child),html.theme--catppuccin-latte .content blockquote:not(:last-child),html.theme--catppuccin-latte .content pre:not(:last-child),html.theme--catppuccin-latte .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-latte .content h1,html.theme--catppuccin-latte .content h2,html.theme--catppuccin-latte .content h3,html.theme--catppuccin-latte .content h4,html.theme--catppuccin-latte .content h5,html.theme--catppuccin-latte .content h6{color:#4c4f69;font-weight:600;line-height:1.125}html.theme--catppuccin-latte .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-latte .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-latte .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-latte .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-latte .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-latte .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-latte .content ul ul ul{list-style-type:square}html.theme--catppuccin-latte .content dd{margin-left:2em}html.theme--catppuccin-latte .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-latte .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-latte .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-latte .content figure img{display:inline-block}html.theme--catppuccin-latte .content figure figcaption{font-style:italic}html.theme--catppuccin-latte .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-latte .content sup,html.theme--catppuccin-latte .content sub{font-size:75%}html.theme--catppuccin-latte .content table{width:100%}html.theme--catppuccin-latte .content table td,html.theme--catppuccin-latte .content table th{border:1px solid #acb0be;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-latte .content table th{color:#41445a}html.theme--catppuccin-latte .content table th:not([align]){text-align:inherit}html.theme--catppuccin-latte .content table thead td,html.theme--catppuccin-latte .content table thead th{border-width:0 0 2px;color:#41445a}html.theme--catppuccin-latte .content table tfoot td,html.theme--catppuccin-latte .content table tfoot th{border-width:2px 0 0;color:#41445a}html.theme--catppuccin-latte .content table tbody tr:last-child td,html.theme--catppuccin-latte .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-latte .content .tabs li+li{margin-top:0}html.theme--catppuccin-latte .content.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-latte .content.is-normal{font-size:1rem}html.theme--catppuccin-latte .content.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .content.is-large{font-size:1.5rem}html.theme--catppuccin-latte .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-latte .icon.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-latte .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-latte .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-latte .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-latte .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-latte .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-latte .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-latte div.icon-text{display:flex}html.theme--catppuccin-latte .image,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-latte .image img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-latte .image img.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-latte .image.is-fullwidth,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-latte .image.is-square img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-latte .image.is-square .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-latte .image.is-1by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--catppuccin-latte .image.is-1by1 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--catppuccin-latte .image.is-5by4 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--catppuccin-latte .image.is-5by4 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--catppuccin-latte .image.is-4by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--catppuccin-latte .image.is-4by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--catppuccin-latte .image.is-3by2 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--catppuccin-latte .image.is-3by2 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--catppuccin-latte .image.is-5by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-latte .image.is-5by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-latte .image.is-16by9 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-latte .image.is-16by9 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-latte .image.is-2by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-latte .image.is-2by1 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-latte .image.is-3by1 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-latte .image.is-3by1 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by1 .has-ratio,html.theme--catppuccin-latte .image.is-4by5 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by5 img,html.theme--catppuccin-latte .image.is-4by5 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-4by5 .has-ratio,html.theme--catppuccin-latte .image.is-3by4 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by4 img,html.theme--catppuccin-latte .image.is-3by4 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by4 .has-ratio,html.theme--catppuccin-latte .image.is-2by3 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by3 img,html.theme--catppuccin-latte .image.is-2by3 .has-ratio,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-2by3 .has-ratio,html.theme--catppuccin-latte .image.is-3by5 img,html.theme--catppuccin-latte #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-latte .image.is-3by5 .has-ratio,html.theme--catppuccin-latte 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.button.is-ghost:hover,html.theme--catppuccin-macchiato .button.is-ghost.is-hovered{color:#8aadf4;text-decoration:underline}html.theme--catppuccin-macchiato .button.is-white{background-color:#fff;border-color:transparent;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-white:hover,html.theme--catppuccin-macchiato .button.is-white.is-hovered{background-color:#f9f9f9;border-color:transparent;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-white:focus,html.theme--catppuccin-macchiato .button.is-white.is-focused{border-color:transparent;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-white:focus:not(:active),html.theme--catppuccin-macchiato .button.is-white.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-macchiato .button.is-white:active,html.theme--catppuccin-macchiato .button.is-white.is-active{background-color:#f2f2f2;border-color:transparent;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-white[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-white{background-color:#fff;border-color:#fff;box-shadow:none}html.theme--catppuccin-macchiato .button.is-white.is-inverted{background-color:#0a0a0a;color:#fff}html.theme--catppuccin-macchiato .button.is-white.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-hovered{background-color:#000}html.theme--catppuccin-macchiato .button.is-white.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-white.is-inverted{background-color:#0a0a0a;border-color:transparent;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-white.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-macchiato .button.is-white.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-white.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-white.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-white.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-white.is-outlined.is-focused{background-color:#fff;border-color:#fff;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-white.is-outlined.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-white.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-white.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-white.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-white.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-macchiato .button.is-white.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-white.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined.is-focused{background-color:#0a0a0a;color:#fff}html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black{background-color:#0a0a0a;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black:hover,html.theme--catppuccin-macchiato .button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black:focus,html.theme--catppuccin-macchiato .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black:focus:not(:active),html.theme--catppuccin-macchiato .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-macchiato .button.is-black:active,html.theme--catppuccin-macchiato .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-macchiato .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-black.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:hover,html.theme--catppuccin-macchiato .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:focus,html.theme--catppuccin-macchiato .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light:focus:not(:active),html.theme--catppuccin-macchiato .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-macchiato .button.is-light:active,html.theme--catppuccin-macchiato .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-macchiato .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-light.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-dark,html.theme--catppuccin-macchiato .content kbd.button{background-color:#363a4f;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:hover,html.theme--catppuccin-macchiato .content kbd.button:hover,html.theme--catppuccin-macchiato .button.is-dark.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-hovered{background-color:#313447;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:focus,html.theme--catppuccin-macchiato .content kbd.button:focus,html.theme--catppuccin-macchiato .button.is-dark.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark:focus:not(:active),html.theme--catppuccin-macchiato .content kbd.button:focus:not(:active),html.theme--catppuccin-macchiato .button.is-dark.is-focused:not(:active),html.theme--catppuccin-macchiato .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(54,58,79,0.25)}html.theme--catppuccin-macchiato .button.is-dark:active,html.theme--catppuccin-macchiato .content kbd.button:active,html.theme--catppuccin-macchiato .button.is-dark.is-active,html.theme--catppuccin-macchiato .content kbd.button.is-active{background-color:#2c2f40;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-dark[disabled],html.theme--catppuccin-macchiato .content kbd.button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button{background-color:#363a4f;border-color:#363a4f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-dark.is-inverted,html.theme--catppuccin-macchiato .content kbd.button.is-inverted{background-color:#fff;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-dark.is-inverted[disabled],html.theme--catppuccin-macchiato .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-loading::after,html.theme--catppuccin-macchiato .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-dark.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-focused{background-color:#363a4f;border-color:#363a4f;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #363a4f #363a4f !important}html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-macchiato .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-dark.is-outlined[disabled],html.theme--catppuccin-macchiato .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-macchiato .content kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #363a4f #363a4f !important}html.theme--catppuccin-macchiato 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.button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-focused{background-color:#ed8796;border-color:#ed8796;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-macchiato .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-macchiato .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-macchiato .buttons.has-addons .button:hover,html.theme--catppuccin-macchiato .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-macchiato .buttons.has-addons .button:focus,html.theme--catppuccin-macchiato .buttons.has-addons 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.button.is-white.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-white.is-outlined:hover,html.theme--catppuccin-mocha .button.is-white.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-white.is-outlined:focus,html.theme--catppuccin-mocha .button.is-white.is-outlined.is-focused{background-color:#fff;border-color:#fff;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-white.is-outlined.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-white.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-white.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-white.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-white.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-mocha .button.is-white.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-white.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-focused{background-color:#0a0a0a;color:#fff}html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black{background-color:#0a0a0a;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-black:hover,html.theme--catppuccin-mocha .button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-black:focus,html.theme--catppuccin-mocha .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-black:focus:not(:active),html.theme--catppuccin-mocha .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-mocha .button.is-black:active,html.theme--catppuccin-mocha .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-mocha .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black.is-inverted:hover,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black.is-outlined:hover,html.theme--catppuccin-mocha .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-black.is-outlined:focus,html.theme--catppuccin-mocha .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-mocha .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-mocha .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light:hover,html.theme--catppuccin-mocha .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light:focus,html.theme--catppuccin-mocha .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light:focus:not(:active),html.theme--catppuccin-mocha .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-mocha .button.is-light:active,html.theme--catppuccin-mocha .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-mocha .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-mocha .button.is-light.is-inverted:hover,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-mocha .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-mocha .button.is-light.is-outlined:hover,html.theme--catppuccin-mocha .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-light.is-outlined:focus,html.theme--catppuccin-mocha .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-mocha .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-dark,html.theme--catppuccin-mocha .content kbd.button{background-color:#313244;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-dark:hover,html.theme--catppuccin-mocha .content kbd.button:hover,html.theme--catppuccin-mocha .button.is-dark.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-hovered{background-color:#2c2d3d;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-dark:focus,html.theme--catppuccin-mocha .content kbd.button:focus,html.theme--catppuccin-mocha .button.is-dark.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-dark:focus:not(:active),html.theme--catppuccin-mocha .content kbd.button:focus:not(:active),html.theme--catppuccin-mocha .button.is-dark.is-focused:not(:active),html.theme--catppuccin-mocha .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(49,50,68,0.25)}html.theme--catppuccin-mocha .button.is-dark:active,html.theme--catppuccin-mocha .content kbd.button:active,html.theme--catppuccin-mocha .button.is-dark.is-active,html.theme--catppuccin-mocha .content kbd.button.is-active{background-color:#262735;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-dark[disabled],html.theme--catppuccin-mocha .content kbd.button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button{background-color:#313244;border-color:#313244;box-shadow:none}html.theme--catppuccin-mocha .button.is-dark.is-inverted,html.theme--catppuccin-mocha .content kbd.button.is-inverted{background-color:#fff;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted:hover,html.theme--catppuccin-mocha .content kbd.button.is-inverted:hover,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-dark.is-inverted[disabled],html.theme--catppuccin-mocha .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-loading::after,html.theme--catppuccin-mocha .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-dark.is-outlined,html.theme--catppuccin-mocha .content kbd.button.is-outlined{background-color:transparent;border-color:#313244;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-outlined:hover,html.theme--catppuccin-mocha .content kbd.button.is-outlined:hover,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-dark.is-outlined:focus,html.theme--catppuccin-mocha .content kbd.button.is-outlined:focus,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-focused{background-color:#313244;border-color:#313244;color:#fff}html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #313244 #313244 !important}html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-dark.is-outlined[disabled],html.theme--catppuccin-mocha .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button.is-outlined{background-color:transparent;border-color:#313244;box-shadow:none;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #313244 #313244 !important}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-primary,html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink{background-color:#89b4fa;border-color:transparent;color:#fff}html.theme--catppuccin-mocha 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rgba(137,180,250,0.25)}html.theme--catppuccin-mocha .button.is-primary:active,html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink:active,html.theme--catppuccin-mocha .button.is-primary.is-active,html.theme--catppuccin-mocha .docstring>section>a.button.is-active.docs-sourcelink{background-color:#71a4f9;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-primary[disabled],html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-primary,fieldset[disabled] html.theme--catppuccin-mocha .docstring>section>a.button.docs-sourcelink{background-color:#89b4fa;border-color:#89b4fa;box-shadow:none}html.theme--catppuccin-mocha .button.is-primary.is-inverted,html.theme--catppuccin-mocha .docstring>section>a.button.is-inverted.docs-sourcelink{background-color:#fff;color:#89b4fa}html.theme--catppuccin-mocha .button.is-primary.is-inverted:hover,html.theme--catppuccin-mocha 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html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-link.is-light{background-color:#ebf3fe;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:hover,html.theme--catppuccin-mocha .button.is-link.is-light.is-hovered{background-color:#dfebfe;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:active,html.theme--catppuccin-mocha .button.is-link.is-light.is-active{background-color:#d3e3fd;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:hover,html.theme--catppuccin-mocha .button.is-info.is-hovered{background-color:#8adfd1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus,html.theme--catppuccin-mocha 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!important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons .button:focus:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-mocha .buttons.has-addons .button:active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-mocha .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-mocha .buttons.is-centered{justify-content:center}html.theme--catppuccin-mocha .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-mocha .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-mocha .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-mocha .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-mocha .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-mocha .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-mocha .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-mocha .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-mocha .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-mocha .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-mocha .content li+li{margin-top:0.25em}html.theme--catppuccin-mocha .content p:not(:last-child),html.theme--catppuccin-mocha .content dl:not(:last-child),html.theme--catppuccin-mocha .content ol:not(:last-child),html.theme--catppuccin-mocha .content ul:not(:last-child),html.theme--catppuccin-mocha .content blockquote:not(:last-child),html.theme--catppuccin-mocha .content pre:not(:last-child),html.theme--catppuccin-mocha .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-mocha .content h1,html.theme--catppuccin-mocha .content h2,html.theme--catppuccin-mocha .content h3,html.theme--catppuccin-mocha .content h4,html.theme--catppuccin-mocha .content h5,html.theme--catppuccin-mocha .content h6{color:#cdd6f4;font-weight:600;line-height:1.125}html.theme--catppuccin-mocha .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-mocha .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-mocha .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-mocha .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-mocha .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-mocha .content 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kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined,html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-outlined.is-focused{background-color:#282f2f;border-color:#282f2f;color:#fff}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading::after,html.theme--documenter-dark .content 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html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--documenter-dark .content 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.button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #9e1b0d #9e1b0d !important}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fdeeec;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#fce3e0;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#fcd8d5;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark .button.is-normal{font-size:1rem}html.theme--documenter-dark .button.is-medium{font-size:1.25rem}html.theme--documenter-dark .button.is-large{font-size:1.5rem}html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--documenter-dark .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--documenter-dark .buttons .button{margin-bottom:0.5rem}html.theme--documenter-dark .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--documenter-dark .buttons:last-child{margin-bottom:-0.5rem}html.theme--documenter-dark .buttons:not(:last-child){margin-bottom:1rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--documenter-dark .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--documenter-dark .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--documenter-dark .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--documenter-dark .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--documenter-dark .buttons.has-addons .button:last-child{margin-right:0}html.theme--documenter-dark .buttons.has-addons .button:hover,html.theme--documenter-dark .buttons.has-addons .button.is-hovered{z-index:2}html.theme--documenter-dark .buttons.has-addons .button:focus,html.theme--documenter-dark .buttons.has-addons .button.is-focused,html.theme--documenter-dark .buttons.has-addons .button:active,html.theme--documenter-dark .buttons.has-addons .button.is-active,html.theme--documenter-dark .buttons.has-addons .button.is-selected{z-index:3}html.theme--documenter-dark .buttons.has-addons .button:focus:hover,html.theme--documenter-dark .buttons.has-addons .button.is-focused:hover,html.theme--documenter-dark .buttons.has-addons .button:active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--documenter-dark .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .buttons.is-centered{justify-content:center}html.theme--documenter-dark .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--documenter-dark .buttons.is-right{justify-content:flex-end}html.theme--documenter-dark .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--documenter-dark .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--documenter-dark .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--documenter-dark .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--documenter-dark .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--documenter-dark .content li+li{margin-top:0.25em}html.theme--documenter-dark .content p:not(:last-child),html.theme--documenter-dark .content dl:not(:last-child),html.theme--documenter-dark .content ol:not(:last-child),html.theme--documenter-dark .content ul:not(:last-child),html.theme--documenter-dark .content blockquote:not(:last-child),html.theme--documenter-dark .content pre:not(:last-child),html.theme--documenter-dark .content table:not(:last-child){margin-bottom:1em}html.theme--documenter-dark .content h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content 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html.theme--documenter-dark .navbar-dropdown,html.theme--documenter-dark .navbar-dropdown.is-boxed{border-radius:8px;border-top:none;box-shadow:0 8px 8px rgba(10,10,10,0.1), 0 0 0 1px rgba(10,10,10,0.1);display:block;opacity:0;pointer-events:none;top:calc(100% + (-4px));transform:translateY(-5px);transition-duration:86ms;transition-property:opacity, transform}html.theme--documenter-dark .navbar-dropdown.is-right{left:auto;right:0}html.theme--documenter-dark .navbar-divider{display:block}html.theme--documenter-dark .navbar>.container .navbar-brand,html.theme--documenter-dark .container>.navbar .navbar-brand{margin-left:-.75rem}html.theme--documenter-dark .navbar>.container .navbar-menu,html.theme--documenter-dark .container>.navbar .navbar-menu{margin-right:-.75rem}html.theme--documenter-dark .navbar.is-fixed-bottom-desktop,html.theme--documenter-dark .navbar.is-fixed-top-desktop{left:0;position:fixed;right:0;z-index:30}html.theme--documenter-dark 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a.navbar-item.is-active:not(:focus):not(:hover),html.theme--documenter-dark .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--documenter-dark .navbar-item.has-dropdown:focus .navbar-link,html.theme--documenter-dark .navbar-item.has-dropdown:hover .navbar-link,html.theme--documenter-dark .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--documenter-dark .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--documenter-dark .pagination{font-size:1rem;margin:-.25rem}html.theme--documenter-dark .pagination.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--documenter-dark .pagination.is-medium{font-size:1.25rem}html.theme--documenter-dark .pagination.is-large{font-size:1.5rem}html.theme--documenter-dark .pagination.is-rounded .pagination-previous,html.theme--documenter-dark #documenter .docs-sidebar 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.button.is-white.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-white.is-outlined:hover,html.theme--documenter-dark .button.is-white.is-outlined.is-hovered,html.theme--documenter-dark .button.is-white.is-outlined:focus,html.theme--documenter-dark .button.is-white.is-outlined.is-focused{background-color:#fff;border-color:#fff;color:#0a0a0a}html.theme--documenter-dark .button.is-white.is-outlined.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-white.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-white.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-white.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-white.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--documenter-dark .button.is-white.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-white.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--documenter-dark .button.is-white.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-white.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-white.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-white.is-inverted.is-outlined.is-focused{background-color:#0a0a0a;color:#fff}html.theme--documenter-dark .button.is-white.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-white.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-white.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-white.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-white.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-white.is-inverted.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--documenter-dark .button.is-black{background-color:#0a0a0a;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-black:hover,html.theme--documenter-dark .button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-black:focus,html.theme--documenter-dark .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-black:focus:not(:active),html.theme--documenter-dark .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--documenter-dark .button.is-black:active,html.theme--documenter-dark .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-black[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--documenter-dark .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-inverted:hover,html.theme--documenter-dark .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-outlined:hover,html.theme--documenter-dark .button.is-black.is-outlined.is-hovered,html.theme--documenter-dark .button.is-black.is-outlined:focus,html.theme--documenter-dark .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--documenter-dark .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--documenter-dark .button.is-black.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-black.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-black.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--documenter-dark .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-light{background-color:#ecf0f1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light:hover,html.theme--documenter-dark .button.is-light.is-hovered{background-color:#e5eaec;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light:focus,html.theme--documenter-dark .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light:focus:not(:active),html.theme--documenter-dark .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(236,240,241,0.25)}html.theme--documenter-dark .button.is-light:active,html.theme--documenter-dark .button.is-light.is-active{background-color:#dde4e6;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light{background-color:#ecf0f1;border-color:#ecf0f1;box-shadow:none}html.theme--documenter-dark .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-inverted:hover,html.theme--documenter-dark .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-light.is-outlined{background-color:transparent;border-color:#ecf0f1;color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-outlined:hover,html.theme--documenter-dark .button.is-light.is-outlined.is-hovered,html.theme--documenter-dark .button.is-light.is-outlined:focus,html.theme--documenter-dark .button.is-light.is-outlined.is-focused{background-color:#ecf0f1;border-color:#ecf0f1;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-light.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-light.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-outlined{background-color:transparent;border-color:#ecf0f1;box-shadow:none;color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-dark,html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:hover,html.theme--documenter-dark .content kbd.button:hover,html.theme--documenter-dark .button.is-dark.is-hovered,html.theme--documenter-dark .content kbd.button.is-hovered{background-color:#232829;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:focus,html.theme--documenter-dark .content kbd.button:focus,html.theme--documenter-dark .button.is-dark.is-focused,html.theme--documenter-dark .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:focus:not(:active),html.theme--documenter-dark .content kbd.button:focus:not(:active),html.theme--documenter-dark .button.is-dark.is-focused:not(:active),html.theme--documenter-dark .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(40,47,47,0.25)}html.theme--documenter-dark .button.is-dark:active,html.theme--documenter-dark .content kbd.button:active,html.theme--documenter-dark .button.is-dark.is-active,html.theme--documenter-dark .content kbd.button.is-active{background-color:#1d2122;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark[disabled],html.theme--documenter-dark .content kbd.button[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark,fieldset[disabled] html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:#282f2f;box-shadow:none}html.theme--documenter-dark .button.is-dark.is-inverted,html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#fff;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted:hover,html.theme--documenter-dark .content kbd.button.is-inverted:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-dark.is-inverted[disabled],html.theme--documenter-dark .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-loading::after,html.theme--documenter-dark .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined,html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-outlined.is-focused{background-color:#282f2f;border-color:#282f2f;color:#fff}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-primary,html.theme--documenter-dark .docstring>section>a.button.docs-sourcelink{background-color:#375a7f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-primary:hover,html.theme--documenter-dark .docstring>section>a.button.docs-sourcelink:hover,html.theme--documenter-dark .button.is-primary.is-hovered,html.theme--documenter-dark .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#335476;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-primary:focus,html.theme--documenter-dark 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.button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f4c72f #f4c72f !important}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-light{background-color:#fefaec;color:#8c6e07}html.theme--documenter-dark .button.is-warning.is-light:hover,html.theme--documenter-dark .button.is-warning.is-light.is-hovered{background-color:#fdf7e0;border-color:transparent;color:#8c6e07}html.theme--documenter-dark .button.is-warning.is-light:active,html.theme--documenter-dark .button.is-warning.is-light.is-active{background-color:#fdf3d3;border-color:transparent;color:#8c6e07}html.theme--documenter-dark .button.is-danger{background-color:#cb3c33;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:hover,html.theme--documenter-dark .button.is-danger.is-hovered{background-color:#c13930;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus,html.theme--documenter-dark .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus:not(:active),html.theme--documenter-dark .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(203,60,51,0.25)}html.theme--documenter-dark .button.is-danger:active,html.theme--documenter-dark .button.is-danger.is-active{background-color:#b7362e;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger{background-color:#cb3c33;border-color:#cb3c33;box-shadow:none}html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-inverted:hover,html.theme--documenter-dark .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#cb3c33;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-outlined:hover,html.theme--documenter-dark .button.is-danger.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-outlined.is-focused{background-color:#cb3c33;border-color:#cb3c33;color:#fff}html.theme--documenter-dark .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #cb3c33 #cb3c33 !important}html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#cb3c33;box-shadow:none;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #cb3c33 #cb3c33 !important}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark .button.is-normal{font-size:1rem}html.theme--documenter-dark .button.is-medium{font-size:1.25rem}html.theme--documenter-dark .button.is-large{font-size:1.5rem}html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--documenter-dark .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--documenter-dark .buttons .button{margin-bottom:0.5rem}html.theme--documenter-dark .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--documenter-dark .buttons:last-child{margin-bottom:-0.5rem}html.theme--documenter-dark .buttons:not(:last-child){margin-bottom:1rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--documenter-dark .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--documenter-dark .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--documenter-dark .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--documenter-dark .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--documenter-dark .buttons.has-addons .button:last-child{margin-right:0}html.theme--documenter-dark .buttons.has-addons .button:hover,html.theme--documenter-dark .buttons.has-addons .button.is-hovered{z-index:2}html.theme--documenter-dark .buttons.has-addons .button:focus,html.theme--documenter-dark .buttons.has-addons .button.is-focused,html.theme--documenter-dark .buttons.has-addons .button:active,html.theme--documenter-dark .buttons.has-addons .button.is-active,html.theme--documenter-dark .buttons.has-addons .button.is-selected{z-index:3}html.theme--documenter-dark .buttons.has-addons .button:focus:hover,html.theme--documenter-dark .buttons.has-addons .button.is-focused:hover,html.theme--documenter-dark .buttons.has-addons .button:active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--documenter-dark .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .buttons.is-centered{justify-content:center}html.theme--documenter-dark .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--documenter-dark .buttons.is-right{justify-content:flex-end}html.theme--documenter-dark .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--documenter-dark .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--documenter-dark .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--documenter-dark .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--documenter-dark .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--documenter-dark .content li+li{margin-top:0.25em}html.theme--documenter-dark .content p:not(:last-child),html.theme--documenter-dark .content dl:not(:last-child),html.theme--documenter-dark .content ol:not(:last-child),html.theme--documenter-dark .content ul:not(:last-child),html.theme--documenter-dark .content blockquote:not(:last-child),html.theme--documenter-dark .content pre:not(:last-child),html.theme--documenter-dark .content table:not(:last-child){margin-bottom:1em}html.theme--documenter-dark .content h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--documenter-dark .icon.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--documenter-dark .icon.is-medium{height:2rem;width:2rem}html.theme--documenter-dark .icon.is-large{height:3rem;width:3rem}html.theme--documenter-dark .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--documenter-dark .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--documenter-dark .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--documenter-dark .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--documenter-dark div.icon-text{display:flex}html.theme--documenter-dark .image,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--documenter-dark .image 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span.sgr42{background-color:#066f00}.ansi span.sgr43{background-color:#856b00}.ansi span.sgr44{background-color:#2149b0}.ansi span.sgr45{background-color:#7d4498}.ansi span.sgr46{background-color:#007989}.ansi span.sgr47{background-color:gray}.ansi span.sgr90{color:#616161}.ansi span.sgr91{color:#cb3c33}.ansi span.sgr92{color:#0e8300}.ansi span.sgr93{color:#a98800}.ansi span.sgr94{color:#3c5dcd}.ansi span.sgr95{color:#9256af}.ansi span.sgr96{color:#008fa3}.ansi span.sgr97{color:#f5f5f5}.ansi span.sgr100{background-color:#616161}.ansi span.sgr101{background-color:#cb3c33}.ansi span.sgr102{background-color:#0e8300}.ansi span.sgr103{background-color:#a98800}.ansi span.sgr104{background-color:#3c5dcd}.ansi span.sgr105{background-color:#9256af}.ansi span.sgr106{background-color:#008fa3}.ansi span.sgr107{background-color:#f5f5f5}code.language-julia-repl>span.hljs-meta{color:#066f00;font-weight:bolder}/*! Theme: Default Description: Original highlight.js style Author: (c) Ivan Sagalaev diff --git a/dev/examples/compare_paid_vs_local/index.html b/dev/examples/compare_paid_vs_local/index.html index 5ded4a6101..92daf2f791 100644 --- a/dev/examples/compare_paid_vs_local/index.html +++ b/dev/examples/compare_paid_vs_local/index.html @@ -1,5 +1,5 @@ -Paid vs Local Models · JuliaLLMLeaderboard.jl
GitHub

Comparison of Paid LLM APIs vs Local Models

While several locally-hosted models are very impressive, there is still a big gap in performance.

This gap would be smaller if we could run any of the 70bn models locally, unfortunately, that’s not the case for me.

Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.

# Imports
+Paid vs Local Models · JuliaLLMLeaderboard.jl
GitHub
Comparison of Paid LLM APIs vs Local Models
While several locally-hosted models are very impressive, there is still a big gap in performance.
This gap would be smaller if we could run any of the 70bn models locally, unfortunately, that’s not the case for me.
Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.
# Imports
 using JuliaLLMLeaderboard
 using CairoMakie, AlgebraOfGraphics
 using MarkdownTables, DataFramesMeta
@@ -17,6 +17,8 @@
     "gpt-4-0125-preview",
     "gpt-4-turbo-2024-04-09",
     "gpt-4o-2024-05-13",
+    "gpt-4o-mini-2024-07-18",
+    "gpt-4o-2024-08-06",
     "mistral-tiny",
     "mistral-small",
     "mistral-medium",
@@ -27,10 +29,13 @@
     "claude-3-opus-20240229",
     "claude-3-sonnet-20240229",
     "claude-3-haiku-20240307",
+    "claude-3-5-sonnet-20240620",
     "claude-2.1",
     "gemini-1.0-pro-latest",
     "deepseek-chat",
-    "deepseek-coder"
+    "deepseek-coder",
+    "codestral-2405",
+    "mistral-large-2407"
 ];
 PROMPTS = [
     "JuliaExpertCoTTask",
@@ -66,7 +71,7 @@
             xticklabelrotation = 45,
             title = "LLM Model Performance [PRELIMINARY]"))
 end
-fig
Table:
output = @chain df begin
+fig
Table:
output = @chain df begin
     @by [:model] begin
         :elapsed = mean(:elapsed_seconds)
         :elapsed_median = mean(:elapsed_seconds)
@@ -84,4 +89,4 @@
     rename(_, names(_) .|> unscrub_string)
 end
 # markdown_table(output, String) |> clipboard
-markdown_table(output)
ModelElapsedElapsed MedianScoreScore MedianCount Zero ScoreCount Full ScoreIs Paid
claude-3-opus-2024022920.520.583.090.01.0161.0true
claude-3-sonnet-202402298.78.779.095.015.0161.0true
mistralai/Mixtral-8x22B-Instruct-v0.114.114.177.690.05.0151.0false
meta-llama/Llama-3-70b-chat-hf4.34.376.888.30.0160.0false
gpt-4-turbo-2024-04-0910.910.974.990.022.0146.0true
gpt-4-1106-preview22.422.474.490.019.0142.0true
claude-3-haiku-202403074.04.074.184.24.0125.0true
gpt-4-0125-preview30.230.273.188.826.0140.0true
gpt-4o-2024-05-134.34.372.286.721.0122.0true
deepseek-coder13.013.071.683.339.0115.0true
deepseek-chat17.917.971.380.630.0138.0true
mistral-large-24028.68.671.180.05.0103.0true
meta-llama/Llama-3-8b-chat-hf1.51.567.766.75.070.0false
claude-2.110.110.167.375.027.0116.0true
microsoft/WizardLM-2-8x22B34.734.762.760.033.0118.0false
gpt-3.5-turbo-01251.21.262.167.162.095.0true
phind-codellama:34b-v237.137.161.862.536.058.0false
mistral-medium18.118.160.860.022.090.0true
mistral-small-24025.05.060.255.015.084.0true
mistral-small5.95.960.155.027.076.0true
magicoder:7b-s-cl-q6_K15.615.659.960.018.035.0false
gpt-3.5-turbo-11062.12.158.462.582.097.0true
codellama:13b-instruct-q4KM3.23.256.454.656.061.0false
deepseek-coder:33b-instruct-q4KM46.746.755.050.062.068.0false
magicoder12.812.853.750.049.052.0false
nous-hermes2:34b-yi-q4KM56.856.850.750.078.056.0false
accounts/fireworks/models/dbrx-instruct3.73.750.050.0121.075.0false
codellama:13b-instruct18.118.150.050.065.044.0false
openchat:7b-v3.5-1210-q4KM14.414.449.450.048.023.0false
openhermes2.5-mistral12.912.948.950.055.027.0false
starling-lm:latest13.713.748.450.058.026.0false
codellama:7b-instruct-q4KM2.12.147.850.095.038.0false
mistral-tiny4.64.646.950.075.042.0true
yi:34b-chat43.943.945.650.045.034.0false
mistral:7b-instruct-v0.2-q6_K21.721.745.450.044.023.0false
mistral:7b-instruct-v0.2-q4_012.412.444.350.075.032.0false
mistral:7b-instruct-v0.2-q4KM15.615.642.650.071.023.0false
gpt-3.5-turbo3.63.642.350.0132.054.0true
codellama:34b-instruct-q4KM7.57.539.750.0127.035.0false
codellama:70b-instruct-q4KM16.316.336.40.0179.058.0false
gemini-1.0-pro-latest4.24.235.950.076.09.0true
solar:10.7b-instruct-v1-q4KM18.818.835.250.0107.010.0false
mistral:7b-instruct-q4KM13.913.934.850.080.00.0false
codellama:70b-instruct-q2_K11.211.229.80.0198.029.0false
llama217.117.126.525.0131.00.0false
gemma:7b-instruct-q6_K20.920.925.925.0147.02.0false
orca2:13b20.120.123.10.0166.011.0false
stablelm-zephyr9.99.915.40.0192.01.0false
dolphin-phi:2.7b-v2.6-q6_K8.98.914.90.0188.00.0false
codellama:13b-python12.512.512.80.0155.00.0false
phi:2.7b-chat-v2-q6_K13.013.08.90.0222.00.0false
This page was generated using Literate.jl.

+markdown_table(output)
ModelElapsedElapsed MedianScoreScore MedianCount Zero ScoreCount Full ScoreIs Paid
claude-3-5-sonnet-202406206.36.386.0100.05.0179.0true
claude-3-opus-2024022920.520.583.090.01.0161.0true
claude-3-sonnet-202402298.78.779.095.015.0161.0true
codestral-24051.91.978.095.016.0146.0true
mistralai/Mixtral-8x22B-Instruct-v0.114.114.177.690.05.0151.0false
gpt-4o-2024-08-064.74.777.390.012.0155.0true
meta-llama/Llama-3-70b-chat-hf4.34.376.888.30.0160.0false
gpt-4-turbo-2024-04-0910.910.974.990.022.0146.0true
gpt-4-1106-preview22.422.474.490.019.0142.0true
claude-3-haiku-202403074.04.074.184.24.0125.0true
mistral-large-240711.311.373.683.115.0137.0true
gpt-4o-mini-2024-07-185.25.273.586.719.0137.0true
gpt-4-0125-preview30.230.273.188.826.0140.0true
gpt-4o-2024-05-134.34.372.286.721.0122.0true
deepseek-coder13.013.071.683.339.0115.0true
deepseek-chat17.917.971.380.630.0138.0true
mistral-large-24028.68.671.180.05.0103.0true
meta-llama/Llama-3-8b-chat-hf1.51.567.766.75.070.0false
claude-2.110.110.167.375.027.0116.0true
microsoft/WizardLM-2-8x22B34.734.762.760.033.0118.0false
gpt-3.5-turbo-01251.21.262.167.162.095.0true
phind-codellama:34b-v237.137.161.862.536.058.0false
mistral-medium18.118.160.860.022.090.0true
mistral-small-24025.05.060.255.015.084.0true
mistral-small5.95.960.155.027.076.0true
magicoder:7b-s-cl-q6_K15.615.659.960.018.035.0false
gpt-3.5-turbo-11062.12.158.462.582.097.0true
codellama:13b-instruct-q4KM3.23.256.454.656.061.0false
deepseek-coder:33b-instruct-q4KM46.746.755.050.062.068.0false
magicoder12.812.853.750.049.052.0false
nous-hermes2:34b-yi-q4KM56.856.850.750.078.056.0false
accounts/fireworks/models/dbrx-instruct3.73.750.050.0121.075.0false
codellama:13b-instruct18.118.150.050.065.044.0false
openchat:7b-v3.5-1210-q4KM14.414.449.450.048.023.0false
openhermes2.5-mistral12.912.948.950.055.027.0false
starling-lm:latest13.713.748.450.058.026.0false
codellama:7b-instruct-q4KM2.12.147.850.095.038.0false
mistral-tiny4.64.646.950.075.042.0true
yi:34b-chat43.943.945.650.045.034.0false
mistral:7b-instruct-v0.2-q6_K21.721.745.450.044.023.0false
mistral:7b-instruct-v0.2-q4_012.412.444.350.075.032.0false
mistral:7b-instruct-v0.2-q4KM15.615.642.650.071.023.0false
gpt-3.5-turbo3.63.642.350.0132.054.0true
codellama:34b-instruct-q4KM7.57.539.750.0127.035.0false
codellama:70b-instruct-q4KM16.316.336.40.0179.058.0false
gemini-1.0-pro-latest4.24.235.950.076.09.0true
solar:10.7b-instruct-v1-q4KM18.818.835.250.0107.010.0false
mistral:7b-instruct-q4KM13.913.934.850.080.00.0false
codellama:70b-instruct-q2_K11.211.229.80.0198.029.0false
llama217.117.126.525.0131.00.0false
gemma:7b-instruct-q6_K20.920.925.925.0147.02.0false
orca2:13b20.120.123.10.0166.011.0false
stablelm-zephyr9.99.915.40.0192.01.0false
dolphin-phi:2.7b-v2.6-q6_K8.98.914.90.0188.00.0false
codellama:13b-python12.512.512.80.0155.00.0false
phi:2.7b-chat-v2-q6_K13.013.08.90.0222.00.0false

This page was generated using Literate.jl.

diff --git a/dev/examples/summarize_results_local/index.html b/dev/examples/summarize_results_local/index.html index ae3c1a308c..b709667a04 100644 --- a/dev/examples/summarize_results_local/index.html +++ b/dev/examples/summarize_results_local/index.html @@ -1,5 +1,5 @@ -Local Models · JuliaLLMLeaderboard.jl
GitHub

Results for Local LLM Models

The below captures the benchmark performance of the local models. Most of these were run through Ollama.ai on a consumer-grade laptop.

Please note that the below models vary in their "open-source-ness" (what has been actually released) and their licencing terms (what they can be used for). Be careful - some of the below models are for research purposes only (eg, Microsoft Phi).

Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.

# Imports
+Local Models · JuliaLLMLeaderboard.jl
GitHub
Results for Local LLM Models
The below captures the benchmark performance of the local models. Most of these were run through Ollama.ai on a consumer-grade laptop.
Please note that the below models vary in their "open-source-ness" (what has been actually released) and their licencing terms (what they can be used for). Be careful - some of the below models are for research purposes only (eg, Microsoft Phi).
Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.
# Imports
 using JuliaLLMLeaderboard
 using CairoMakie, AlgebraOfGraphics
 using MarkdownTables, DataFramesMeta
@@ -17,6 +17,8 @@
     "gpt-4-0125-preview",
     "gpt-4-turbo-2024-04-09",
     "gpt-4o-2024-05-13",
+    "gpt-4o-mini-2024-07-18",
+    "gpt-4o-2024-08-06",
     "mistral-tiny",
     "mistral-small",
     "mistral-medium",
@@ -27,10 +29,13 @@
     "claude-3-opus-20240229",
     "claude-3-sonnet-20240229",
     "claude-3-haiku-20240307",
+    "claude-3-5-sonnet-20240620",
     "claude-2.1",
     "gemini-1.0-pro-latest",
     "deepseek-chat",
-    "deepseek-coder"
+    "deepseek-coder",
+    "codestral-2405",
+    "mistral-large-2407"
 ];
 MODEL_SIZES = Dict("orca2:13b" => "10-29",
     "mistral:7b-instruct-v0.2-q4_0" => "4-9",
@@ -124,7 +129,7 @@
             title = "Open-Source LLM Model Performance"))
 end
 SAVE_PLOTS && save("assets/model-comparison-local.png", fig)
-fig
Table:
output = @chain df begin
+fig
Table:
output = @chain df begin
     @by [:model] begin
         :elapsed = mean(:elapsed_seconds)
         :elapsed_median = median(:elapsed_seconds)
@@ -162,7 +167,7 @@
         legend = (; position = :bottom))
 end
 SAVE_PLOTS && save("assets/model-prompt-comparison-local.png", fig)
-fig
Table:
output = @chain df begin
+fig
Table:
output = @chain df begin
     @by [:model, :prompt_label] begin
         :cost = mean(:cost)
         :elapsed = mean(:elapsed_seconds)
@@ -195,7 +200,7 @@
         palettes = (; color = Makie.ColorSchemes.tab20.colors))
 end
 SAVE_PLOTS && save("assets/elapsed-vs-score-scatter-local.png", fig)
-fig
Table:
  • Point per second is the average score divided by the average elapsed time
output = @chain df begin
+fig
Table:
  • Point per second is the average score divided by the average elapsed time
output = @chain df begin
     @rsubset !occursin("HOSTED", :device)
     @by [:model, :prompt_label] begin
         :elapsed = mean(:elapsed_seconds)
@@ -213,4 +218,4 @@
     rename(_, names(_) .|> unscrub_string)
 end
 # markdown_table(output, String) |> clipboard
-markdown_table(output)
ModelPrompt LabelElapsedElapsed MedianScore AvgScore MedianCntPoint Per Second
codellama:13b-instruct-q4KMJuliaExpertAsk2.01.963.475.070.032.1
codellama:7b-instruct-q4KMInJulia2.02.057.755.070.029.1
codellama:7b-instruct-q4KMJuliaExpertAsk1.20.933.10.070.026.5
codellama:7b-instruct-q4KMJuliaRecapTask2.62.560.460.070.023.3
codellama:7b-instruct-q4KMJuliaExpertCoTTask1.61.432.60.070.020.6
codellama:13b-instruct-q4KMInJulia3.63.467.661.270.018.7
codellama:7b-instruct-q4KMJuliaRecapCoTTask3.02.755.450.070.018.3
codellama:13b-instruct-q4KMJuliaExpertCoTTask2.72.342.850.070.015.9
codellama:13b-instruct-q4KMJuliaRecapTask3.93.655.850.070.014.2
codellama:13b-instruct-q4KMJuliaRecapCoTTask3.94.152.550.070.013.5
codellama:34b-instruct-q4KMJuliaExpertAsk6.35.853.050.070.08.4
mistral:7b-instruct-v0.2-q4_0JuliaExpertAsk5.85.640.350.070.06.9
openchat:7b-v3.5-1210-q4KMJuliaExpertAsk7.86.951.050.055.06.5
codellama:34b-instruct-q4KMInJulia8.17.950.150.070.06.2
mistral:7b-instruct-v0.2-q4KMJuliaExpertAsk8.16.948.450.070.06.0
openhermes2.5-mistralJuliaExpertAsk8.78.950.752.558.05.8
starling-lm:latestJuliaExpertAsk9.99.855.550.058.05.6
magicoderInJulia11.09.660.860.057.05.6
codellama:34b-instruct-q4KMJuliaExpertCoTTask6.46.434.825.070.05.4
magicoderJuliaExpertAsk9.88.750.250.058.05.1
codellama:13b-instructJuliaExpertAsk10.48.551.150.058.04.9
mistral:7b-instruct-q4KMJuliaExpertAsk7.77.437.350.057.04.9
openhermes2.5-mistralInJulia10.89.849.650.058.04.6
starling-lm:latestInJulia11.111.151.150.058.04.6
openchat:7b-v3.5-1210-q4KMInJulia11.911.750.950.055.04.3
magicoder:7b-s-cl-q6_KInJulia14.615.362.255.042.04.3
magicoderJuliaRecapCoTTask13.412.056.650.057.04.2
magicoderJuliaRecapTask13.410.956.350.057.04.2
codellama:34b-instruct-q4KMJuliaRecapTask7.66.231.60.070.04.2
magicoder:7b-s-cl-q6_KJuliaExpertAsk14.614.760.158.142.04.1
magicoder:7b-s-cl-q6_KJuliaRecapTask16.116.565.260.042.04.1
mistral:7b-instruct-v0.2-q6_KJuliaExpertAsk10.08.239.850.042.04.0
mistral:7b-instruct-v0.2-q4_0InJulia12.111.347.450.070.03.9
mistral:7b-instruct-q4KMInJulia10.310.037.350.057.03.6
magicoder:7b-s-cl-q6_KJuliaRecapCoTTask16.916.459.455.642.03.5
openhermes2.5-mistralJuliaRecapTask15.014.751.350.058.03.4
magicoder:7b-s-cl-q6_KJuliaExpertCoTTask16.016.552.858.142.03.3
starling-lm:latestJuliaRecapTask16.013.652.650.058.03.3
codellama:34b-instruct-q4KMJuliaRecapCoTTask8.87.429.012.570.03.3
codellama:13b-instructInJulia16.414.753.250.058.03.2
mistral:7b-instruct-v0.2-q4_0JuliaExpertCoTTask13.212.942.850.070.03.2
codellama:70b-instruct-q2_KJuliaRecapTask11.79.537.425.070.03.2
llama2JuliaExpertAsk9.89.131.450.059.03.2
openhermes2.5-mistralJuliaExpertCoTTask16.616.051.950.057.03.1
starling-lm:latestJuliaRecapCoTTask14.813.246.150.058.03.1
openhermes2.5-mistralJuliaRecapCoTTask13.313.540.950.058.03.1
openchat:7b-v3.5-1210-q4KMJuliaRecapTask17.215.852.950.055.03.1
mistral:7b-instruct-v0.2-q4KMInJulia14.113.941.850.070.03.0
mistral:7b-instruct-v0.2-q4_0JuliaRecapCoTTask14.814.243.850.070.03.0
mistral:7b-instruct-v0.2-q4_0JuliaRecapTask16.215.447.350.070.02.9
openchat:7b-v3.5-1210-q4KMJuliaRecapCoTTask16.915.749.150.055.02.9
solar:10.7b-instruct-v1-q4KMJuliaExpertAsk13.012.536.950.057.02.8
codellama:70b-instruct-q2_KJuliaExpertCoTTask9.18.425.50.070.02.8
magicoderJuliaExpertCoTTask16.215.144.737.558.02.8
orca2:13bInJulia11.410.531.325.057.02.7
codellama:70b-instruct-q4KMInJulia16.514.743.950.070.02.7
codellama:70b-instruct-q2_KInJulia13.010.934.625.070.02.7
solar:10.7b-instruct-v1-q4KMInJulia17.415.743.950.057.02.5
stablelm-zephyrJuliaExpertAsk6.36.615.60.057.02.5
mistral:7b-instruct-v0.2-q4KMJuliaExpertCoTTask16.415.940.550.070.02.5
codellama:70b-instruct-q2_KJuliaRecapCoTTask12.39.730.00.070.02.4
codellama:13b-instructJuliaRecapTask21.920.653.050.058.02.4
gemma:7b-instruct-q6_KJuliaExpertAsk10.56.225.325.070.02.4
dolphin-phi:2.7b-v2.6-q6_KJuliaExpertAsk6.86.316.10.056.02.4
openchat:7b-v3.5-1210-q4KMJuliaExpertCoTTask18.217.943.150.055.02.4
codellama:70b-instruct-q4KMJuliaRecapTask17.914.142.437.570.02.4
phind-codellama:34b-v2JuliaExpertAsk29.527.768.166.757.02.3
codellama:13b-instructJuliaRecapCoTTask21.720.848.550.058.02.2
codellama:13b-instructJuliaExpertCoTTask20.019.344.550.058.02.2
mistral:7b-instruct-v0.2-q6_KInJulia19.417.143.250.042.02.2
starling-lm:latestJuliaExpertCoTTask16.616.236.850.058.02.2
codellama:70b-instruct-q2_KJuliaExpertAsk9.88.821.30.070.02.2
mistral:7b-instruct-q4KMJuliaExpertCoTTask16.315.835.025.057.02.1
mistral:7b-instruct-v0.2-q4KMJuliaRecapTask20.518.744.050.070.02.1
codellama:70b-instruct-q4KMJuliaRecapCoTTask16.712.835.20.070.02.1
codellama:70b-instruct-q4KMJuliaExpertCoTTask14.813.330.80.070.02.1
mistral:7b-instruct-v0.2-q4KMJuliaRecapCoTTask18.917.938.550.070.02.0
yi:34b-chatJuliaExpertAsk26.122.852.752.558.02.0
mistral:7b-instruct-v0.2-q6_KJuliaExpertCoTTask23.825.147.550.042.02.0
mistral:7b-instruct-q4KMJuliaRecapTask16.715.933.025.055.02.0
codellama:70b-instruct-q4KMJuliaExpertAsk15.713.329.90.070.01.9
solar:10.7b-instruct-v1-q4KMJuliaRecapCoTTask19.719.136.750.057.01.9
solar:10.7b-instruct-v1-q4KMJuliaRecapTask21.321.038.950.057.01.8
mistral:7b-instruct-v0.2-q6_KJuliaRecapCoTTask26.924.748.250.042.01.8
phind-codellama:34b-v2InJulia33.234.359.061.257.01.8
dolphin-phi:2.7b-v2.6-q6_KJuliaRecapTask9.59.316.30.056.01.7
llama2InJulia15.313.926.425.059.01.7
mistral:7b-instruct-v0.2-q6_KJuliaRecapTask28.327.248.650.042.01.7
mistral:7b-instruct-q4KMJuliaRecapCoTTask18.717.631.550.055.01.7
phind-codellama:34b-v2JuliaRecapCoTTask37.136.959.861.257.01.6
stablelm-zephyrJuliaRecapTask12.18.319.20.057.01.6
stablelm-zephyrInJulia8.56.613.30.057.01.6
phind-codellama:34b-v2JuliaRecapTask41.140.662.061.257.01.5
dolphin-phi:2.7b-v2.6-q6_KJuliaExpertCoTTask8.18.012.20.056.01.5
dolphin-phi:2.7b-v2.6-q6_KJuliaRecapCoTTask9.48.914.10.056.01.5
orca2:13bJuliaExpertAsk11.09.216.50.057.01.5
dolphin-phi:2.7b-v2.6-q6_KInJulia10.69.415.60.056.01.5
stablelm-zephyrJuliaRecapCoTTask11.48.816.50.057.01.4
llama2JuliaExpertCoTTask18.917.327.225.059.01.4
gemma:7b-instruct-q6_KJuliaRecapCoTTask25.725.034.950.070.01.4
phind-codellama:34b-v2JuliaExpertCoTTask44.646.560.166.757.01.3
codellama:13b-pythonJuliaRecapCoTTask9.56.412.40.042.01.3
llama2JuliaRecapCoTTask19.319.225.025.059.01.3
codellama:13b-pythonJuliaExpertAsk10.47.913.30.044.01.3
nous-hermes2:34b-yi-q4KMInJulia52.045.561.860.067.01.2
gemma:7b-instruct-q6_KInJulia19.720.322.625.070.01.1
gemma:7b-instruct-q6_KJuliaRecapTask24.823.626.925.070.01.1
phi:2.7b-chat-v2-q6_KJuliaExpertCoTTask9.35.79.90.055.01.1
stablelm-zephyrJuliaExpertCoTTask11.49.612.20.057.01.1
nous-hermes2:34b-yi-q4KMJuliaExpertAsk35.932.937.450.067.01.0
codellama:13b-pythonJuliaExpertCoTTask12.812.913.30.043.01.0
llama2JuliaRecapTask22.122.222.40.059.01.0
orca2:13bJuliaExpertCoTTask23.923.124.20.057.01.0
yi:34b-chatJuliaRecapTask50.848.847.650.058.00.9
yi:34b-chatJuliaExpertCoTTask42.140.639.225.058.00.9
yi:34b-chatJuliaRecapCoTTask49.545.644.050.057.00.9
solar:10.7b-instruct-v1-q4KMJuliaExpertCoTTask22.522.419.70.058.00.9
yi:34b-chatInJulia51.148.644.550.058.00.9
codellama:13b-pythonJuliaRecapTask16.310.913.90.043.00.9
nous-hermes2:34b-yi-q4KMJuliaRecapTask67.661.956.650.065.00.8
gemma:7b-instruct-q6_KJuliaExpertCoTTask23.823.319.925.070.00.8
phi:2.7b-chat-v2-q6_KJuliaRecapCoTTask12.110.89.90.055.00.8
codellama:13b-pythonInJulia13.712.511.00.044.00.8
orca2:13bJuliaRecapCoTTask26.725.421.50.057.00.8
phi:2.7b-chat-v2-q6_KJuliaRecapTask13.612.910.80.055.00.8
orca2:13bJuliaRecapTask27.524.821.90.057.00.8
nous-hermes2:34b-yi-q4KMJuliaRecapCoTTask58.560.046.150.065.00.8
nous-hermes2:34b-yi-q4KMJuliaExpertCoTTask70.465.551.455.067.00.7
phi:2.7b-chat-v2-q6_KJuliaExpertAsk14.613.48.10.055.00.6
phi:2.7b-chat-v2-q6_KInJulia15.717.86.00.055.00.4
This page was generated using Literate.jl.

+markdown_table(output)
ModelPrompt LabelElapsedElapsed MedianScore AvgScore MedianCntPoint Per Second
codellama:13b-instruct-q4KMJuliaExpertAsk2.01.963.475.070.032.1
codellama:7b-instruct-q4KMInJulia2.02.057.755.070.029.1
codellama:7b-instruct-q4KMJuliaExpertAsk1.20.933.10.070.026.5
codellama:7b-instruct-q4KMJuliaRecapTask2.62.560.460.070.023.3
codellama:7b-instruct-q4KMJuliaExpertCoTTask1.61.432.60.070.020.6
codellama:13b-instruct-q4KMInJulia3.63.467.661.270.018.7
codellama:7b-instruct-q4KMJuliaRecapCoTTask3.02.755.450.070.018.3
codellama:13b-instruct-q4KMJuliaExpertCoTTask2.72.342.850.070.015.9
codellama:13b-instruct-q4KMJuliaRecapTask3.93.655.850.070.014.2
codellama:13b-instruct-q4KMJuliaRecapCoTTask3.94.152.550.070.013.5
codellama:34b-instruct-q4KMJuliaExpertAsk6.35.853.050.070.08.4
mistral:7b-instruct-v0.2-q4_0JuliaExpertAsk5.85.640.350.070.06.9
openchat:7b-v3.5-1210-q4KMJuliaExpertAsk7.86.951.050.055.06.5
codellama:34b-instruct-q4KMInJulia8.17.950.150.070.06.2
mistral:7b-instruct-v0.2-q4KMJuliaExpertAsk8.16.948.450.070.06.0
openhermes2.5-mistralJuliaExpertAsk8.78.950.752.558.05.8
starling-lm:latestJuliaExpertAsk9.99.855.550.058.05.6
magicoderInJulia11.09.660.860.057.05.6
codellama:34b-instruct-q4KMJuliaExpertCoTTask6.46.434.825.070.05.4
magicoderJuliaExpertAsk9.88.750.250.058.05.1
codellama:13b-instructJuliaExpertAsk10.48.551.150.058.04.9
mistral:7b-instruct-q4KMJuliaExpertAsk7.77.437.350.057.04.9
openhermes2.5-mistralInJulia10.89.849.650.058.04.6
starling-lm:latestInJulia11.111.151.150.058.04.6
openchat:7b-v3.5-1210-q4KMInJulia11.911.750.950.055.04.3
magicoder:7b-s-cl-q6_KInJulia14.615.362.255.042.04.3
magicoderJuliaRecapCoTTask13.412.056.650.057.04.2
magicoderJuliaRecapTask13.410.956.350.057.04.2
codellama:34b-instruct-q4KMJuliaRecapTask7.66.231.60.070.04.2
magicoder:7b-s-cl-q6_KJuliaExpertAsk14.614.760.158.142.04.1
magicoder:7b-s-cl-q6_KJuliaRecapTask16.116.565.260.042.04.1
mistral:7b-instruct-v0.2-q6_KJuliaExpertAsk10.08.239.850.042.04.0
mistral:7b-instruct-v0.2-q4_0InJulia12.111.347.450.070.03.9
mistral:7b-instruct-q4KMInJulia10.310.037.350.057.03.6
magicoder:7b-s-cl-q6_KJuliaRecapCoTTask16.916.459.455.642.03.5
openhermes2.5-mistralJuliaRecapTask15.014.751.350.058.03.4
magicoder:7b-s-cl-q6_KJuliaExpertCoTTask16.016.552.858.142.03.3
starling-lm:latestJuliaRecapTask16.013.652.650.058.03.3
codellama:34b-instruct-q4KMJuliaRecapCoTTask8.87.429.012.570.03.3
codellama:13b-instructInJulia16.414.753.250.058.03.2
mistral:7b-instruct-v0.2-q4_0JuliaExpertCoTTask13.212.942.850.070.03.2
codellama:70b-instruct-q2_KJuliaRecapTask11.79.537.425.070.03.2
llama2JuliaExpertAsk9.89.131.450.059.03.2
openhermes2.5-mistralJuliaExpertCoTTask16.616.051.950.057.03.1
starling-lm:latestJuliaRecapCoTTask14.813.246.150.058.03.1
openhermes2.5-mistralJuliaRecapCoTTask13.313.540.950.058.03.1
openchat:7b-v3.5-1210-q4KMJuliaRecapTask17.215.852.950.055.03.1
mistral:7b-instruct-v0.2-q4KMInJulia14.113.941.850.070.03.0
mistral:7b-instruct-v0.2-q4_0JuliaRecapCoTTask14.814.243.850.070.03.0
mistral:7b-instruct-v0.2-q4_0JuliaRecapTask16.215.447.350.070.02.9
openchat:7b-v3.5-1210-q4KMJuliaRecapCoTTask16.915.749.150.055.02.9
solar:10.7b-instruct-v1-q4KMJuliaExpertAsk13.012.536.950.057.02.8
codellama:70b-instruct-q2_KJuliaExpertCoTTask9.18.425.50.070.02.8
magicoderJuliaExpertCoTTask16.215.144.737.558.02.8
orca2:13bInJulia11.410.531.325.057.02.7
codellama:70b-instruct-q4KMInJulia16.514.743.950.070.02.7
codellama:70b-instruct-q2_KInJulia13.010.934.625.070.02.7
solar:10.7b-instruct-v1-q4KMInJulia17.415.743.950.057.02.5
stablelm-zephyrJuliaExpertAsk6.36.615.60.057.02.5
mistral:7b-instruct-v0.2-q4KMJuliaExpertCoTTask16.415.940.550.070.02.5
codellama:70b-instruct-q2_KJuliaRecapCoTTask12.39.730.00.070.02.4
codellama:13b-instructJuliaRecapTask21.920.653.050.058.02.4
gemma:7b-instruct-q6_KJuliaExpertAsk10.56.225.325.070.02.4
dolphin-phi:2.7b-v2.6-q6_KJuliaExpertAsk6.86.316.10.056.02.4
openchat:7b-v3.5-1210-q4KMJuliaExpertCoTTask18.217.943.150.055.02.4
codellama:70b-instruct-q4KMJuliaRecapTask17.914.142.437.570.02.4
phind-codellama:34b-v2JuliaExpertAsk29.527.768.166.757.02.3
codellama:13b-instructJuliaRecapCoTTask21.720.848.550.058.02.2
codellama:13b-instructJuliaExpertCoTTask20.019.344.550.058.02.2
mistral:7b-instruct-v0.2-q6_KInJulia19.417.143.250.042.02.2
starling-lm:latestJuliaExpertCoTTask16.616.236.850.058.02.2
codellama:70b-instruct-q2_KJuliaExpertAsk9.88.821.30.070.02.2
mistral:7b-instruct-q4KMJuliaExpertCoTTask16.315.835.025.057.02.1
mistral:7b-instruct-v0.2-q4KMJuliaRecapTask20.518.744.050.070.02.1
codellama:70b-instruct-q4KMJuliaRecapCoTTask16.712.835.20.070.02.1
codellama:70b-instruct-q4KMJuliaExpertCoTTask14.813.330.80.070.02.1
mistral:7b-instruct-v0.2-q4KMJuliaRecapCoTTask18.917.938.550.070.02.0
yi:34b-chatJuliaExpertAsk26.122.852.752.558.02.0
mistral:7b-instruct-v0.2-q6_KJuliaExpertCoTTask23.825.147.550.042.02.0
mistral:7b-instruct-q4KMJuliaRecapTask16.715.933.025.055.02.0
codellama:70b-instruct-q4KMJuliaExpertAsk15.713.329.90.070.01.9
solar:10.7b-instruct-v1-q4KMJuliaRecapCoTTask19.719.136.750.057.01.9
solar:10.7b-instruct-v1-q4KMJuliaRecapTask21.321.038.950.057.01.8
mistral:7b-instruct-v0.2-q6_KJuliaRecapCoTTask26.924.748.250.042.01.8
phind-codellama:34b-v2InJulia33.234.359.061.257.01.8
dolphin-phi:2.7b-v2.6-q6_KJuliaRecapTask9.59.316.30.056.01.7
llama2InJulia15.313.926.425.059.01.7
mistral:7b-instruct-v0.2-q6_KJuliaRecapTask28.327.248.650.042.01.7
mistral:7b-instruct-q4KMJuliaRecapCoTTask18.717.631.550.055.01.7
phind-codellama:34b-v2JuliaRecapCoTTask37.136.959.861.257.01.6
stablelm-zephyrJuliaRecapTask12.18.319.20.057.01.6
stablelm-zephyrInJulia8.56.613.30.057.01.6
phind-codellama:34b-v2JuliaRecapTask41.140.662.061.257.01.5
dolphin-phi:2.7b-v2.6-q6_KJuliaExpertCoTTask8.18.012.20.056.01.5
dolphin-phi:2.7b-v2.6-q6_KJuliaRecapCoTTask9.48.914.10.056.01.5
orca2:13bJuliaExpertAsk11.09.216.50.057.01.5
dolphin-phi:2.7b-v2.6-q6_KInJulia10.69.415.60.056.01.5
stablelm-zephyrJuliaRecapCoTTask11.48.816.50.057.01.4
llama2JuliaExpertCoTTask18.917.327.225.059.01.4
gemma:7b-instruct-q6_KJuliaRecapCoTTask25.725.034.950.070.01.4
phind-codellama:34b-v2JuliaExpertCoTTask44.646.560.166.757.01.3
codellama:13b-pythonJuliaRecapCoTTask9.56.412.40.042.01.3
llama2JuliaRecapCoTTask19.319.225.025.059.01.3
codellama:13b-pythonJuliaExpertAsk10.47.913.30.044.01.3
nous-hermes2:34b-yi-q4KMInJulia52.045.561.860.067.01.2
gemma:7b-instruct-q6_KInJulia19.720.322.625.070.01.1
gemma:7b-instruct-q6_KJuliaRecapTask24.823.626.925.070.01.1
phi:2.7b-chat-v2-q6_KJuliaExpertCoTTask9.35.79.90.055.01.1
stablelm-zephyrJuliaExpertCoTTask11.49.612.20.057.01.1
nous-hermes2:34b-yi-q4KMJuliaExpertAsk35.932.937.450.067.01.0
codellama:13b-pythonJuliaExpertCoTTask12.812.913.30.043.01.0
llama2JuliaRecapTask22.122.222.40.059.01.0
orca2:13bJuliaExpertCoTTask23.923.124.20.057.01.0
yi:34b-chatJuliaRecapTask50.848.847.650.058.00.9
yi:34b-chatJuliaExpertCoTTask42.140.639.225.058.00.9
yi:34b-chatJuliaRecapCoTTask49.545.644.050.057.00.9
solar:10.7b-instruct-v1-q4KMJuliaExpertCoTTask22.522.419.70.058.00.9
yi:34b-chatInJulia51.148.644.550.058.00.9
codellama:13b-pythonJuliaRecapTask16.310.913.90.043.00.9
nous-hermes2:34b-yi-q4KMJuliaRecapTask67.661.956.650.065.00.8
gemma:7b-instruct-q6_KJuliaExpertCoTTask23.823.319.925.070.00.8
phi:2.7b-chat-v2-q6_KJuliaRecapCoTTask12.110.89.90.055.00.8
codellama:13b-pythonInJulia13.712.511.00.044.00.8
orca2:13bJuliaRecapCoTTask26.725.421.50.057.00.8
phi:2.7b-chat-v2-q6_KJuliaRecapTask13.612.910.80.055.00.8
orca2:13bJuliaRecapTask27.524.821.90.057.00.8
nous-hermes2:34b-yi-q4KMJuliaRecapCoTTask58.560.046.150.065.00.8
nous-hermes2:34b-yi-q4KMJuliaExpertCoTTask70.465.551.455.067.00.7
phi:2.7b-chat-v2-q6_KJuliaExpertAsk14.613.48.10.055.00.6
phi:2.7b-chat-v2-q6_KInJulia15.717.86.00.055.00.4

This page was generated using Literate.jl.

diff --git a/dev/examples/summarize_results_paid/index.html b/dev/examples/summarize_results_paid/index.html index b17f1acbee..60cc8c9476 100644 --- a/dev/examples/summarize_results_paid/index.html +++ b/dev/examples/summarize_results_paid/index.html @@ -1,5 +1,5 @@ -Paid APIs · JuliaLLMLeaderboard.jl
GitHub

Results for Paid LLM APIs

The below captures the performance of 3 models from two commercial LLM APIs: OpenAI (GPT-3.5 Turbo, GPT-4, ...) and MistralAI (tiny, small, medium).

There are many other providers, but OpenAI is the most commonly used. MistralAI commercial API has launched recently and has a very good relationship with the Open-Source community, so we've added it as a challenger to compare OpenAI's cost effectiveness ("cost per point", ie, how many cents would you pay for 1pt in this benchmark)

Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.

# Imports
+Paid APIs · JuliaLLMLeaderboard.jl
GitHub
Results for Paid LLM APIs
The below captures the performance of 3 models from two commercial LLM APIs: OpenAI (GPT-3.5 Turbo, GPT-4, ...) and MistralAI (tiny, small, medium).
There are many other providers, but OpenAI is the most commonly used. MistralAI commercial API has launched recently and has a very good relationship with the Open-Source community, so we've added it as a challenger to compare OpenAI's cost effectiveness ("cost per point", ie, how many cents would you pay for 1pt in this benchmark)
Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.
# Imports
 using JuliaLLMLeaderboard
 using CairoMakie, AlgebraOfGraphics
 using MarkdownTables, DataFramesMeta
@@ -16,6 +16,8 @@
     "gpt-4-0125-preview",
     "gpt-4-turbo-2024-04-09",
     "gpt-4o-2024-05-13",
+    "gpt-4o-mini-2024-07-18",
+    "gpt-4o-2024-08-06",
     "mistral-tiny",
     "mistral-small",
     "mistral-medium",
@@ -26,10 +28,13 @@
     "claude-3-opus-20240229",
     "claude-3-sonnet-20240229",
     "claude-3-haiku-20240307",
+    "claude-3-5-sonnet-20240620",
     "claude-2.1",
     "gemini-1.0-pro-latest",
     "deepseek-chat",
-    "deepseek-coder"
+    "deepseek-coder",
+    "codestral-2405",
+    "mistral-large-2407"
 ];
 PROMPTS = [
     "JuliaExpertCoTTask",
@@ -60,7 +65,7 @@
             title = "Paid APIs Performance"))
 end
 SAVE_PLOTS && save("assets/model-comparison-paid.png", fig)
-fig
Table:
output = @chain df begin
+fig
Table:
output = @chain df begin
     @by [:model] begin
         :cost = mean(:cost)
         :elapsed = mean(:elapsed_seconds)
@@ -78,7 +83,7 @@
     rename(_, names(_) .|> unscrub_string)
 end
 # markdown_table(output, String) |> clipboard
-markdown_table(output)
ModelElapsedScoreScore Std DeviationCount Zero ScoreCount Full ScoreCost Cents
claude-3-opus-2024022920.383.219.623293.9
claude-3-sonnet-202402298.778.826.2223080.73
gpt-4-turbo-2024-04-0910.875.329.6382901.38
claude-3-haiku-202403074.074.927.292610.05
gpt-4-0125-preview30.374.430.3392841.29
gpt-4-1106-preview22.474.429.9191421.21
gpt-4o-2024-05-134.372.929.1292570.0
deepseek-coder13.071.632.6391150.01
mistral-large-24028.571.627.2132230.0
deepseek-chat17.971.332.9301400.01
claude-2.110.167.930.8472290.8
gpt-3.5-turbo-01251.261.736.61251920.03
mistral-medium18.160.833.222900.41
mistral-small5.960.130.227760.09
mistral-small-24025.359.929.4311690.0
gpt-3.5-turbo-11062.158.439.282970.04
mistral-tiny4.646.932.075420.02
gpt-3.5-turbo3.642.338.2132540.04
gemini-1.0-pro-latest4.234.827.4181250.0
While the victory of GPT-4 is not surprising, note that the our sample size is small and the standard deviation is quite high.
Overview by Prompt Template
Bar chart with all paid models and various prompt templates
fig = @chain df begin
+markdown_table(output)
ModelElapsedScoreScore Std DeviationCount Zero ScoreCount Full ScoreCost Cents
claude-3-5-sonnet-202406206.385.821.1133550.73
claude-3-opus-2024022920.383.219.623293.9
claude-3-sonnet-202402298.778.826.2223080.73
gpt-4o-2024-08-064.676.627.9263100.0
codestral-24051.976.329.3332760.0
gpt-4-turbo-2024-04-0910.875.329.6382901.38
claude-3-haiku-202403074.074.927.292610.05
gpt-4-0125-preview30.374.430.3392841.29
gpt-4-1106-preview22.474.429.9191421.21
gpt-4o-mini-2024-07-185.174.029.4322760.03
mistral-large-240711.373.629.5151370.49
gpt-4o-2024-05-134.372.929.1292570.0
deepseek-coder13.071.632.6391150.01
mistral-large-24028.571.627.2132230.0
deepseek-chat17.971.332.9301400.01
claude-2.110.167.930.8472290.8
gpt-3.5-turbo-01251.261.736.61251920.03
mistral-medium18.160.833.222900.41
mistral-small5.960.130.227760.09
mistral-small-24025.359.929.4311690.0
gpt-3.5-turbo-11062.158.439.282970.04
mistral-tiny4.646.932.075420.02
gpt-3.5-turbo3.642.338.2132540.04
gemini-1.0-pro-latest4.234.827.4181250.0
While the victory of GPT-4 is not surprising, note that the our sample size is small and the standard deviation is quite high.
Overview by Prompt Template
Bar chart with all paid models and various prompt templates
fig = @chain df begin
     @by [:model, :prompt_label] begin
         :cost = mean(:cost)
         :elapsed = mean(:elapsed_seconds)
@@ -98,7 +103,7 @@
         axis = (xticklabelrotation = 45, title = "Comparison for Paid APIs"))
 end
 SAVE_PLOTS && save("assets/model-prompt-comparison-paid.png", fig)
-fig
Table:
  • Surprised by the low performance of some models (eg, GPT 3.5 Turbo) on the CoT prompts? It's because the model accidentally sends a "stop" token before it writes the code.
output = @chain df begin
+fig
Table:
  • Surprised by the low performance of some models (eg, GPT 3.5 Turbo) on the CoT prompts? It's because the model accidentally sends a "stop" token before it writes the code.
output = @chain df begin
     @by [:model, :prompt_label] begin
         :cost = mean(:cost)
         :elapsed = mean(:elapsed_seconds)
@@ -111,7 +116,7 @@
     @orderby -:AverageScore
 end
 # markdown_table(output, String) |> clipboard
-markdown_table(output)
modelInJuliaJuliaExpertAskJuliaExpertCoTTaskJuliaRecapCoTTaskJuliaRecapTaskAverageScore
claude-3-opus-2024022984.184.085.181.681.283.2
claude-3-sonnet-2024022980.979.080.375.678.278.8
gpt-4-turbo-2024-04-0976.578.575.673.472.375.3
claude-3-haiku-2024030775.175.064.179.181.374.9
gpt-4-0125-preview72.777.572.475.074.674.4
gpt-4-1106-preview74.979.171.872.473.674.4
gpt-4o-2024-05-1371.275.780.667.969.272.9
deepseek-coder81.169.956.871.978.171.6
mistral-large-240267.971.171.074.273.671.6
deepseek-chat76.456.475.372.575.571.2
claude-2.164.365.472.269.268.467.9
gpt-3.5-turbo-012573.074.764.729.366.961.7
mistral-medium63.160.563.455.961.260.8
mistral-small67.361.459.956.155.960.1
mistral-small-240261.763.062.156.655.959.9
gpt-3.5-turbo-110674.673.673.415.455.058.4
mistral-tiny51.744.341.150.547.247.0
gpt-3.5-turbo73.160.932.826.218.442.3
gemini-1.0-pro-latest36.038.635.230.833.334.8
Other Considerations
Comparison of Cost vs Average Score
fig = @chain df begin
+markdown_table(output)
modelInJuliaJuliaExpertAskJuliaExpertCoTTaskJuliaRecapCoTTaskJuliaRecapTaskAverageScore
claude-3-5-sonnet-2024062087.784.286.184.586.585.8
claude-3-opus-2024022984.184.085.181.681.283.2
claude-3-sonnet-2024022980.979.080.375.678.278.8
gpt-4o-2024-08-0674.879.682.374.072.676.6
codestral-240578.578.074.277.872.776.3
gpt-4-turbo-2024-04-0976.578.575.673.472.375.3
claude-3-haiku-2024030775.175.064.179.181.374.9
gpt-4-0125-preview72.777.572.475.074.674.4
gpt-4-1106-preview74.979.171.872.473.674.4
gpt-4o-mini-2024-07-1873.076.673.974.172.574.0
mistral-large-240769.978.777.372.170.073.6
gpt-4o-2024-05-1371.275.780.667.969.272.9
deepseek-coder81.169.956.871.978.171.6
mistral-large-240267.971.171.074.273.671.6
deepseek-chat76.456.475.372.575.571.2
claude-2.164.365.472.269.268.467.9
gpt-3.5-turbo-012573.074.764.729.366.961.7
mistral-medium63.160.563.455.961.260.8
mistral-small67.361.459.956.155.960.1
mistral-small-240261.763.062.156.655.959.9
gpt-3.5-turbo-110674.673.673.415.455.058.4
mistral-tiny51.744.341.150.547.247.0
gpt-3.5-turbo73.160.932.826.218.442.3
gemini-1.0-pro-latest36.038.635.230.833.334.8
Other Considerations
Comparison of Cost vs Average Score
fig = @chain df begin
     @by [:model, :prompt_label] begin
         :cost = mean(:cost)
         :elapsed = mean(:elapsed_seconds)
@@ -127,7 +132,7 @@
             title = "Cost vs Score for Paid APIs"))
 end
 SAVE_PLOTS && save("assets/cost-vs-score-scatter-paid.png", fig)
-fig
Table:
  • Point per cent is the average score divided by the average cost in US cents
output = @chain df begin
+fig
Table:
  • Point per cent is the average score divided by the average cost in US cents
output = @chain df begin
     @by [:model, :prompt_label] begin
         :cost = mean(:cost)
         :elapsed = mean(:elapsed_seconds)
@@ -146,7 +151,7 @@
     rename(_, names(_) .|> unscrub_string)
 end
 # markdown_table(output, String) |> clipboard
-markdown_table(output)
ModelPrompt LabelElapsedScore AvgScore MedianCntPoint Per CentCost Cents
gemini-1.0-pro-latestInJulia4.136.025.0140.0Inf0.0
gemini-1.0-pro-latestJuliaExpertAsk3.938.650.0140.0Inf0.0
gemini-1.0-pro-latestJuliaExpertCoTTask4.035.225.0140.0Inf0.0
gemini-1.0-pro-latestJuliaRecapCoTTask4.830.825.0140.0Inf0.0
gemini-1.0-pro-latestJuliaRecapTask4.333.325.0140.0Inf0.0
gpt-4o-2024-05-13InJulia4.271.285.0140.0Inf0.0
gpt-4o-2024-05-13JuliaExpertAsk1.675.786.7140.0Inf0.0
gpt-4o-2024-05-13JuliaExpertCoTTask4.380.690.0140.0Inf0.0
gpt-4o-2024-05-13JuliaRecapCoTTask5.567.964.6140.0Inf0.0
gpt-4o-2024-05-13JuliaRecapTask5.869.273.8140.0Inf0.0
mistral-large-2402InJulia7.567.962.5140.0Inf0.0
mistral-large-2402JuliaExpertAsk5.371.180.0140.0Inf0.0
mistral-large-2402JuliaExpertCoTTask8.671.080.0140.0Inf0.0
mistral-large-2402JuliaRecapCoTTask10.874.283.3140.0Inf0.0
mistral-large-2402JuliaRecapTask10.573.690.0140.0Inf0.0
mistral-small-2402InJulia4.461.750.0140.0Inf0.0
mistral-small-2402JuliaExpertAsk3.663.061.2140.0Inf0.0
mistral-small-2402JuliaExpertCoTTask4.662.161.9140.0Inf0.0
mistral-small-2402JuliaRecapCoTTask8.256.650.0140.0Inf0.0
mistral-small-2402JuliaRecapTask5.855.950.0140.0Inf0.0
deepseek-chatInJulia18.376.487.170.08337.90.01
deepseek-coderInJulia14.581.186.770.08030.00.01
deepseek-coderJuliaExpertAsk13.169.983.370.07075.80.01
deepseek-chatJuliaExpertCoTTask18.375.390.075.06902.30.01
deepseek-chatJuliaExpertAsk17.156.475.070.06179.20.01
deepseek-chatJuliaRecapTask16.975.588.870.05938.20.01
deepseek-coderJuliaRecapTask12.678.183.370.05708.30.01
deepseek-coderJuliaRecapCoTTask12.771.990.070.05282.50.01
deepseek-chatJuliaRecapCoTTask18.972.575.070.05271.40.01
deepseek-coderJuliaExpertCoTTask12.056.867.570.05182.20.01
mistral-tinyJuliaExpertAsk2.444.350.070.04333.30.01
gpt-3.5-turbo-0125JuliaExpertAsk0.974.780.0140.04119.00.02
mistral-tinyInJulia3.851.750.068.02869.40.02
gpt-3.5-turbo-1106JuliaExpertAsk1.673.680.070.02747.90.03
gpt-3.5-turbo-0125InJulia1.673.080.0140.02276.80.03
gpt-3.5-turboJuliaExpertAsk3.160.960.070.02177.50.03
gpt-3.5-turbo-0125JuliaExpertCoTTask1.264.782.3140.02168.80.03
claude-3-haiku-20240307JuliaExpertAsk2.875.080.0140.02084.80.04
mistral-tinyJuliaExpertCoTTask6.641.150.070.02040.50.02
mistral-tinyJuliaRecapCoTTask4.950.550.070.01957.10.03
gpt-3.5-turbo-0125JuliaRecapTask1.266.975.0140.01916.10.03
gpt-3.5-turbo-1106JuliaExpertCoTTask1.973.495.069.01873.10.04
mistral-tinyJuliaRecapTask5.147.250.070.01783.80.03
gpt-3.5-turbo-1106InJulia2.974.683.370.01672.10.04
gpt-3.5-turboInJulia5.073.167.570.01633.30.04
claude-3-haiku-20240307JuliaRecapCoTTask4.279.190.0140.01349.70.06
claude-3-haiku-20240307InJulia4.275.185.8140.01338.20.06
claude-3-haiku-20240307JuliaRecapTask4.481.395.0140.01296.30.06
claude-3-haiku-20240307JuliaExpertCoTTask4.264.162.5140.01110.50.06
mistral-smallJuliaExpertAsk3.761.452.570.01078.70.06
gpt-3.5-turbo-1106JuliaRecapTask1.955.062.569.01028.10.05
gpt-3.5-turboJuliaExpertCoTTask3.132.80.070.01010.40.03
mistral-smallInJulia5.367.360.070.0890.80.08
gpt-3.5-turbo-0125JuliaRecapCoTTask1.229.30.0140.0850.80.03
mistral-smallJuliaExpertCoTTask5.359.955.070.0706.00.08
gpt-3.5-turboJuliaRecapCoTTask3.626.20.070.0585.40.04
mistral-smallJuliaRecapCoTTask7.656.157.570.0460.00.12
mistral-smallJuliaRecapTask7.755.955.070.0436.20.13
gpt-3.5-turboJuliaRecapTask3.418.40.070.0423.50.04
gpt-3.5-turbo-1106JuliaRecapCoTTask2.015.40.070.0274.40.06
mistral-mediumJuliaExpertAsk12.360.555.070.0230.30.26
mistral-mediumInJulia14.863.160.070.0187.60.34
gpt-4-0125-previewJuliaExpertAsk10.877.586.7140.0157.70.49
claude-3-sonnet-20240229JuliaExpertAsk6.379.090.0140.0149.70.53
mistral-mediumJuliaExpertCoTTask20.063.462.570.0146.80.43
claude-3-sonnet-20240229JuliaExpertCoTTask7.280.395.0140.0129.20.62
gpt-4-1106-previewJuliaExpertAsk10.979.190.870.0125.20.63
mistral-mediumJuliaRecapTask20.261.265.070.0116.00.53
mistral-mediumJuliaRecapCoTTask23.355.950.070.0110.90.5
claude-2.1InJulia9.364.360.0140.098.60.65
claude-3-sonnet-20240229JuliaRecapCoTTask9.475.687.5140.098.50.77
claude-3-sonnet-20240229InJulia10.080.995.0140.095.80.84
claude-2.1JuliaExpertAsk9.665.471.2140.093.80.7
gpt-4-turbo-2024-04-09JuliaExpertAsk7.078.586.7140.093.50.84
claude-3-sonnet-20240229JuliaRecapTask10.678.290.0140.086.10.91
claude-2.1JuliaExpertCoTTask10.672.275.0140.082.80.87
claude-2.1JuliaRecapCoTTask10.669.275.0140.078.30.88
claude-2.1JuliaRecapTask10.668.475.0140.076.30.9
gpt-4-1106-previewJuliaExpertCoTTask21.771.892.570.063.91.12
gpt-4-0125-previewJuliaExpertCoTTask28.572.495.0140.060.21.2
gpt-4-1106-previewInJulia27.474.986.770.057.91.29
gpt-4-turbo-2024-04-09JuliaExpertCoTTask10.575.695.0140.056.51.34
gpt-4-0125-previewInJulia34.472.786.7140.052.21.39
gpt-4-turbo-2024-04-09InJulia13.076.586.7140.051.41.49
gpt-4-1106-previewJuliaRecapCoTTask25.072.485.670.048.91.48
gpt-4-1106-previewJuliaRecapTask26.973.677.570.047.91.54
gpt-4-turbo-2024-04-09JuliaRecapCoTTask11.873.488.8140.045.61.61
gpt-4-0125-previewJuliaRecapCoTTask37.275.090.0140.044.61.68
gpt-4-turbo-2024-04-09JuliaRecapTask11.572.390.0140.044.51.63
gpt-4-0125-previewJuliaRecapTask40.874.690.0140.043.71.71
claude-3-opus-20240229JuliaExpertAsk17.484.090.0140.024.63.41
claude-3-opus-20240229JuliaExpertCoTTask17.685.1100.0140.024.33.5
claude-3-opus-20240229JuliaRecapCoTTask21.781.688.8140.020.93.9
claude-3-opus-20240229JuliaRecapTask22.881.290.0140.019.34.21
claude-3-opus-20240229InJulia22.184.1100.0140.018.94.46
Comparison of Time-to-generate vs Average Score
fig = @chain df begin
+markdown_table(output)
ModelPrompt LabelElapsedScore AvgScore MedianCntPoint Per CentCost Cents
codestral-2405InJulia2.078.592.5140.0Inf0.0
codestral-2405JuliaExpertAsk1.678.095.0140.0Inf0.0
codestral-2405JuliaExpertCoTTask1.874.295.0140.0Inf0.0
codestral-2405JuliaRecapCoTTask2.277.890.8140.0Inf0.0
codestral-2405JuliaRecapTask2.272.790.0139.0Inf0.0
gemini-1.0-pro-latestInJulia4.136.025.0140.0Inf0.0
gemini-1.0-pro-latestJuliaExpertAsk3.938.650.0140.0Inf0.0
gemini-1.0-pro-latestJuliaExpertCoTTask4.035.225.0140.0Inf0.0
gemini-1.0-pro-latestJuliaRecapCoTTask4.830.825.0140.0Inf0.0
gemini-1.0-pro-latestJuliaRecapTask4.333.325.0140.0Inf0.0
gpt-4o-2024-05-13InJulia4.271.285.0140.0Inf0.0
gpt-4o-2024-05-13JuliaExpertAsk1.675.786.7140.0Inf0.0
gpt-4o-2024-05-13JuliaExpertCoTTask4.380.690.0140.0Inf0.0
gpt-4o-2024-05-13JuliaRecapCoTTask5.567.964.6140.0Inf0.0
gpt-4o-2024-05-13JuliaRecapTask5.869.273.8140.0Inf0.0
gpt-4o-2024-08-06InJulia4.974.886.7140.0Inf0.0
gpt-4o-2024-08-06JuliaExpertAsk2.179.690.0140.0Inf0.0
gpt-4o-2024-08-06JuliaExpertCoTTask4.282.3100.0140.0Inf0.0
gpt-4o-2024-08-06JuliaRecapCoTTask5.474.075.0140.0Inf0.0
gpt-4o-2024-08-06JuliaRecapTask6.372.675.0139.0Inf0.0
mistral-large-2402InJulia7.567.962.5140.0Inf0.0
mistral-large-2402JuliaExpertAsk5.371.180.0140.0Inf0.0
mistral-large-2402JuliaExpertCoTTask8.671.080.0140.0Inf0.0
mistral-large-2402JuliaRecapCoTTask10.874.283.3140.0Inf0.0
mistral-large-2402JuliaRecapTask10.573.690.0140.0Inf0.0
mistral-small-2402InJulia4.461.750.0140.0Inf0.0
mistral-small-2402JuliaExpertAsk3.663.061.2140.0Inf0.0
mistral-small-2402JuliaExpertCoTTask4.662.161.9140.0Inf0.0
mistral-small-2402JuliaRecapCoTTask8.256.650.0140.0Inf0.0
mistral-small-2402JuliaRecapTask5.855.950.0140.0Inf0.0
deepseek-chatInJulia18.376.487.170.08337.90.01
deepseek-coderInJulia14.581.186.770.08030.00.01
deepseek-coderJuliaExpertAsk13.169.983.370.07075.80.01
deepseek-chatJuliaExpertCoTTask18.375.390.075.06902.30.01
deepseek-chatJuliaExpertAsk17.156.475.070.06179.20.01
gpt-4o-mini-2024-07-18JuliaExpertAsk2.676.685.8140.06150.90.01
deepseek-chatJuliaRecapTask16.975.588.870.05938.20.01
deepseek-coderJuliaRecapTask12.678.183.370.05708.30.01
deepseek-coderJuliaRecapCoTTask12.771.990.070.05282.50.01
deepseek-chatJuliaRecapCoTTask18.972.575.070.05271.40.01
deepseek-coderJuliaExpertCoTTask12.056.867.570.05182.20.01
mistral-tinyJuliaExpertAsk2.444.350.070.04333.30.01
gpt-3.5-turbo-0125JuliaExpertAsk0.974.780.0140.04119.00.02
mistral-tinyInJulia3.851.750.068.02869.40.02
gpt-4o-mini-2024-07-18InJulia5.373.086.7140.02804.80.03
gpt-3.5-turbo-1106JuliaExpertAsk1.673.680.070.02747.90.03
gpt-4o-mini-2024-07-18JuliaExpertCoTTask5.173.990.0140.02732.40.03
gpt-3.5-turbo-0125InJulia1.673.080.0140.02276.80.03
gpt-4o-mini-2024-07-18JuliaRecapCoTTask6.074.180.0140.02214.90.03
gpt-3.5-turboJuliaExpertAsk3.160.960.070.02177.50.03
gpt-3.5-turbo-0125JuliaExpertCoTTask1.264.782.3140.02168.80.03
gpt-4o-mini-2024-07-18JuliaRecapTask6.372.585.0140.02168.20.03
claude-3-haiku-20240307JuliaExpertAsk2.875.080.0140.02084.80.04
mistral-tinyJuliaExpertCoTTask6.641.150.070.02040.50.02
mistral-tinyJuliaRecapCoTTask4.950.550.070.01957.10.03
gpt-3.5-turbo-0125JuliaRecapTask1.266.975.0140.01916.10.03
gpt-3.5-turbo-1106JuliaExpertCoTTask1.973.495.069.01873.10.04
mistral-tinyJuliaRecapTask5.147.250.070.01783.80.03
gpt-3.5-turbo-1106InJulia2.974.683.370.01672.10.04
gpt-3.5-turboInJulia5.073.167.570.01633.30.04
claude-3-haiku-20240307JuliaRecapCoTTask4.279.190.0140.01349.70.06
claude-3-haiku-20240307InJulia4.275.185.8140.01338.20.06
claude-3-haiku-20240307JuliaRecapTask4.481.395.0140.01296.30.06
claude-3-haiku-20240307JuliaExpertCoTTask4.264.162.5140.01110.50.06
mistral-smallJuliaExpertAsk3.761.452.570.01078.70.06
gpt-3.5-turbo-1106JuliaRecapTask1.955.062.569.01028.10.05
gpt-3.5-turboJuliaExpertCoTTask3.132.80.070.01010.40.03
mistral-smallInJulia5.367.360.070.0890.80.08
gpt-3.5-turbo-0125JuliaRecapCoTTask1.229.30.0140.0850.80.03
mistral-smallJuliaExpertCoTTask5.359.955.070.0706.00.08
gpt-3.5-turboJuliaRecapCoTTask3.626.20.070.0585.40.04
mistral-large-2407JuliaExpertAsk3.778.781.270.0469.30.17
mistral-smallJuliaRecapCoTTask7.656.157.570.0460.00.12
mistral-smallJuliaRecapTask7.755.955.070.0436.20.13
gpt-3.5-turboJuliaRecapTask3.418.40.070.0423.50.04
gpt-3.5-turbo-1106JuliaRecapCoTTask2.015.40.070.0274.40.06
claude-3-5-sonnet-20240620JuliaExpertAsk3.184.2100.0140.0262.20.32
mistral-mediumJuliaExpertAsk12.360.555.070.0230.30.26
mistral-mediumInJulia14.863.160.070.0187.60.34
mistral-large-2407JuliaExpertCoTTask9.277.386.770.0183.00.42
mistral-large-2407InJulia10.869.978.170.0165.30.42
gpt-4-0125-previewJuliaExpertAsk10.877.586.7140.0157.70.49
claude-3-sonnet-20240229JuliaExpertAsk6.379.090.0140.0149.70.53
mistral-mediumJuliaExpertCoTTask20.063.462.570.0146.80.43
claude-3-sonnet-20240229JuliaExpertCoTTask7.280.395.0140.0129.20.62
claude-3-5-sonnet-20240620JuliaExpertCoTTask5.886.1100.0139.0128.40.67
gpt-4-1106-previewJuliaExpertAsk10.979.190.870.0125.20.63
mistral-mediumJuliaRecapTask20.261.265.070.0116.00.53
claude-3-5-sonnet-20240620InJulia6.987.7100.0140.0111.00.79
mistral-mediumJuliaRecapCoTTask23.355.950.070.0110.90.5
claude-2.1InJulia9.364.360.0140.098.60.65
claude-3-sonnet-20240229JuliaRecapCoTTask9.475.687.5140.098.50.77
mistral-large-2407JuliaRecapCoTTask16.572.190.070.097.90.74
mistral-large-2407JuliaRecapTask16.270.087.570.097.70.72
claude-3-sonnet-20240229InJulia10.080.995.0140.095.80.84
claude-3-5-sonnet-20240620JuliaRecapTask7.986.5100.0140.094.00.92
claude-2.1JuliaExpertAsk9.665.471.2140.093.80.7
gpt-4-turbo-2024-04-09JuliaExpertAsk7.078.586.7140.093.50.84
claude-3-5-sonnet-20240620JuliaRecapCoTTask8.084.592.5140.091.10.93
claude-3-sonnet-20240229JuliaRecapTask10.678.290.0140.086.10.91
claude-2.1JuliaExpertCoTTask10.672.275.0140.082.80.87
claude-2.1JuliaRecapCoTTask10.669.275.0140.078.30.88
claude-2.1JuliaRecapTask10.668.475.0140.076.30.9
gpt-4-1106-previewJuliaExpertCoTTask21.771.892.570.063.91.12
gpt-4-0125-previewJuliaExpertCoTTask28.572.495.0140.060.21.2
gpt-4-1106-previewInJulia27.474.986.770.057.91.29
gpt-4-turbo-2024-04-09JuliaExpertCoTTask10.575.695.0140.056.51.34
gpt-4-0125-previewInJulia34.472.786.7140.052.21.39
gpt-4-turbo-2024-04-09InJulia13.076.586.7140.051.41.49
gpt-4-1106-previewJuliaRecapCoTTask25.072.485.670.048.91.48
gpt-4-1106-previewJuliaRecapTask26.973.677.570.047.91.54
gpt-4-turbo-2024-04-09JuliaRecapCoTTask11.873.488.8140.045.61.61
gpt-4-0125-previewJuliaRecapCoTTask37.275.090.0140.044.61.68
gpt-4-turbo-2024-04-09JuliaRecapTask11.572.390.0140.044.51.63
gpt-4-0125-previewJuliaRecapTask40.874.690.0140.043.71.71
claude-3-opus-20240229JuliaExpertAsk17.484.090.0140.024.63.41
claude-3-opus-20240229JuliaExpertCoTTask17.685.1100.0140.024.33.5
claude-3-opus-20240229JuliaRecapCoTTask21.781.688.8140.020.93.9
claude-3-opus-20240229JuliaRecapTask22.881.290.0140.019.34.21
claude-3-opus-20240229InJulia22.184.1100.0140.018.94.46
Comparison of Time-to-generate vs Average Score
fig = @chain df begin
     @aside local xlims = quantile(df.elapsed_seconds, [0.01, 0.99])
     @by [:model, :prompt_label] begin
         :elapsed = mean(:elapsed_seconds)
@@ -165,7 +170,7 @@
         palettes = (; color = Makie.ColorSchemes.tab20.colors))
 end
 SAVE_PLOTS && save("assets/elapsed-vs-score-scatter-paid.png", fig)
-fig
Table:
  • Point per second is the average score divided by the average elapsed time
output = @chain df begin
+fig
Table:
  • Point per second is the average score divided by the average elapsed time
output = @chain df begin
     @by [:model, :prompt_label] begin
         :cost = mean(:cost)
         :elapsed = mean(:elapsed_seconds)
@@ -184,7 +189,7 @@
     rename(_, names(_) .|> unscrub_string)
 end
 # markdown_table(output, String) |> clipboard
-markdown_table(output)
ModelPrompt LabelElapsedScore AvgScore MedianCntPoint Per SecondCost Cents
gpt-3.5-turbo-0125JuliaExpertAsk0.974.780.0140.080.00.02
gpt-3.5-turbo-0125JuliaRecapTask1.266.975.0140.057.10.03
gpt-3.5-turbo-0125JuliaExpertCoTTask1.264.782.3140.052.30.03
gpt-4o-2024-05-13JuliaExpertAsk1.675.786.7140.047.80.0
gpt-3.5-turbo-0125InJulia1.673.080.0140.046.90.03
gpt-3.5-turbo-1106JuliaExpertAsk1.673.680.070.045.50.03
gpt-3.5-turbo-1106JuliaExpertCoTTask1.973.495.069.038.90.04
gpt-3.5-turbo-1106JuliaRecapTask1.955.062.569.029.20.05
claude-3-haiku-20240307JuliaExpertAsk2.875.080.0140.026.40.04
gpt-3.5-turbo-1106InJulia2.974.683.370.025.80.04
gpt-3.5-turbo-0125JuliaRecapCoTTask1.229.30.0140.025.40.03
gpt-3.5-turboJuliaExpertAsk3.160.960.070.019.60.03
claude-3-haiku-20240307JuliaRecapCoTTask4.279.190.0140.019.00.06
gpt-4o-2024-05-13JuliaExpertCoTTask4.380.690.0140.018.70.0
mistral-tinyJuliaExpertAsk2.444.350.070.018.70.01
claude-3-haiku-20240307JuliaRecapTask4.481.395.0140.018.40.06
claude-3-haiku-20240307InJulia4.275.185.8140.017.80.06
mistral-small-2402JuliaExpertAsk3.663.061.2140.017.60.0
gpt-4o-2024-05-13InJulia4.271.285.0140.016.90.0
mistral-smallJuliaExpertAsk3.761.452.570.016.50.06
claude-3-haiku-20240307JuliaExpertCoTTask4.264.162.5140.015.40.06
gpt-3.5-turboInJulia5.073.167.570.014.50.04
mistral-small-2402InJulia4.461.750.0140.014.00.0
mistral-tinyInJulia3.851.750.068.013.60.02
mistral-large-2402JuliaExpertAsk5.371.180.0140.013.50.0
mistral-small-2402JuliaExpertCoTTask4.662.161.9140.013.40.0
mistral-smallInJulia5.367.360.070.012.70.08
claude-3-sonnet-20240229JuliaExpertAsk6.379.090.0140.012.50.53
gpt-4o-2024-05-13JuliaRecapCoTTask5.567.964.6140.012.40.0
gpt-4o-2024-05-13JuliaRecapTask5.869.273.8140.011.90.0
mistral-smallJuliaExpertCoTTask5.359.955.070.011.40.08
gpt-4-turbo-2024-04-09JuliaExpertAsk7.078.586.7140.011.20.84
claude-3-sonnet-20240229JuliaExpertCoTTask7.280.395.0140.011.20.62
gpt-3.5-turboJuliaExpertCoTTask3.132.80.070.010.50.03
mistral-tinyJuliaRecapCoTTask4.950.550.070.010.30.03
gemini-1.0-pro-latestJuliaExpertAsk3.938.650.0140.010.00.0
mistral-small-2402JuliaRecapTask5.855.950.0140.09.60.0
mistral-tinyJuliaRecapTask5.147.250.070.09.30.03
mistral-large-2402InJulia7.567.962.5140.09.10.0
gemini-1.0-pro-latestJuliaExpertCoTTask4.035.225.0140.08.80.0
gemini-1.0-pro-latestInJulia4.136.025.0140.08.70.0
mistral-large-2402JuliaExpertCoTTask8.671.080.0140.08.20.0
claude-3-sonnet-20240229InJulia10.080.995.0140.08.10.84
claude-3-sonnet-20240229JuliaRecapCoTTask9.475.687.5140.08.00.77
gemini-1.0-pro-latestJuliaRecapTask4.333.325.0140.07.60.0
gpt-3.5-turbo-1106JuliaRecapCoTTask2.015.40.070.07.60.06
claude-3-sonnet-20240229JuliaRecapTask10.678.290.0140.07.40.91
mistral-smallJuliaRecapCoTTask7.656.157.570.07.40.12
gpt-3.5-turboJuliaRecapCoTTask3.626.20.070.07.40.04
gpt-4-1106-previewJuliaExpertAsk10.979.190.870.07.20.63
mistral-smallJuliaRecapTask7.755.955.070.07.20.13
gpt-4-0125-previewJuliaExpertAsk10.877.586.7140.07.20.49
gpt-4-turbo-2024-04-09JuliaExpertCoTTask10.575.695.0140.07.21.34
mistral-large-2402JuliaRecapTask10.573.690.0140.07.00.0
claude-2.1InJulia9.364.360.0140.06.90.65
mistral-small-2402JuliaRecapCoTTask8.256.650.0140.06.90.0
mistral-large-2402JuliaRecapCoTTask10.874.283.3140.06.90.0
claude-2.1JuliaExpertAsk9.665.471.2140.06.80.7
claude-2.1JuliaExpertCoTTask10.672.275.0140.06.80.87
claude-2.1JuliaRecapCoTTask10.669.275.0140.06.60.88
claude-2.1JuliaRecapTask10.668.475.0140.06.40.9
gemini-1.0-pro-latestJuliaRecapCoTTask4.830.825.0140.06.40.0
gpt-4-turbo-2024-04-09JuliaRecapTask11.572.390.0140.06.31.63
gpt-4-turbo-2024-04-09JuliaRecapCoTTask11.873.488.8140.06.21.61
mistral-tinyJuliaExpertCoTTask6.641.150.070.06.20.02
deepseek-coderJuliaRecapTask12.678.183.370.06.20.01
gpt-4-turbo-2024-04-09InJulia13.076.586.7140.05.91.49
deepseek-coderJuliaRecapCoTTask12.771.990.070.05.60.01
deepseek-coderInJulia14.581.186.770.05.60.01
gpt-3.5-turboJuliaRecapTask3.418.40.070.05.40.04
deepseek-coderJuliaExpertAsk13.169.983.370.05.30.01
mistral-mediumJuliaExpertAsk12.360.555.070.04.90.26
claude-3-opus-20240229JuliaExpertCoTTask17.685.1100.0140.04.83.5
claude-3-opus-20240229JuliaExpertAsk17.484.090.0140.04.83.41
deepseek-coderJuliaExpertCoTTask12.056.867.570.04.70.01
deepseek-chatJuliaRecapTask16.975.588.870.04.50.01
mistral-mediumInJulia14.863.160.070.04.30.34
deepseek-chatInJulia18.376.487.170.04.20.01
deepseek-chatJuliaExpertCoTTask18.375.390.075.04.10.01
deepseek-chatJuliaRecapCoTTask18.972.575.070.03.80.01
claude-3-opus-20240229InJulia22.184.1100.0140.03.84.46
claude-3-opus-20240229JuliaRecapCoTTask21.781.688.8140.03.83.9
claude-3-opus-20240229JuliaRecapTask22.881.290.0140.03.64.21
gpt-4-1106-previewJuliaExpertCoTTask21.771.892.570.03.31.12
deepseek-chatJuliaExpertAsk17.156.475.070.03.30.01
mistral-mediumJuliaExpertCoTTask20.063.462.570.03.20.43
mistral-mediumJuliaRecapTask20.261.265.070.03.00.53
gpt-4-1106-previewJuliaRecapCoTTask25.072.485.670.02.91.48
gpt-4-1106-previewJuliaRecapTask26.973.677.570.02.71.54
gpt-4-1106-previewInJulia27.474.986.770.02.71.29
gpt-4-0125-previewJuliaExpertCoTTask28.572.495.0140.02.51.2
mistral-mediumJuliaRecapCoTTask23.355.950.070.02.40.5
gpt-4-0125-previewInJulia34.472.786.7140.02.11.39
gpt-4-0125-previewJuliaRecapCoTTask37.275.090.0140.02.01.68
gpt-4-0125-previewJuliaRecapTask40.874.690.0140.01.81.71
Test Case Performance
Performance of different models across each test case
output = @chain df begin
+markdown_table(output)
ModelPrompt LabelElapsedScore AvgScore MedianCntPoint Per SecondCost Cents
gpt-3.5-turbo-0125JuliaExpertAsk0.974.780.0140.080.00.02
gpt-3.5-turbo-0125JuliaRecapTask1.266.975.0140.057.10.03
gpt-3.5-turbo-0125JuliaExpertCoTTask1.264.782.3140.052.30.03
codestral-2405JuliaExpertAsk1.678.095.0140.049.80.0
gpt-4o-2024-05-13JuliaExpertAsk1.675.786.7140.047.80.0
gpt-3.5-turbo-0125InJulia1.673.080.0140.046.90.03
gpt-3.5-turbo-1106JuliaExpertAsk1.673.680.070.045.50.03
codestral-2405JuliaExpertCoTTask1.874.295.0140.041.80.0
codestral-2405InJulia2.078.592.5140.039.20.0
gpt-3.5-turbo-1106JuliaExpertCoTTask1.973.495.069.038.90.04
gpt-4o-2024-08-06JuliaExpertAsk2.179.690.0140.037.70.0
codestral-2405JuliaRecapCoTTask2.277.890.8140.035.80.0
codestral-2405JuliaRecapTask2.272.790.0139.033.30.0
gpt-4o-mini-2024-07-18JuliaExpertAsk2.676.685.8140.029.50.01
gpt-3.5-turbo-1106JuliaRecapTask1.955.062.569.029.20.05
claude-3-5-sonnet-20240620JuliaExpertAsk3.184.2100.0140.027.20.32
claude-3-haiku-20240307JuliaExpertAsk2.875.080.0140.026.40.04
gpt-3.5-turbo-1106InJulia2.974.683.370.025.80.04
gpt-3.5-turbo-0125JuliaRecapCoTTask1.229.30.0140.025.40.03
mistral-large-2407JuliaExpertAsk3.778.781.270.021.00.17
gpt-3.5-turboJuliaExpertAsk3.160.960.070.019.60.03
gpt-4o-2024-08-06JuliaExpertCoTTask4.282.3100.0140.019.50.0
claude-3-haiku-20240307JuliaRecapCoTTask4.279.190.0140.019.00.06
gpt-4o-2024-05-13JuliaExpertCoTTask4.380.690.0140.018.70.0
mistral-tinyJuliaExpertAsk2.444.350.070.018.70.01
claude-3-haiku-20240307JuliaRecapTask4.481.395.0140.018.40.06
claude-3-haiku-20240307InJulia4.275.185.8140.017.80.06
mistral-small-2402JuliaExpertAsk3.663.061.2140.017.60.0
gpt-4o-2024-05-13InJulia4.271.285.0140.016.90.0
mistral-smallJuliaExpertAsk3.761.452.570.016.50.06
gpt-4o-2024-08-06InJulia4.974.886.7140.015.40.0
claude-3-haiku-20240307JuliaExpertCoTTask4.264.162.5140.015.40.06
claude-3-5-sonnet-20240620JuliaExpertCoTTask5.886.1100.0139.014.70.67
gpt-4o-mini-2024-07-18JuliaExpertCoTTask5.173.990.0140.014.50.03
gpt-3.5-turboInJulia5.073.167.570.014.50.04
mistral-small-2402InJulia4.461.750.0140.014.00.0
gpt-4o-mini-2024-07-18InJulia5.373.086.7140.013.90.03
gpt-4o-2024-08-06JuliaRecapCoTTask5.474.075.0140.013.60.0
mistral-tinyInJulia3.851.750.068.013.60.02
mistral-large-2402JuliaExpertAsk5.371.180.0140.013.50.0
mistral-small-2402JuliaExpertCoTTask4.662.161.9140.013.40.0
mistral-smallInJulia5.367.360.070.012.70.08
claude-3-5-sonnet-20240620InJulia6.987.7100.0140.012.70.79
claude-3-sonnet-20240229JuliaExpertAsk6.379.090.0140.012.50.53
gpt-4o-2024-05-13JuliaRecapCoTTask5.567.964.6140.012.40.0
gpt-4o-mini-2024-07-18JuliaRecapCoTTask6.074.180.0140.012.30.03
gpt-4o-2024-05-13JuliaRecapTask5.869.273.8140.011.90.0
gpt-4o-2024-08-06JuliaRecapTask6.372.675.0139.011.60.0
gpt-4o-mini-2024-07-18JuliaRecapTask6.372.585.0140.011.50.03
mistral-smallJuliaExpertCoTTask5.359.955.070.011.40.08
gpt-4-turbo-2024-04-09JuliaExpertAsk7.078.586.7140.011.20.84
claude-3-sonnet-20240229JuliaExpertCoTTask7.280.395.0140.011.20.62
claude-3-5-sonnet-20240620JuliaRecapTask7.986.5100.0140.011.00.92
claude-3-5-sonnet-20240620JuliaRecapCoTTask8.084.592.5140.010.50.93
gpt-3.5-turboJuliaExpertCoTTask3.132.80.070.010.50.03
mistral-tinyJuliaRecapCoTTask4.950.550.070.010.30.03
gemini-1.0-pro-latestJuliaExpertAsk3.938.650.0140.010.00.0
mistral-small-2402JuliaRecapTask5.855.950.0140.09.60.0
mistral-tinyJuliaRecapTask5.147.250.070.09.30.03
mistral-large-2402InJulia7.567.962.5140.09.10.0
gemini-1.0-pro-latestJuliaExpertCoTTask4.035.225.0140.08.80.0
gemini-1.0-pro-latestInJulia4.136.025.0140.08.70.0
mistral-large-2407JuliaExpertCoTTask9.277.386.770.08.40.42
mistral-large-2402JuliaExpertCoTTask8.671.080.0140.08.20.0
claude-3-sonnet-20240229InJulia10.080.995.0140.08.10.84
claude-3-sonnet-20240229JuliaRecapCoTTask9.475.687.5140.08.00.77
gemini-1.0-pro-latestJuliaRecapTask4.333.325.0140.07.60.0
gpt-3.5-turbo-1106JuliaRecapCoTTask2.015.40.070.07.60.06
claude-3-sonnet-20240229JuliaRecapTask10.678.290.0140.07.40.91
mistral-smallJuliaRecapCoTTask7.656.157.570.07.40.12
gpt-3.5-turboJuliaRecapCoTTask3.626.20.070.07.40.04
gpt-4-1106-previewJuliaExpertAsk10.979.190.870.07.20.63
mistral-smallJuliaRecapTask7.755.955.070.07.20.13
gpt-4-0125-previewJuliaExpertAsk10.877.586.7140.07.20.49
gpt-4-turbo-2024-04-09JuliaExpertCoTTask10.575.695.0140.07.21.34
mistral-large-2402JuliaRecapTask10.573.690.0140.07.00.0
claude-2.1InJulia9.364.360.0140.06.90.65
mistral-small-2402JuliaRecapCoTTask8.256.650.0140.06.90.0
mistral-large-2402JuliaRecapCoTTask10.874.283.3140.06.90.0
claude-2.1JuliaExpertAsk9.665.471.2140.06.80.7
claude-2.1JuliaExpertCoTTask10.672.275.0140.06.80.87
claude-2.1JuliaRecapCoTTask10.669.275.0140.06.60.88
mistral-large-2407InJulia10.869.978.170.06.50.42
claude-2.1JuliaRecapTask10.668.475.0140.06.40.9
gemini-1.0-pro-latestJuliaRecapCoTTask4.830.825.0140.06.40.0
gpt-4-turbo-2024-04-09JuliaRecapTask11.572.390.0140.06.31.63
gpt-4-turbo-2024-04-09JuliaRecapCoTTask11.873.488.8140.06.21.61
mistral-tinyJuliaExpertCoTTask6.641.150.070.06.20.02
deepseek-coderJuliaRecapTask12.678.183.370.06.20.01
gpt-4-turbo-2024-04-09InJulia13.076.586.7140.05.91.49
deepseek-coderJuliaRecapCoTTask12.771.990.070.05.60.01
deepseek-coderInJulia14.581.186.770.05.60.01
gpt-3.5-turboJuliaRecapTask3.418.40.070.05.40.04
deepseek-coderJuliaExpertAsk13.169.983.370.05.30.01
mistral-mediumJuliaExpertAsk12.360.555.070.04.90.26
claude-3-opus-20240229JuliaExpertCoTTask17.685.1100.0140.04.83.5
claude-3-opus-20240229JuliaExpertAsk17.484.090.0140.04.83.41
deepseek-coderJuliaExpertCoTTask12.056.867.570.04.70.01
deepseek-chatJuliaRecapTask16.975.588.870.04.50.01
mistral-large-2407JuliaRecapCoTTask16.572.190.070.04.40.74
mistral-large-2407JuliaRecapTask16.270.087.570.04.30.72
mistral-mediumInJulia14.863.160.070.04.30.34
deepseek-chatInJulia18.376.487.170.04.20.01
deepseek-chatJuliaExpertCoTTask18.375.390.075.04.10.01
deepseek-chatJuliaRecapCoTTask18.972.575.070.03.80.01
claude-3-opus-20240229InJulia22.184.1100.0140.03.84.46
claude-3-opus-20240229JuliaRecapCoTTask21.781.688.8140.03.83.9
claude-3-opus-20240229JuliaRecapTask22.881.290.0140.03.64.21
gpt-4-1106-previewJuliaExpertCoTTask21.771.892.570.03.31.12
deepseek-chatJuliaExpertAsk17.156.475.070.03.30.01
mistral-mediumJuliaExpertCoTTask20.063.462.570.03.20.43
mistral-mediumJuliaRecapTask20.261.265.070.03.00.53
gpt-4-1106-previewJuliaRecapCoTTask25.072.485.670.02.91.48
gpt-4-1106-previewJuliaRecapTask26.973.677.570.02.71.54
gpt-4-1106-previewInJulia27.474.986.770.02.71.29
gpt-4-0125-previewJuliaExpertCoTTask28.572.495.0140.02.51.2
mistral-mediumJuliaRecapCoTTask23.355.950.070.02.40.5
gpt-4-0125-previewInJulia34.472.786.7140.02.11.39
gpt-4-0125-previewJuliaRecapCoTTask37.275.090.0140.02.01.68
gpt-4-0125-previewJuliaRecapTask40.874.690.0140.01.81.71
Test Case Performance
Performance of different models across each test case
output = @chain df begin
     @by [:model, :name] begin
         :score = mean(:score)
     end
@@ -195,4 +200,4 @@
     leftjoin(average_, on = :name)
     @orderby -:AverageScore
 end
-markdown_table(output)
nameclaude-2.1claude-3-haiku-20240307claude-3-opus-20240229claude-3-sonnet-20240229deepseek-chatdeepseek-codergemini-1.0-pro-latestgpt-3.5-turbogpt-3.5-turbo-0125gpt-3.5-turbo-1106gpt-4-0125-previewgpt-4-1106-previewgpt-4-turbo-2024-04-09gpt-4o-2024-05-13mistral-large-2402mistral-mediummistral-smallmistral-small-2402mistral-tinyAverageScore
FloatWithUnits62.098.0100.0100.0100.0100.057.076.091.580.060.572.078.593.599.598.070.0100.080.285.1
timezone_bumper82.198.199.795.5100.0100.039.948.077.479.290.090.094.895.096.497.076.678.162.084.2
clean_column100.089.8100.096.478.471.241.535.566.769.888.890.590.089.391.681.084.699.780.881.3
keeponlynames90.165.085.394.988.474.454.050.880.674.290.991.086.277.598.766.276.667.951.077.0
wrap_string93.877.264.570.281.782.532.664.050.155.394.997.894.697.071.984.768.068.648.373.6
countmodelrows58.082.698.894.867.260.736.652.875.756.297.498.489.389.078.679.067.261.753.273.5
weatherdataanalyzer74.193.386.886.893.083.826.535.264.259.085.485.081.067.486.085.455.452.656.871.5
add_yearmonth53.886.292.081.071.262.535.833.067.665.278.672.875.968.072.248.062.240.233.263.1
event_scheduler86.576.690.277.276.082.437.829.044.442.887.966.682.573.857.336.059.038.737.262.2
ispersonal52.069.054.072.061.084.016.043.072.068.654.356.066.562.067.235.048.048.029.555.7
audi_filter38.056.093.063.847.057.828.127.055.058.047.558.049.056.258.043.048.544.827.050.3
extractjuliacode56.460.465.448.241.348.636.441.043.648.454.548.756.152.544.131.852.250.430.147.9
qanda_extractor73.562.368.065.543.326.726.231.735.536.756.753.349.345.346.838.744.755.836.047.2
pig_latinify30.634.667.157.049.067.118.724.739.823.154.761.460.154.233.627.828.831.633.142.0
This page was generated using Literate.jl.

+markdown_table(output)
nameclaude-2.1claude-3-5-sonnet-20240620claude-3-haiku-20240307claude-3-opus-20240229claude-3-sonnet-20240229codestral-2405deepseek-chatdeepseek-codergemini-1.0-pro-latestgpt-3.5-turbogpt-3.5-turbo-0125gpt-3.5-turbo-1106gpt-4-0125-previewgpt-4-1106-previewgpt-4-turbo-2024-04-09gpt-4o-2024-05-13gpt-4o-2024-08-06gpt-4o-mini-2024-07-18mistral-large-2402mistral-large-2407mistral-mediummistral-smallmistral-small-2402mistral-tinyAverageScore
FloatWithUnits62.097.598.0100.0100.098.0100.0100.057.076.091.580.060.572.078.593.599.596.599.5100.098.070.0100.080.287.8
timezone_bumper82.1100.098.199.795.589.5100.0100.039.948.077.479.290.090.094.895.098.599.196.4100.097.076.678.162.087.0
clean_column100.097.389.8100.096.492.378.471.241.535.566.769.888.890.590.089.387.488.091.692.081.084.699.780.883.4
keeponlynames90.191.665.085.394.995.488.474.454.050.880.674.290.991.086.277.578.780.998.789.466.276.667.951.079.2
wrap_string93.894.877.264.570.288.081.782.532.664.050.155.394.997.894.697.094.694.371.994.584.768.068.648.377.7
countmodelrows58.0100.082.698.894.884.467.260.736.652.875.756.297.498.489.389.095.475.578.690.279.067.261.753.276.8
weatherdataanalyzer74.185.093.386.886.889.393.083.826.535.264.259.085.485.081.067.473.576.586.054.685.455.452.656.872.4
add_yearmonth53.888.586.292.081.062.571.262.535.833.067.665.278.672.875.968.074.967.272.271.248.062.240.233.265.2
event_scheduler86.584.476.690.277.256.876.082.437.829.044.442.887.966.682.573.867.737.557.332.836.059.038.737.260.9
ispersonal52.062.069.054.072.090.061.084.016.043.072.068.654.356.066.562.066.394.067.257.035.048.048.029.559.5
audi_filter38.093.056.093.063.859.547.057.828.127.055.058.047.558.049.056.281.078.858.092.043.048.544.827.056.7
extractjuliacode56.463.360.465.448.247.941.348.636.441.043.648.454.548.756.152.550.445.344.163.831.852.250.430.149.2
qanda_extractor73.563.762.368.065.557.043.326.726.231.735.536.756.753.349.345.350.254.746.831.038.744.755.836.048.0
pig_latinify30.679.834.667.157.056.549.067.118.724.739.823.154.761.460.154.254.848.033.661.727.828.831.633.145.7

This page was generated using Literate.jl.

diff --git a/dev/examples/summarize_results_prompts/index.html b/dev/examples/summarize_results_prompts/index.html index ab2d528a53..c845c78552 100644 --- a/dev/examples/summarize_results_prompts/index.html +++ b/dev/examples/summarize_results_prompts/index.html @@ -1,5 +1,5 @@ -By Prompts · JuliaLLMLeaderboard.jl
GitHub

Results by Prompt Templates

What prompt you use can sometimes matter more than the model. Here we compare the performance of various prompt templates in PromptingTools.jl package.

Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.

# Imports
+By Prompts · JuliaLLMLeaderboard.jl
GitHub
Results by Prompt Templates
What prompt you use can sometimes matter more than the model. Here we compare the performance of various prompt templates in PromptingTools.jl package.
Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.
# Imports
 using JuliaLLMLeaderboard
 using CairoMakie, AlgebraOfGraphics
 using MarkdownTables, DataFramesMeta
@@ -17,6 +17,8 @@
     "gpt-4-0125-preview",
     "gpt-4-turbo-2024-04-09",
     "gpt-4o-2024-05-13",
+    "gpt-4o-mini-2024-07-18",
+    "gpt-4o-2024-08-06",
     "mistral-tiny",
     "mistral-small",
     "mistral-medium",
@@ -27,10 +29,13 @@
     "claude-3-opus-20240229",
     "claude-3-sonnet-20240229",
     "claude-3-haiku-20240307",
+    "claude-3-5-sonnet-20240620",
     "claude-2.1",
     "gemini-1.0-pro-latest",
     "deepseek-chat",
-    "deepseek-coder"
+    "deepseek-coder",
+    "codestral-2405",
+    "mistral-large-2407"
 ];
 PROMPTS = [
     "JuliaExpertCoTTask",
@@ -63,7 +68,7 @@
         palettes = (; color = Makie.ColorSchemes.tab20.colors))
 end
 SAVE_PLOTS && save("assets/elapsed-vs-score-scatter-prompts.png", fig)
-fig
A few learnings so far:
  • Never use the "AsIs" prompt (ie, raw task definition). ALWAYS add some context around the language, situation, etc.
  • Even a simple "In Julia, answer XYZ" prompt can be quite effective. Note that the bigger prompts ("CoT" stands for Chain of Thought) might be confusing the smaller models, hence why this prompt is so effective on average.
Table:
output = @chain df begin
+fig
A few learnings so far:
  • Never use the "AsIs" prompt (ie, raw task definition). ALWAYS add some context around the language, situation, etc.
  • Even a simple "In Julia, answer XYZ" prompt can be quite effective. Note that the bigger prompts ("CoT" stands for Chain of Thought) might be confusing the smaller models, hence why this prompt is so effective on average.
Table:
output = @chain df begin
     @by [:prompt_label] begin
         :elapsed = mean(:elapsed_seconds)
         :elapsed_median = median(:elapsed_seconds)
@@ -79,4 +84,4 @@
         "score_median" => "Median Score (Max 100 pts)")
 end
 # markdown_table(output, String) |> clipboard
-markdown_table(output)
Prompt TemplateElapsed (s, average)Elapsed (s, median)Avg. Score (Max 100 pts)Median Score (Max 100 pts)
InJulia13.99.756.555.0
JuliaExpertAsk9.96.554.650.0
JuliaRecapTask16.411.453.350.0
JuliaExpertCoTTask15.210.450.950.0
JuliaRecapCoTTask15.911.350.050.0
This page was generated using Literate.jl.

+markdown_table(output)
Prompt TemplateElapsed (s, average)Elapsed (s, median)Avg. Score (Max 100 pts)Median Score (Max 100 pts)
InJulia13.28.858.558.3
JuliaExpertAsk9.25.757.055.0
JuliaRecapTask15.610.655.455.0
JuliaExpertCoTTask14.29.353.555.0
JuliaRecapCoTTask15.110.652.550.0

This page was generated using Literate.jl.

diff --git a/dev/examples/summarize_results_test_cases/index.html b/dev/examples/summarize_results_test_cases/index.html index 0efbe424ff..4b46526b50 100644 --- a/dev/examples/summarize_results_test_cases/index.html +++ b/dev/examples/summarize_results_test_cases/index.html @@ -1,5 +1,5 @@ -By Test Case · JuliaLLMLeaderboard.jl
GitHub

Results by Test Cases

We currently have only a few test cases across 2 categories: data_analysis and utility_functions (see folder code_generation/).

In this note, we preview each test case and highlight the highest the best performing model for it.

Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.

# Imports
+By Test Case · JuliaLLMLeaderboard.jl
GitHub
Results by Test Cases
We currently have only a few test cases across 2 categories: data_analysis and utility_functions (see folder code_generation/).
In this note, we preview each test case and highlight the highest the best performing model for it.
Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.
# Imports
 using JuliaLLMLeaderboard
 using CairoMakie, AlgebraOfGraphics
 using MarkdownTables, DataFramesMeta, Markdown
@@ -17,6 +17,8 @@
     "gpt-4-0125-preview",
     "gpt-4-turbo-2024-04-09",
     "gpt-4o-2024-05-13",
+    "gpt-4o-mini-2024-07-18",
+    "gpt-4o-2024-08-06",
     "mistral-tiny",
     "mistral-small",
     "mistral-medium",
@@ -27,9 +29,12 @@
     "claude-3-opus-20240229",
     "claude-3-sonnet-20240229",
     "claude-3-haiku-20240307",
+    "claude-3-5-sonnet-20240620",
     "gemini-1.0-pro-latest",
     "deepseek-chat",
-    "deepseek-coder"
+    "deepseek-coder",
+    "codestral-2405",
+    "mistral-large-2407"
 ];
 PROMPTS = [
     "JuliaExpertCoTTask",
@@ -79,7 +84,7 @@
     select(Not(:is_paid, :is_paid_1))
     rename(:winner => :paid_winner, :winner_1 => :oss_winner)
     rename(_, names(_) .|> unscrub_string)
-end
14×8 DataFrame
RowNameAverage ScoreAverage ElapsedCount Zero ScoreCount Full ScoreCount SamplesPaid WinnerOss Winner
StringFloat64Float64Int64Int64Int64String?String?
1count_model_rows55.012.32472921270claude-3-opus-20240229 (98.4)meta-llama/Llama-3-70b-chat-hf (100.0)
2FloatWithUnits71.711.12718261322claude-3-haiku-20240307 (100.0)meta-llama/Llama-3-70b-chat-hf (100.0)
3clean_column66.39.52274671251claude-3-opus-20240229 (100.0)claude-2.1 (100.0)
4event_scheduler50.316.83131901269gpt-4-0125-preview (94.4)meta-llama/Llama-3-70b-chat-hf (100.0)
5keep_only_names64.010.22134001218mistral-large-2402 (97.6)meta-llama/Llama-3-8b-chat-hf (100.0)
6timezone_bumper69.812.81676171212claude-3-opus-20240229 (100.0)deepseek-coder:33b-instruct-q4_K_M (100.0)
7weather_data_analyzer60.317.2254921270deepseek-chat (93.0)meta-llama/Llama-3-70b-chat-hf (95.0)
8wrap_string60.214.72291221215gpt-4-turbo-2024-04-09 (95.0)claude-2.1 (92.8)
9add_yearmonth50.614.32392251275claude-3-haiku-20240307 (87.7)mistralai/Mixtral-8x22B-Instruct-v0.1 (79.8)
10q_and_a_extractor40.816.437301240claude-3-opus-20240229 (67.3)mistralai/Mixtral-8x22B-Instruct-v0.1 (73.7)
11ispersonal44.013.62652711220deepseek-coder (84.0)nous-hermes2:34b-yi-q4_K_M (68.0)
12extract_julia_code39.412.934801246claude-3-opus-20240229 (65.2)meta-llama/Llama-3-70b-chat-hf (61.5)
13audi_filter39.314.43361221269claude-3-opus-20240229 (94.0)mistralai/Mixtral-8x22B-Instruct-v0.1 (61.0)
14pig_latinify33.518.231001216claude-3-opus-20240229 (68.9)deepseek-coder:33b-instruct-q4_K_M (51.1)
Individual Test Cases
io = IOBuffer()
+end
14×8 DataFrame
RowNameAverage ScoreAverage ElapsedCount Zero ScoreCount Full ScoreCount SamplesPaid WinnerOss Winner
StringFloat64Float64Int64Int64Int64String?String?
1count_model_rows58.211.72473891395claude-3-5-sonnet-20240620 (100.0)meta-llama/Llama-3-70b-chat-hf (100.0)
2FloatWithUnits74.110.52729491447claude-3-5-sonnet-20240620 (100.0)meta-llama/Llama-3-70b-chat-hf (100.0)
3clean_column68.69.12295381376claude-3-opus-20240229 (100.0)claude-2.1 (100.0)
4event_scheduler50.815.93192061394gpt-4-0125-preview (94.4)meta-llama/Llama-3-70b-chat-hf (100.0)
5keep_only_names66.29.72134271343mistral-large-2402 (97.6)meta-llama/Llama-3-8b-chat-hf (100.0)
6timezone_bumper72.512.21677391337claude-3-5-sonnet-20240620 (100.0)deepseek-coder:33b-instruct-q4_K_M (100.0)
7weather_data_analyzer61.816.3256981395deepseek-chat (93.0)meta-llama/Llama-3-70b-chat-hf (95.0)
8wrap_string63.214.02322101340gpt-4o-mini-2024-07-18 (95.2)claude-2.1 (92.8)
9add_yearmonth52.813.62402761400claude-3-haiku-20240307 (87.7)mistralai/Mixtral-8x22B-Instruct-v0.1 (79.8)
10q_and_a_extractor41.615.540001365claude-3-opus-20240229 (67.3)mistralai/Mixtral-8x22B-Instruct-v0.1 (73.7)
11ispersonal46.812.82743441345codestral-2405 (90.0)nous-hermes2:34b-yi-q4_K_M (68.0)
12extract_julia_code40.812.135801371claude-3-opus-20240229 (65.2)meta-llama/Llama-3-70b-chat-hf (61.5)
13audi_filter42.913.63382021394claude-3-5-sonnet-20240620 (96.0)mistralai/Mixtral-8x22B-Instruct-v0.1 (61.0)
14pig_latinify36.117.231401341claude-3-5-sonnet-20240620 (79.7)deepseek-coder:33b-instruct-q4_K_M (51.1)
Individual Test Cases
io = IOBuffer()
 for fn in fn_definitions
     # fn = fn_definitions[1]
     d = load_definition(fn)["code_generation"]
@@ -141,13 +146,13 @@
     filtered_df.audi_a4_type .= true
     return filtered_df
 end
-
Winning Paid Model: "claude-3-opus-20240229" with average score 94.0 (Full score: 22/25, Zero score: 0/25) 
Winning Locally-hosted Model: "mistralai/Mixtral-8x22B-Instruct-v0.1" with average score 61.0 (Full score: 7/25, Zero score: 0/25) 
Test Case: count_model_rows
  • Definition file: code_generation/data_analysis/count_model_rows/definition.toml
  • Prompt: "Given a DataFrame dfcars with column model, write a function `countmodel_rows` that groups data by model and calculate how many rows there are for each."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: DataFrames
  • Defined examples: 2
  • Defined unit tests: 5
  • Reference solution: 
using DataFrames
+
Winning Paid Model: "claude-3-5-sonnet-20240620" with average score 96.0 (Full score: 23/25, Zero score: 0/25) 
Winning Locally-hosted Model: "mistralai/Mixtral-8x22B-Instruct-v0.1" with average score 61.0 (Full score: 7/25, Zero score: 0/25) 
Test Case: count_model_rows
  • Definition file: code_generation/data_analysis/count_model_rows/definition.toml
  • Prompt: "Given a DataFrame dfcars with column model, write a function `countmodel_rows` that groups data by model and calculate how many rows there are for each."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: DataFrames
  • Defined examples: 2
  • Defined unit tests: 5
  • Reference solution: 
using DataFrames
 
 function count_model_rows(df::DataFrame)
     grouped_df = groupby(df, :model)
     return combine(grouped_df, nrow => :count)
 end
-
Winning Paid Model: "claude-3-opus-20240229" with average score 98.4 (Full score: 23/25, Zero score: 0/25) 
Winning Locally-hosted Model: "meta-llama/Llama-3-70b-chat-hf" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Test Case: weather_data_analyzer
  • Definition file: code_generation/data_analysis/weather_data_analyzer/definition.toml
  • Prompt: "You are given a list of daily temperature data temps (numbers). Write a function weather_data_analyzer that performs statistical analyses on this data (use Statistics package). The function should return results in named tuple (construct it with (; key1=value1,key2=value2) syntax) containing the average, max, min temperatures, and a trend (can be only: :increasing, :decreasing, or :stable). If the list is empty, the function should return a named tuple with all values set to nothing."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: Statistics
  • Defined examples: 5
  • Defined unit tests: 5
  • Reference solution: 
using Statistics
+
Winning Paid Model: "claude-3-5-sonnet-20240620" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Winning Locally-hosted Model: "meta-llama/Llama-3-70b-chat-hf" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Test Case: weather_data_analyzer
  • Definition file: code_generation/data_analysis/weather_data_analyzer/definition.toml
  • Prompt: "You are given a list of daily temperature data temps (numbers). Write a function weather_data_analyzer that performs statistical analyses on this data (use Statistics package). The function should return results in named tuple (construct it with (; key1=value1,key2=value2) syntax) containing the average, max, min temperatures, and a trend (can be only: :increasing, :decreasing, or :stable). If the list is empty, the function should return a named tuple with all values set to nothing."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: Statistics
  • Defined examples: 5
  • Defined unit tests: 5
  • Reference solution: 
using Statistics
 
 function weather_data_analyzer(temps)
     if isempty(temps)
@@ -171,7 +176,7 @@
     unit::String
 end
 Base.show(io::IO, f::FloatWithUnits) = print(io, f.value, " ", f.unit)
-
Winning Paid Model: "claude-3-haiku-20240307" with average score 100.0 (Full score: 35/35, Zero score: 0/35) 
Winning Locally-hosted Model: "meta-llama/Llama-3-70b-chat-hf" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Test Case: clean_column
  • Definition file: code_generation/utility_functions/clean_column/definition.toml
  • Prompt: "Write a function clean_column that cleans a column name (col) by lowercasing it, stripping any leading or trailing whitespaces, and replacing any spaces and hyphens with an underscore, eg, "My Column" becomes "my_column"."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: 
  • Defined examples: 3
  • Defined unit tests: 5
  • Reference solution: 
function clean_column(col)
+
Winning Paid Model: "claude-3-5-sonnet-20240620" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Winning Locally-hosted Model: "meta-llama/Llama-3-70b-chat-hf" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Test Case: clean_column
  • Definition file: code_generation/utility_functions/clean_column/definition.toml
  • Prompt: "Write a function clean_column that cleans a column name (col) by lowercasing it, stripping any leading or trailing whitespaces, and replacing any spaces and hyphens with an underscore, eg, "My Column" becomes "my_column"."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: 
  • Defined examples: 3
  • Defined unit tests: 5
  • Reference solution: 
function clean_column(col)
     return lowercase(col) |> strip |> x -> replace(x, r"[\s-]" => "_")
 end
 
Winning Paid Model: "claude-3-opus-20240229" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Winning Locally-hosted Model: "claude-2.1" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Test Case: event_scheduler
  • Definition file: code_generation/utility_functions/event_scheduler/definition.toml
  • Prompt: "You are given a list of events where each event is a tuple with a start and a finish time (in the format 'YYYY-MM-DD HH:MM'). Write a function event_scheduler that checks for any scheduling conflicts among the events. The function should return "No conflicts" if there are no overlapping events and "Conflict" if any events overlap in time. If the list is empty, return "No events". Use package Dates for parsing."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: Dates
  • Defined examples: 5
  • Defined unit tests: 5
  • Reference solution: 
using Dates
@@ -209,7 +214,7 @@
 
 ispersonal(vehicle::AbstractVehicle) = false
 ispersonal(vehicle::Union{Car,Motorcycle}) = true
-
Winning Paid Model: "deepseek-coder" with average score 84.0 (Full score: 17/25, Zero score: 0/25) 
Winning Locally-hosted Model: "nous-hermes2:34b-yi-q4KM" with average score 68.0 (Full score: 14/25, Zero score: 2/25) 
Test Case: keep_only_names
  • Definition file: code_generation/utility_functions/keep_only_names/definition.toml
  • Prompt: "Write a function keep_only_names which iterates over the provided list of words (words) and removes all words that do not start with a capital letter (eg, remove "dog" but keep "Dog")."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: 
  • Defined examples: 4
  • Defined unit tests: 5
  • Reference solution: 
function keep_only_names(words)
+
Winning Paid Model: "codestral-2405" with average score 90.0 (Full score: 22/25, Zero score: 2/25) 
Winning Locally-hosted Model: "nous-hermes2:34b-yi-q4KM" with average score 68.0 (Full score: 14/25, Zero score: 2/25) 
Test Case: keep_only_names
  • Definition file: code_generation/utility_functions/keep_only_names/definition.toml
  • Prompt: "Write a function keep_only_names which iterates over the provided list of words (words) and removes all words that do not start with a capital letter (eg, remove "dog" but keep "Dog")."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: 
  • Defined examples: 4
  • Defined unit tests: 5
  • Reference solution: 
function keep_only_names(words)
     return filter(word -> isuppercase(first(word)), words)
 end
 
Winning Paid Model: "mistral-large-2402" with average score 97.6 (Full score: 22/25, Zero score: 0/25) 
Winning Locally-hosted Model: "meta-llama/Llama-3-8b-chat-hf" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Test Case: pig_latinify
  • Definition file: code_generation/utility_functions/pig_latinify/definition.toml
  • Prompt: "Write a pig latin transformer called pig_latinify that operates on a vector of strings. It iterates over each string and changes it to pig latin. Each iteration should run on a separate thread."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: Base.Threads
  • Defined examples: 4
  • Defined unit tests: 5
  • Reference solution: 
function to_pig_latin(word::AbstractString)
@@ -229,7 +234,7 @@
     end
     return transform
 end
-
Winning Paid Model: "claude-3-opus-20240229" with average score 68.9 (Full score: 0/25, Zero score: 1/25) 
Winning Locally-hosted Model: "codellama:13b-instruct-q4KM" with average score 48.6 (Full score: 0/25, Zero score: 2/25) 
Test Case: q_and_a_extractor
  • Definition file: code_generation/utility_functions/q_and_a_extractor/definition.toml
  • Prompt: "You are given a markdown-formatted text md. Write a function q_and_a_extractor to extract all text in the markdown sections Question and Answer (starting with # Question and # Answer, respectively) and return the answer in a tuple like (question,answer). Strip any leading spaces and newlines from the extracted text."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: 
  • Defined examples: 3
  • Defined unit tests: 5
  • Reference solution: 
function q_and_a_extractor(md::AbstractString)
+
Winning Paid Model: "claude-3-5-sonnet-20240620" with average score 79.7 (Full score: 0/25, Zero score: 0/25) 
Winning Locally-hosted Model: "codellama:13b-instruct-q4KM" with average score 48.6 (Full score: 0/25, Zero score: 2/25) 
Test Case: q_and_a_extractor
  • Definition file: code_generation/utility_functions/q_and_a_extractor/definition.toml
  • Prompt: "You are given a markdown-formatted text md. Write a function q_and_a_extractor to extract all text in the markdown sections Question and Answer (starting with # Question and # Answer, respectively) and return the answer in a tuple like (question,answer). Strip any leading spaces and newlines from the extracted text."
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: 
  • Defined examples: 3
  • Defined unit tests: 5
  • Reference solution: 
function q_and_a_extractor(md::AbstractString)
     question = match(r"(?<=# Question
 ).*?(?=
 # [A-Za-z]+|$)"s, md)
@@ -246,7 +251,7 @@
     return timestamp + Hour(bump)
 end
 
-
Winning Paid Model: "claude-3-opus-20240229" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Winning Locally-hosted Model: "meta-llama/Llama-3-70b-chat-hf" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Test Case: wrap_string
  • Definition file: code_generation/utility_functions/wrap_string/definition.toml
  • Prompt: "Write a function wrap_string. It iterates over words and it will add a new line each time a maximum text_width::Int=10 would be exceeded. Provide an example"
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: 
  • Defined examples: 2
  • Defined unit tests: 6
  • Reference solution: 
function wrap_string(text::AbstractString, text_width::Int=10)
+
Winning Paid Model: "claude-3-5-sonnet-20240620" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Winning Locally-hosted Model: "meta-llama/Llama-3-70b-chat-hf" with average score 100.0 (Full score: 25/25, Zero score: 0/25) 
Test Case: wrap_string
  • Definition file: code_generation/utility_functions/wrap_string/definition.toml
  • Prompt: "Write a function wrap_string. It iterates over words and it will add a new line each time a maximum text_width::Int=10 would be exceeded. Provide an example"
  • Evaluation criteria: parsed, executed, passed_unit_tests, executed_examples
  • Allowed imports: 
  • Defined examples: 2
  • Defined unit tests: 6
  • Reference solution: 
function wrap_string(text::AbstractString, text_width::Int=10)
     words = split(text)
     line_length = 0
     wrapped_text = ""
@@ -265,4 +270,4 @@
     end
     return strip(wrapped_text)
 end
-
Winning Paid Model: "gpt-4-1106-preview" with average score 97.8 (Full score: 14/25, Zero score: 0/25) 
Winning Locally-hosted Model: "claude-2.1" with average score 92.8 (Full score: 12/25, Zero score: 0/25) 
This page was generated using Literate.jl.

+

Winning Paid Model: "gpt-4-1106-preview" with average score 97.8 (Full score: 14/25, Zero score: 0/25)

Winning Locally-hosted Model: "claude-2.1" with average score 92.8 (Full score: 12/25, Zero score: 0/25)

This page was generated using Literate.jl.

diff --git a/dev/examples/summarize_results_test_cases_waitlist/index.html b/dev/examples/summarize_results_test_cases_waitlist/index.html index e79d3ecc94..c6b83b8c7c 100644 --- a/dev/examples/summarize_results_test_cases_waitlist/index.html +++ b/dev/examples/summarize_results_test_cases_waitlist/index.html @@ -1,5 +1,5 @@ -Results by Test Cases - WAITLIST · JuliaLLMLeaderboard.jl
GitHub

Results by Test Cases - WAITLIST

Preview of test cases on the waitlist, to be added to the main evaluation.

In this note, we preview each test case and highlight the highest the best performing model for it.

Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.

# Imports
+Results by Test Cases - WAITLIST · JuliaLLMLeaderboard.jl
GitHub
Results by Test Cases - WAITLIST
Preview of test cases on the waitlist, to be added to the main evaluation.
In this note, we preview each test case and highlight the highest the best performing model for it.
Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.
# Imports
 using JuliaLLMLeaderboard
 using CairoMakie, AlgebraOfGraphics
 using MarkdownTables, DataFramesMeta, Markdown
@@ -16,6 +16,8 @@
     "gpt-4-1106-preview",
     "gpt-4-0125-preview",
     "gpt-4o-2024-05-13",
+    "gpt-4o-mini-2024-07-18",
+    "gpt-4o-2024-08-06",
     "mistral-tiny",
     "mistral-small",
     "mistral-medium",
@@ -26,9 +28,12 @@
     "claude-3-opus-20240229",
     "claude-3-sonnet-20240229",
     "claude-3-haiku-20240307",
+    "claude-3-5-sonnet-20240620",
     "gemini-1.0-pro-latest",
     "deepseek-chat",
-    "deepseek-coder"
+    "deepseek-coder",
+    "codestral-2405",
+    "mistral-large-2407"
 ];
 PROMPTS = [
     "JuliaExpertCoTTask",
@@ -150,4 +155,4 @@
         return middle(m[1], m[2])
     end
 end
-
Winning Paid Model: "gpt-4-0125-preview" with average score 81.3 (Full score: 1/25, Zero score: 1/25) 
This page was generated using Literate.jl.

+

Winning Paid Model: "gpt-4-0125-preview" with average score 81.3 (Full score: 1/25, Zero score: 1/25)

This page was generated using Literate.jl.

diff --git a/dev/frequently_asked_questions/index.html b/dev/frequently_asked_questions/index.html index a8f7e71a5a..beb62dc713 100644 --- a/dev/frequently_asked_questions/index.html +++ b/dev/frequently_asked_questions/index.html @@ -1,2 +1,2 @@ -F.A.Q. · JuliaLLMLeaderboard.jl
GitHub

Frequently Asked Questions

What are the so-whats?

There is limited guidance or comments in the docs, because it’s meant to be automatically generated (and, hence, can move around slightly). For the resulting insights, see the associated blog posts!

Want to add a new model?

In the short term, we don't foresee adding more models, unless there is some transformative new option that runs on a consumer-grade hardware.

If you want to add the benchmark for some specific model, submit your evals in a PR. We'll review it and, if it's good, we'll merge it.

The expectations for a successful PR are:

  • the model is publicly available and the submission can be verified
  • you have executed at least 5 different samples for each of the 5 basic prompt templates (see examples/code_gen_benchmark.jl for the list of templates) and for each test cases
  • ie, 14 * 5 * 5 = 350 evaluations and conversations are to be submitted in the PR

What’s Next?

We'd like to add more tests and, potentially, also types of tests (code questions).

It would be good to grow the number of prompt templates tested, as those are more versatile.

+F.A.Q. · JuliaLLMLeaderboard.jl
GitHub

Frequently Asked Questions

What are the so-whats?

There is limited guidance or comments in the docs, because it’s meant to be automatically generated (and, hence, can move around slightly). For the resulting insights, see the associated blog posts!

Want to add a new model?

In the short term, we don't foresee adding more models, unless there is some transformative new option that runs on a consumer-grade hardware.

If you want to add the benchmark for some specific model, submit your evals in a PR. We'll review it and, if it's good, we'll merge it.

The expectations for a successful PR are:

  • the model is publicly available and the submission can be verified
  • you have executed at least 5 different samples for each of the 5 basic prompt templates (see examples/code_gen_benchmark.jl for the list of templates) and for each test cases
  • ie, 14 * 5 * 5 = 350 evaluations and conversations are to be submitted in the PR

What’s Next?

We'd like to add more tests and, potentially, also types of tests (code questions).

It would be good to grow the number of prompt templates tested, as those are more versatile.

diff --git a/dev/getting_started/index.html b/dev/getting_started/index.html index 382a04e231..1521ca76ea 100644 --- a/dev/getting_started/index.html +++ b/dev/getting_started/index.html @@ -1,5 +1,5 @@ -Getting Started · JuliaLLMLeaderboard.jl
GitHub

Getting Started

A few different options to get you started:

Run the Benchmark

See examples/code_gen_benchmark.jl for an example of how to run the benchmark.

You can start by launching the benchmark with the default settings:

using JuliaLLMLeaderboard
+Getting Started · JuliaLLMLeaderboard.jl
GitHub
Getting Started
A few different options to get you started:
Run the Benchmark
See examples/code_gen_benchmark.jl for an example of how to run the benchmark.
You can start by launching the benchmark with the default settings:
using JuliaLLMLeaderboard
 
 # set your device for reference
 device = "Apple-MacBook-Pro-M1" # "Apple-MacBook-Pro-M1" or "NVIDIA-GTX-1080Ti", broadly "manufacturer-model"
@@ -37,4 +37,4 @@
     num_samples = 1, http_kwargs = (; readtimeout = 150));
 
 # You can then easily score each of these evaluation runs
-scores = score_evals.(evals)
Create Your Analysis
To inspect individual model answers and their associated scores, see examples/inspect_results.jl or examples/debugging_results.jl.
To compare different models, see examples/summarize_results_paid.jl
Run an Experiment
Want to run some experiments and save the results? Check out examples/experiment_hyperparameter_scan.jl for finding the optimal temperature and top_p !
Contributing Results
  1. Run Your Evaluation: Choose your model and prompt, and run the test.
  2. Save Results: Store both the conversation and the evaluation.
  3. Open a PR: Include the part of the code snippet you changed in the PR comments. We generally require 1-2 independent verifications of your result or at least 3 samples for each combination (for validity).

+scores = score_evals.(evals)

Create Your Analysis

To inspect individual model answers and their associated scores, see examples/inspect_results.jl or examples/debugging_results.jl.

To compare different models, see examples/summarize_results_paid.jl

Run an Experiment

Want to run some experiments and save the results? Check out examples/experiment_hyperparameter_scan.jl for finding the optimal temperature and top_p !

Contributing Results

  1. Run Your Evaluation: Choose your model and prompt, and run the test.
  2. Save Results: Store both the conversation and the evaluation.
  3. Open a PR: Include the part of the code snippet you changed in the PR comments. We generally require 1-2 independent verifications of your result or at least 3 samples for each combination (for validity).
diff --git a/dev/index.html b/dev/index.html index 799fb9a2e7..698fc06135 100644 --- a/dev/index.html +++ b/dev/index.html @@ -1,2 +1,2 @@ -Home · JuliaLLMLeaderboard.jl
GitHub

JuliaLLMLeaderboard

Documentation for Julia LLM Leaderboard.

Introduction

Welcome to the Julia Code Generation Benchmark Repository!

This project is designed for the Julia community to compare the code generation capabilities of various AI models. Unlike academic benchmarks, our focus is practicality and simplicity: "Generate code, run it, and see if it works(-ish)."

This repository aims to understand how different AI models and prompting strategies perform in generating syntactically correct Julia code to guide users in choosing the best model for their needs.

Itchy fingers? Open the Results section or just run your own benchmark with run_benchmark() (eg, examples/code_gen_benchmark.jl).

First Steps

To get started with benchmarking, see the Getting Started section, or simply continue to results:

Feedback and Improvements

We highly value community input. If you have suggestions or ideas for improvement, please open an issue. All contributions are welcome!

+Home · JuliaLLMLeaderboard.jl
GitHub

JuliaLLMLeaderboard

Documentation for Julia LLM Leaderboard.

Introduction

Welcome to the Julia Code Generation Benchmark Repository!

This project is designed for the Julia community to compare the code generation capabilities of various AI models. Unlike academic benchmarks, our focus is practicality and simplicity: "Generate code, run it, and see if it works(-ish)."

This repository aims to understand how different AI models and prompting strategies perform in generating syntactically correct Julia code to guide users in choosing the best model for their needs.

Itchy fingers? Open the Results section or just run your own benchmark with run_benchmark() (eg, examples/code_gen_benchmark.jl).

First Steps

To get started with benchmarking, see the Getting Started section, or simply continue to results:

Feedback and Improvements

We highly value community input. If you have suggestions or ideas for improvement, please open an issue. All contributions are welcome!

diff --git a/dev/methodology/index.html b/dev/methodology/index.html index 1c109daf1c..d0e86f160e 100644 --- a/dev/methodology/index.html +++ b/dev/methodology/index.html @@ -1,2 +1,2 @@ -Methodology · JuliaLLMLeaderboard.jl
GitHub

Automated Evaluation Methodology

Each model's and prompt's performance is evaluated based on several criteria:

  1. Parsing: Does the generated code parse correctly in Julia?
  2. Execution: Can the code execute without errors?
  3. Unit Tests: Do the included unit tests pass?
  4. Example Runs: Does the code run in a provided example scenario?

At the moment, all criteria are weighed equally and each test case can earn a maximum of 100 points.

If a code passes all criteria, it gets 100/100 points.

If it fails one criterion (eg, all unit tests), it gets 75/100 points.

If it fails two criteria (eg, it runs but all examples and unit tests are broken), it gets 50 points, and so on.

Definition.toml

Each test case is defined in a definition.toml file with the structure described in Anatomy of definition.toml.

We chose TOML format because it is human-readable and easy to edit in a text editor / GITHub.

Repo Structure / Naming Convention

To enhance transparency and reproducibility, we save all conversations and evaluations in a nested folder structure.

Folder Convention:

  • Definitions are saved in nested folders following the format code_generation/category/test_case_name/definition.toml
  • Evaluation results are saved in nested sub-folders, keyed by the model:
    • Evaluation result: code_generation/category/test_case_name/model/evaluation__PROMPT__STRATEGY__TIMESTAMP.json
    • Conversation: code_generation/category/test_case_name/model/conversation__PROMPT__STRATEGY__TIMESTAMP.json

You can load any conversation with PromptingTools.load_conversation() and display it with edit or preview depending on your IDE/preference.

You can load any evaluation with JSON3.read and score it with score_eval.

+Methodology · JuliaLLMLeaderboard.jl
GitHub

Automated Evaluation Methodology

Each model's and prompt's performance is evaluated based on several criteria:

  1. Parsing: Does the generated code parse correctly in Julia?
  2. Execution: Can the code execute without errors?
  3. Unit Tests: Do the included unit tests pass?
  4. Example Runs: Does the code run in a provided example scenario?

At the moment, all criteria are weighed equally and each test case can earn a maximum of 100 points.

If a code passes all criteria, it gets 100/100 points.

If it fails one criterion (eg, all unit tests), it gets 75/100 points.

If it fails two criteria (eg, it runs but all examples and unit tests are broken), it gets 50 points, and so on.

Definition.toml

Each test case is defined in a definition.toml file with the structure described in Anatomy of definition.toml.

We chose TOML format because it is human-readable and easy to edit in a text editor / GITHub.

Repo Structure / Naming Convention

To enhance transparency and reproducibility, we save all conversations and evaluations in a nested folder structure.

Folder Convention:

  • Definitions are saved in nested folders following the format code_generation/category/test_case_name/definition.toml
  • Evaluation results are saved in nested sub-folders, keyed by the model:
    • Evaluation result: code_generation/category/test_case_name/model/evaluation__PROMPT__STRATEGY__TIMESTAMP.json
    • Conversation: code_generation/category/test_case_name/model/conversation__PROMPT__STRATEGY__TIMESTAMP.json

You can load any conversation with PromptingTools.load_conversation() and display it with edit or preview depending on your IDE/preference.

You can load any evaluation with JSON3.read and score it with score_eval.

diff --git a/dev/reference/index.html b/dev/reference/index.html index 6c476d59c3..5fa154b426 100644 --- a/dev/reference/index.html +++ b/dev/reference/index.html @@ -1,5 +1,5 @@ -Reference · JuliaLLMLeaderboard.jl
GitHub

Reference

InteractiveUtils.edit — Function
InteractiveUtils.edit(conversation::AbstractVector{<:PT.AbstractMessage}, bookmark::Int=-1)

Opens the conversation in a preview window formatted as markdown (In VSCode, right click on the tab and select "Open Preview" to format it nicely).

See also: preview (for rendering as markdown in REPL)

source
JuliaLLMLeaderboard.evaluate_1shot — Method
evaluate_1shot(; conversation, fn_definition, definition, model, prompt_label, schema, parameters::NamedTuple=NamedTuple(), device="UNKNOWN", timestamp=timestamp_now(), version_pt=string(pkgversion(PromptingTools)), prompt_strategy="1SHOT", verbose::Bool=false,
+Reference · JuliaLLMLeaderboard.jl
GitHub
Reference
InteractiveUtils.edit — Function
InteractiveUtils.edit(conversation::AbstractVector{<:PT.AbstractMessage}, bookmark::Int=-1)
Opens the conversation in a preview window formatted as markdown (In VSCode, right click on the tab and select "Open Preview" to format it nicely).
See also: preview (for rendering as markdown in REPL)
source
JuliaLLMLeaderboard.evaluate_1shot — Method
evaluate_1shot(; conversation, fn_definition, definition, model, prompt_label, schema, parameters::NamedTuple=NamedTuple(), device="UNKNOWN", timestamp=timestamp_now(), version_pt=string(pkgversion(PromptingTools)), prompt_strategy="1SHOT", verbose::Bool=false,
 auto_save::Bool=true, save_dir::AbstractString=dirname(fn_definition), experiment::AbstractString="",
 execution_timeout::Int=60, capture_stdout::Bool=true)
Runs evaluation for a single test case (parse, execute, run examples, run unit tests), including saving the files.
If auto_save=true, it saves the following files
  • <model-name>/evaluation__PROMPTABC__1SHOT__TIMESTAMP.json
  • <model-name>/conversation__PROMPTABC__1SHOT__TIMESTAMP.json 
into a sub-folder of where the definition file was stored.
Keyword Arguments
  • conversation: the conversation to evaluate (vector of messages), eg, from aigenerate when return_all=true
  • fn_definition: path to the definition file (eg, joinpath("code_generation", "utility_functions", "event_scheduler", "definition.toml"))
  • definition: the test case definition dict loaded from the definition file. It's subset to only the relevant keys for code generation, eg, definition=load_definition(fn_definition)["code_generation"]
  • model: the model name, eg, model="gpt4t"
  • prompt_label: the prompt label, eg, prompt_label="JuliaExpertAsk"
  • schema: the schema used for the prompt, eg, schema="-" or schema="OllamaManagedSchema()"
  • parameters: the parameters used for the generation like temperature or top_p, eg, parameters=(; top_p=0.9)
  • device: the device used for the generation, eg, device="Apple-MacBook-Pro-M1"
  • timestamp: the timestamp used for the generation. Defaults to timestamp=timestamp_now() which is like "20231201_120000"
  • version_pt: the version of PromptingTools used for the generation, eg, version_pt="0.1.0"
  • prompt_strategy: the prompt strategy used for the generation, eg, prompt_strategy="1SHOT". Fixed for now!
  • verbose: if verbose=true, it will print out more information about the evaluation process, eg, the evaluation errors
  • auto_save: if auto_save=true, it will save the evaluation and conversation files into a sub-folder of where the definition file was stored.
  • save_dir: the directory where the evaluation and conversation files are saved. Defaults to dirname(fn_definition).
  • experiment: the experiment name, eg, experiment="my_experiment" (eg, when you're doing a parameter search). Defaults to "" for standard benchmark run.
  • execution_timeout: the timeout for the AICode code execution in seconds. Defaults to 60s.
  • capture_stdout: if capture_stdout=true, AICode will capture the stdout of the code execution. Set to false if you're evaluating with multithreading (stdout capture is not thread-safe). Defaults to true to avoid poluting the benchmark.
  • remove_tests: if remove_tests=true, AICode will remove any @testset blocks and unit tests from the main code definition (shields against model defining wrong unit tests inadvertedly).
Examples
using JuliaLLMLeaderboard
 using PromptingTools
@@ -10,7 +10,7 @@
 msg = aigenerate(:JuliaExpertAsk; ask=d["code_generation"]["prompt"], model="gpt4t", return_all=true)
 
 # Try evaluating it -- auto_save=false not to polute our benchmark
-evals = evaluate_1shot(; conversation=msg, fn_definition, definition=d["code_generation"], model="gpt4t", prompt_label="JuliaExpertAsk", timestamp=timestamp_now(), device="Apple-MacBook-Pro-M1", schema="-", prompt_strategy="1SHOT", verbose=true, auto_save=false)
source
JuliaLLMLeaderboard.load_evals — Method
load_evals(base_dir::AbstractString; score::Bool=true, max_history::Int=5, new_columns::Vector{Symbol}=Symbol[], kwargs...)
Loads all evaluation JSONs from a given director loaded in a DataFrame as rows.  The directory is searched recursively, and all files starting with the prefix evaluation__ are loaded.
Keyword Arguments
  • score::Bool=true: If score=true, the function will also call score_eval on the resulting DataFrame.
  • max_history::Int=5: Only max_history most recent evaluations are loaded. If max_history=0, all evaluations are loaded.
Returns: DataFrame
Note: It loads a fixed set of columns (set in a local variable eval_cols), so if you added some new columns, you'll need to pass them to new_columns::Vector{Symbol} argument.
source
JuliaLLMLeaderboard.preview — Method
preview(conversation::AbstractVector{<:PT.AbstractMessage})
Render a conversation, which is a vector of AbstractMessage objects, as a single markdown-formatted string. Each message is rendered individually and concatenated with separators for clear readability.
This function is particularly useful for displaying the flow of a conversation in a structured and readable format. It leverages the PT.preview method for individual messages to create a cohesive view of the entire conversation.
Arguments
  • conversation::AbstractVector{<:PT.AbstractMessage}: A vector of messages representing the conversation.
Returns
  • String: A markdown-formatted string representing the entire conversation.
Example
conversation = [
+evals = evaluate_1shot(; conversation=msg, fn_definition, definition=d["code_generation"], model="gpt4t", prompt_label="JuliaExpertAsk", timestamp=timestamp_now(), device="Apple-MacBook-Pro-M1", schema="-", prompt_strategy="1SHOT", verbose=true, auto_save=false)
source
JuliaLLMLeaderboard.load_evals — Method
load_evals(base_dir::AbstractString; score::Bool=true, max_history::Int=5, new_columns::Vector{Symbol}=Symbol[], kwargs...)
Loads all evaluation JSONs from a given director loaded in a DataFrame as rows.  The directory is searched recursively, and all files starting with the prefix evaluation__ are loaded.
Keyword Arguments
  • score::Bool=true: If score=true, the function will also call score_eval on the resulting DataFrame.
  • max_history::Int=5: Only max_history most recent evaluations are loaded. If max_history=0, all evaluations are loaded.
Returns: DataFrame
Note: It loads a fixed set of columns (set in a local variable eval_cols), so if you added some new columns, you'll need to pass them to new_columns::Vector{Symbol} argument.
source
JuliaLLMLeaderboard.preview — Method
preview(conversation::AbstractVector{<:PT.AbstractMessage})
Render a conversation, which is a vector of AbstractMessage objects, as a single markdown-formatted string. Each message is rendered individually and concatenated with separators for clear readability.
This function is particularly useful for displaying the flow of a conversation in a structured and readable format. It leverages the PT.preview method for individual messages to create a cohesive view of the entire conversation.
Arguments
  • conversation::AbstractVector{<:PT.AbstractMessage}: A vector of messages representing the conversation.
Returns
  • String: A markdown-formatted string representing the entire conversation.
Example
conversation = [
     PT.SystemMessage("Welcome"),
     PT.UserMessage("Hello"),
     PT.AIMessage("Hi, how can I help you?")
@@ -23,9 +23,9 @@
 ---
 # AI Message
 Hi, how can I help you?
----
source
JuliaLLMLeaderboard.preview — Method
preview(msg::PT.AbstractMessage)
Render a single AbstractMessage as a markdown-formatted string, highlighting the role of the message sender and the content of the message.
This function identifies the type of the message (User, Data, System, AI, or Unknown) and formats it with a header indicating the sender's role, followed by the content of the message. The output is suitable for nicer rendering, especially in REPL or markdown environments.
Arguments
  • msg::PT.AbstractMessage: The message to be rendered.
Returns
  • String: A markdown-formatted string representing the message.
Example
msg = PT.UserMessage("Hello, world!")
+---
source
JuliaLLMLeaderboard.preview — Method
preview(msg::PT.AbstractMessage)
Render a single AbstractMessage as a markdown-formatted string, highlighting the role of the message sender and the content of the message.
This function identifies the type of the message (User, Data, System, AI, or Unknown) and formats it with a header indicating the sender's role, followed by the content of the message. The output is suitable for nicer rendering, especially in REPL or markdown environments.
Arguments
  • msg::PT.AbstractMessage: The message to be rendered.
Returns
  • String: A markdown-formatted string representing the message.
Example
msg = PT.UserMessage("Hello, world!")
 println(PT.preview(msg))
This will output:
# User Message
-Hello, world!
source
JuliaLLMLeaderboard.run_benchmark — Method
run_benchmark(; fn_definitions::Vector{<:AbstractString}=find_definitons(joinpath(@__DIR__, "..", "code_generation")),
 models::Vector{String}=["gpt-3.5-turbo-1106"], model_suffix::String="", prompt_labels::Vector{<:AbstractString}=["JuliaExpertCoTTask", "JuliaExpertAsk", "InJulia", "AsIs", "JuliaRecapTask", "JuliaRecapCoTTask"],
 api_kwargs::NamedTuple=NamedTuple(), http_kwargs::NamedTuple=(; readtimeout=300),
 experiment::AbstractString="", save_dir::AbstractString="", auto_save::Bool=true, verbose::Union{Int,Bool}=true, device::AbstractString="-",
@@ -35,7 +35,7 @@
     experiment="my-first-run", save_dir="temp", auto_save=true, verbose=true, device="Apple-MacBook-Pro-M1",
     num_samples=1);
 
-# not using `schema_lookup` as it's not needed for OpenAI models
Or if you want only one test case use: fn_definitions = [joinpath("code_generation", "utility_functions", "event_scheduler", "definition.toml")]
source
JuliaLLMLeaderboard.run_code_blocks_additive — Method
run_code_blocks_additive(cb::AICode, code_blocks::AbstractVector{<:AbstractString};
+# not using `schema_lookup` as it's not needed for OpenAI models
Or if you want only one test case use: fn_definitions = [joinpath("code_generation", "utility_functions", "event_scheduler", "definition.toml")]
source
JuliaLLMLeaderboard.run_code_blocks_additive — Method
run_code_blocks_additive(cb::AICode, code_blocks::AbstractVector{<:AbstractString};
     verbose::Bool = false,
     setup_code::AbstractString = "", teardown_code::AbstractString = "",
     capture_stdout::Bool = true, execution_timeout::Int = 60)
Runner for the additional code_blocks (can be either unit tests or examples), returns count of examples executed without an error. 
code_blocks should be a vector of strings, each of which is a valid Julia expression that can be evaluated without an error thrown. Each successful run (no error thrown) is counted as a successful example.
Keyword Arguments
  • verbose=true will provide more information about the test failures.
  • setup_code is a string that will be prepended to each code block before it's evaluated. Useful for setting up the environment/test objects.
  • teardown_code is a string that will be appended to each code block before it's evaluated. Useful for cleaning up the environment/test objects.
  • capture_stdout is a boolean whether to capture the stdout of the code execution. Set to false if you're evaluating with multithreading (stdout capture is not thread-safe).
  • execution_timeout is the timeout for the AICode code execution in seconds. Defaults to 60s.
Returns
  • count_successful the number of examples that were executed without an error thrown.
Example
using JuliaLLMLeaderboard: run_code_blocks
@@ -44,14 +44,14 @@
 cb = AICode("mysum(a,b)=a+b")
 code = "mysum(1,2)"
 run_code_blocks(cb, [code])
-# Output: 1 (= 1 example executed without an error thrown)
source
JuliaLLMLeaderboard.run_code_main — Method
run_code_main(msg::PT.AIMessage; verbose::Bool = true, function_name::AbstractString = "",
+# Output: 1 (= 1 example executed without an error thrown)
source
JuliaLLMLeaderboard.run_code_main — Method
run_code_main(msg::PT.AIMessage; verbose::Bool = true, function_name::AbstractString = "",
     prefix::String = "",
     execution_timeout::Int = 60,
     capture_stdout::Bool = true,
-    expression_transform::Symbol = :remove_all_tests)
Runs the code block in the message msg and returns the result as an AICode object.
Logic:
  • Always execute with a timeout
  • Always execute in a "safe mode" (inside a custom module, safe_eval=true)
  • Skip any package imports or environment changes (skip_unsafe=true)
  • Skip invalid/broken lines (skip_invalid=true)
  • Remove any unit tests (expression_transform=:remove_all_tests), because model might have added some without being asked for it explicitly
  • First, evaluate the code block as a whole, and if it fails, try to extract the function definition and evaluate it separately (fallback)
source
JuliaLLMLeaderboard.score_eval — Method
score_eval(parsed, executed, unit_tests_success_ratio, examples_success_ratio; max_points::Int=100)
Score the evaluation result by distributing max_points equally across the available criteria.
Example
df=@rtransform df :score = score_eval(:parsed, :executed, :unit_tests_passed / :unit_tests_count, :examples_executed / :examples_count)
source
JuliaLLMLeaderboard.score_eval — Method
score_eval(eval::AbstractDict; max_points::Int=100)
+    expression_transform::Symbol = :remove_all_tests)
Runs the code block in the message msg and returns the result as an AICode object.
Logic:
  • Always execute with a timeout
  • Always execute in a "safe mode" (inside a custom module, safe_eval=true)
  • Skip any package imports or environment changes (skip_unsafe=true)
  • Skip invalid/broken lines (skip_invalid=true)
  • Remove any unit tests (expression_transform=:remove_all_tests), because model might have added some without being asked for it explicitly
  • First, evaluate the code block as a whole, and if it fails, try to extract the function definition and evaluate it separately (fallback)
source
JuliaLLMLeaderboard.score_eval — Method
score_eval(parsed, executed, unit_tests_success_ratio, examples_success_ratio; max_points::Int=100)
Score the evaluation result by distributing max_points equally across the available criteria.
Example
df=@rtransform df :score = score_eval(:parsed, :executed, :unit_tests_passed / :unit_tests_count, :examples_executed / :examples_count)
source
JuliaLLMLeaderboard.score_eval — Method
score_eval(eval::AbstractDict; max_points::Int=100)
 
-score_eval(parsed, executed, unit_tests_success_ratio, examples_success_ratio; max_points::Int=100)
Scores the evaluation result eval by distributing max_points equally across the available criteria. Alternatively, you can provide the individual scores as arguments (see above) with values in the 0-1 range.
Eg, if all 4 criteria are available, each will be worth 25% of points:
  • parsed (25% if true)
  • executed (25% if true)
  • unit_tests (25% if all unit tests passed)
  • examples (25% if all examples executed without an error thrown)
source
JuliaLLMLeaderboard.timestamp_now — Method
Provide a current timestamp in the format yyyymmddHHMMSS. If `addrandom` is true, a random number between 100 and 999 is appended to avoid overrides.
source
JuliaLLMLeaderboard.tmapreduce — Method
tmapreduce(f, op, itr; tasks_per_thread::Int = 2, kwargs...)
A parallelized version of the mapreduce function leveraging multi-threading.
The function f is applied to each element of itr, and then the results are reduced using an associative two-argument function op.
Arguments
  • f: A function to apply to each element of itr.
  • op: An associative two-argument reduction function.
  • itr: An iterable collection of data.
Keyword Arguments
  • tasks_per_thread::Int = 2: The number of tasks spawned per thread. Determines the granularity of parallelism.
  • kwargs...: Additional keyword arguments to pass to the inner mapreduce calls.
Implementation Details
The function divides itr into chunks, spawning tasks for processing each chunk in parallel. The size of each chunk is determined by tasks_per_thread and the number of available threads (nthreads). The results from each task are then aggregated using the op function.
Notes
This implementation serves as a general replacement for older patterns. The goal is to introduce this function or a version of it to base Julia in the future.
Example
using Base.Threads: nthreads, @spawn
-result = tmapreduce(x -> x^2, +, 1:10)
The above example squares each number in the range 1 through 10 and then sums them up in parallel.
Source: Julia Blog post
source
JuliaLLMLeaderboard.validate_definition — Method
validate_definition(definition::AbstractDict; evaluate::Bool=true, verbose::Bool=true)
Validates the definition.toml file for the code generation benchmark. 
Returns true if the definition is valid.
Keyword Arguments
  • evaluate: a boolean whether to evaluate the definition. If not specified, it will evaluate the definition.
  • verbose: a boolean whether to print progress during the evaluation. If not specified, it will print progress.
  • kwargs: keyword arguments to pass to code parsing function (PT.AICode).
Example
fn_definition = joinpath("code_generation", "utility_functions", "event_scheduler", "definition.toml")
+score_eval(parsed, executed, unit_tests_success_ratio, examples_success_ratio; max_points::Int=100)
Scores the evaluation result eval by distributing max_points equally across the available criteria. Alternatively, you can provide the individual scores as arguments (see above) with values in the 0-1 range.
Eg, if all 4 criteria are available, each will be worth 25% of points:
  • parsed (25% if true)
  • executed (25% if true)
  • unit_tests (25% if all unit tests passed)
  • examples (25% if all examples executed without an error thrown)
source
JuliaLLMLeaderboard.timestamp_now — Method
Provide a current timestamp in the format yyyymmddHHMMSS. If `addrandom` is true, a random number between 100 and 999 is appended to avoid overrides.
source
JuliaLLMLeaderboard.tmapreduce — Method
tmapreduce(f, op, itr; tasks_per_thread::Int = 2, kwargs...)
A parallelized version of the mapreduce function leveraging multi-threading.
The function f is applied to each element of itr, and then the results are reduced using an associative two-argument function op.
Arguments
  • f: A function to apply to each element of itr.
  • op: An associative two-argument reduction function.
  • itr: An iterable collection of data.
Keyword Arguments
  • tasks_per_thread::Int = 2: The number of tasks spawned per thread. Determines the granularity of parallelism.
  • kwargs...: Additional keyword arguments to pass to the inner mapreduce calls.
Implementation Details
The function divides itr into chunks, spawning tasks for processing each chunk in parallel. The size of each chunk is determined by tasks_per_thread and the number of available threads (nthreads). The results from each task are then aggregated using the op function.
Notes
This implementation serves as a general replacement for older patterns. The goal is to introduce this function or a version of it to base Julia in the future.
Example
using Base.Threads: nthreads, @spawn
+result = tmapreduce(x -> x^2, +, 1:10)
The above example squares each number in the range 1 through 10 and then sums them up in parallel.
Source: Julia Blog post
source
JuliaLLMLeaderboard.validate_definition — Method
validate_definition(definition::AbstractDict; evaluate::Bool=true, verbose::Bool=true)
Validates the definition.toml file for the code generation benchmark. 
Returns true if the definition is valid.
Keyword Arguments
  • evaluate: a boolean whether to evaluate the definition. If not specified, it will evaluate the definition.
  • verbose: a boolean whether to print progress during the evaluation. If not specified, it will print progress.
  • kwargs: keyword arguments to pass to code parsing function (PT.AICode).
Example
fn_definition = joinpath("code_generation", "utility_functions", "event_scheduler", "definition.toml")
 definition = load_definition(fn_definition)
 validate_definition(definition)
-# output: true
source

+# output: true
source
diff --git a/dev/search_index.js b/dev/search_index.js index 2b984abc96..e89a7461a1 100644 --- a/dev/search_index.js +++ b/dev/search_index.js @@ -1,3 +1,3 @@ var documenterSearchIndex = {"docs": -[{"location":"methodology/","page":"Methodology","title":"Methodology","text":"CurrentModule = JuliaLLMLeaderboard","category":"page"},{"location":"methodology/#Automated-Evaluation-Methodology","page":"Methodology","title":"Automated Evaluation Methodology","text":"","category":"section"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"Each model's and prompt's performance is evaluated based on several criteria:","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"Parsing: Does the generated code parse correctly in Julia?\nExecution: Can the code execute without errors?\nUnit Tests: Do the included unit tests pass?\nExample Runs: Does the code run in a provided example scenario?","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"At the moment, all criteria are weighed equally and each test case can earn a maximum of 100 points. ","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"If a code passes all criteria, it gets 100/100 points. ","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"If it fails one criterion (eg, all unit tests), it gets 75/100 points. ","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"If it fails two criteria (eg, it runs but all examples and unit tests are broken), it gets 50 points, and so on.","category":"page"},{"location":"methodology/#Definition.toml","page":"Methodology","title":"Definition.toml","text":"","category":"section"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"Each test case is defined in a definition.toml file with the structure described in Anatomy of definition.toml.","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"We chose TOML format because it is human-readable and easy to edit in a text editor / GITHub.","category":"page"},{"location":"methodology/#Repo-Structure-/-Naming-Convention","page":"Methodology","title":"Repo Structure / Naming Convention","text":"","category":"section"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"To enhance transparency and reproducibility, we save all conversations and evaluations in a nested folder structure.","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"Folder Convention: ","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"Definitions are saved in nested folders following the format code_generation/category/test_case_name/definition.toml\nEvaluation results are saved in nested sub-folders, keyed by the model:\nEvaluation result: code_generation/category/test_case_name/model/evaluation__PROMPT__STRATEGY__TIMESTAMP.json\nConversation: code_generation/category/test_case_name/model/conversation__PROMPT__STRATEGY__TIMESTAMP.json","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"You can load any conversation with PromptingTools.load_conversation() and display it with edit or preview depending on your IDE/preference.","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"You can load any evaluation with JSON3.read and score it with score_eval.","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"EditURL = \"../../../examples/summarize_results_test_cases.jl\"","category":"page"},{"location":"examples/summarize_results_test_cases/#Results-by-Test-Cases","page":"By Test Case","title":"Results by Test Cases","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"We currently have only a few test cases across 2 categories: data_analysis and utility_functions (see folder code_generation/).","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"In this note, we preview each test case and highlight the highest the best performing model for it.","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta, Markdown\nusing Statistics: mean, median, quantile;\nunscrub_string(s::AbstractString) = split(s, \"_\") .|> titlecase |> x -> join(x, \" \");\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4-turbo-2024-04-09\",\n \"gpt-4o-2024-05-13\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\"\n];\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\",\n \"JuliaExpertAskXML\",\n \"JuliaExpertCoTTaskXML\"\n];","category":"page"},{"location":"examples/summarize_results_test_cases/#Load-Results","page":"By Test Case","title":"Load Results","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Use only the 5 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"df = load_evals(DIR_RESULTS; max_history = 5);\nfn_definitions = find_definitions(DIR_RESULTS);\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"There are currently 14 test cases.","category":"page"},{"location":"examples/summarize_results_test_cases/#Tabular-Overview","page":"By Test Case","title":"Tabular Overview","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Overview of all test cases, sorted by average score and with the winning model highlighted (separated by Paid vs Open-Source)","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"# Pre-aggregate winning models\ntop_model = @chain df begin\n # remove qwen models as they are not correct!\n @rsubset !occursin(\"qwen\", :model)\n @rsubset !endswith(:model, \"--optim\")\n @by [:model, :name] :score=mean(:score)\n @rtransform :is_paid = :model in PAID_MODELS_DEFAULT\n @orderby -:score\n combine(first, groupby(_, [:name, :is_paid]))\n @rtransform :winner = \"$(:model) ($(round(:score;digits=1)))\"\n select(Not(:model, :score))\nend\n# Aggregate by test case\n@chain df begin\n @rsubset :prompt_label in PROMPTS\n @by :name begin\n :average_score = mean(:score)\n :average_elapsed = mean(:elapsed_seconds)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n :count_samples = $nrow\n end\n @rtransform :average_score=round(:average_score; digits = 1) :average_elapsed=round(\n :average_elapsed;\n digits = 1)\n leftjoin(_,\n @rsubset(top_model, :is_paid),\n on = [:name],\n validate = (true, true),\n makeunique = true)\n leftjoin(_,\n @rsubset(top_model, :is_paid==false),\n on = [:name],\n validate = (true, true),\n makeunique = true)\n select(Not(:is_paid, :is_paid_1))\n rename(:winner => :paid_winner, :winner_1 => :oss_winner)\n rename(_, names(_) .|> unscrub_string)\nend","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"
14×8 DataFrame
RowNameAverage ScoreAverage ElapsedCount Zero ScoreCount Full ScoreCount SamplesPaid WinnerOss Winner
StringFloat64Float64Int64Int64Int64String?String?
1count_model_rows55.012.32472921270claude-3-opus-20240229 (98.4)meta-llama/Llama-3-70b-chat-hf (100.0)
2FloatWithUnits71.711.12718261322claude-3-haiku-20240307 (100.0)meta-llama/Llama-3-70b-chat-hf (100.0)
3clean_column66.39.52274671251claude-3-opus-20240229 (100.0)claude-2.1 (100.0)
4event_scheduler50.316.83131901269gpt-4-0125-preview (94.4)meta-llama/Llama-3-70b-chat-hf (100.0)
5keep_only_names64.010.22134001218mistral-large-2402 (97.6)meta-llama/Llama-3-8b-chat-hf (100.0)
6timezone_bumper69.812.81676171212claude-3-opus-20240229 (100.0)deepseek-coder:33b-instruct-q4_K_M (100.0)
7weather_data_analyzer60.317.2254921270deepseek-chat (93.0)meta-llama/Llama-3-70b-chat-hf (95.0)
8wrap_string60.214.72291221215gpt-4-turbo-2024-04-09 (95.0)claude-2.1 (92.8)
9add_yearmonth50.614.32392251275claude-3-haiku-20240307 (87.7)mistralai/Mixtral-8x22B-Instruct-v0.1 (79.8)
10q_and_a_extractor40.816.437301240claude-3-opus-20240229 (67.3)mistralai/Mixtral-8x22B-Instruct-v0.1 (73.7)
11ispersonal44.013.62652711220deepseek-coder (84.0)nous-hermes2:34b-yi-q4_K_M (68.0)
12extract_julia_code39.412.934801246claude-3-opus-20240229 (65.2)meta-llama/Llama-3-70b-chat-hf (61.5)
13audi_filter39.314.43361221269claude-3-opus-20240229 (94.0)mistralai/Mixtral-8x22B-Instruct-v0.1 (61.0)
14pig_latinify33.518.231001216claude-3-opus-20240229 (68.9)deepseek-coder:33b-instruct-q4_K_M (51.1)
","category":"page"},{"location":"examples/summarize_results_test_cases/#Individual-Test-Cases","page":"By Test Case","title":"Individual Test Cases","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"io = IOBuffer()\nfor fn in fn_definitions\n # fn = fn_definitions[1]\n d = load_definition(fn)[\"code_generation\"]\n\n println(io, \"### Test Case: $(\"`\"*(d[\"name\"])*\"`\")\")\n println(io)\n println(io, \"- Definition file: `$(relpath(fn,pkgdir(JuliaLLMLeaderboard)))`\")\n println(io, \"- Prompt: \\\"$(d[\"prompt\"])\\\"\")\n println(io, \"- Evaluation criteria: $(join(\"`\".*d[\"criteria\"].*\"`\",\", \"))\")\n println(io, \"- Allowed imports: $(join(d[\"imports\"],\", \"))\")\n println(io, \"- Defined examples: $(length(get(d,\"examples\",[])))\")\n println(io, \"- Defined unit tests: $(length(get(d,\"unit_tests\",[])))\")\n println(io, \"- Reference solution: \\n\\n`````julia\\n$(d[\"reference_solution\"])\\n`````\\n\")\n # Paid model winner\n winner = @chain df begin\n @rsubset :model in PAID_MODELS_DEFAULT && :prompt_label in PROMPTS\n @rsubset :name == d[\"name\"]\n @by :model begin\n :score = mean(:score)\n :elapsed = mean(:elapsed_seconds)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n :cnt = $nrow\n end\n @orderby -:score\n first\n end\n println(io,\n \"**Winning Paid Model:** \\\"$(winner.model)\\\" with average score $(round(winner.score;digits=1)) (Full score: $(winner.count_full_score)/$(winner.cnt), Zero score: $(winner.count_zero_score)/$(winner.cnt)) \\n\")\n # OSS winner\n winner = @chain df begin\n @rsubset !any(startswith.(:model, PAID_MODELS_DEFAULT)) && :prompt_label in PROMPTS\n @rsubset :name == d[\"name\"]\n @by :model begin\n :score = mean(:score)\n :elapsed = mean(:elapsed_seconds)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n :cnt = $nrow\n end\n @orderby -:score\n first\n end\n println(io,\n \"**Winning Locally-hosted Model:** \\\"$(winner.model)\\\" with average score $(round(winner.score;digits=1)) (Full score: $(winner.count_full_score)/$(winner.cnt), Zero score: $(winner.count_zero_score)/$(winner.cnt)) \\n\")\n println(io, \"\\n\")\nend\nMD(String(take!(io)))","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-add_yearmonth","page":"By Test Case","title":"Test Case: add_yearmonth","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/data_analysis/add_yearmonth/definition.toml\nPrompt: \"Given a DataFrame df with column dt representing DateTimes. Write a function add_yearmonth that creates a new column ym by extracting year and month from dt and concatenating them together as an integer in format: “yyyymm”.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: DataFrames, Dates\nDefined examples: 4\nDefined unit tests: 4\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using DataFrames, Dates\n\nfunction add_yearmonth(df::DataFrame)\n return transform(df, :dt => ByRow(dt -> year(dt) * 100 + month(dt)) => :ym)\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-haiku-20240307\" with average score 87.7 (Full score: 28/35, Zero score: 3/35) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"mistralai/Mixtral-8x22B-Instruct-v0.1\" with average score 79.8 (Full score: 14/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-audi_filter","page":"By Test Case","title":"Test Case: audi_filter","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/data_analysis/audi_filter/definition.toml\nPrompt: \"You are given a DataFrame df_cars with car data with columns manufacturer and model. Write a function audifilter that filters down the dataset to only the rows with manufacturer “audi” and model being “a4 or “a4 quattro”, then it should create a new column `audia4_typethat equalstrue` across all rows. Then return the resulting DataFrame.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: DataFrames\nDefined examples: 2\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using DataFrames\n\nfunction audi_filter(df::DataFrame)\n # Filter for Audi A4 and Audi A4 Quattro\n filtered_df = filter(row -> row.manufacturer == \"audi\" && (row.model == \"a4\" || row.model == \"a4 quattro\"), eachrow(df)) |> DataFrame\n # Add new column\n filtered_df.audi_a4_type .= true\n return filtered_df\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-opus-20240229\" with average score 94.0 (Full score: 22/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"mistralai/Mixtral-8x22B-Instruct-v0.1\" with average score 61.0 (Full score: 7/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-count_model_rows","page":"By Test Case","title":"Test Case: count_model_rows","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/data_analysis/count_model_rows/definition.toml\nPrompt: \"Given a DataFrame dfcars with column model, write a function `countmodel_rows` that groups data by model and calculate how many rows there are for each.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: DataFrames\nDefined examples: 2\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using DataFrames\n\nfunction count_model_rows(df::DataFrame)\n grouped_df = groupby(df, :model)\n return combine(grouped_df, nrow => :count)\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-opus-20240229\" with average score 98.4 (Full score: 23/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-weather_data_analyzer","page":"By Test Case","title":"Test Case: weather_data_analyzer","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/data_analysis/weather_data_analyzer/definition.toml\nPrompt: \"You are given a list of daily temperature data temps (numbers). Write a function weather_data_analyzer that performs statistical analyses on this data (use Statistics package). The function should return results in named tuple (construct it with (; key1=value1,key2=value2) syntax) containing the average, max, min temperatures, and a trend (can be only: :increasing, :decreasing, or :stable). If the list is empty, the function should return a named tuple with all values set to nothing.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Statistics\nDefined examples: 5\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using Statistics\n\nfunction weather_data_analyzer(temps)\n if isempty(temps)\n return (; average=nothing, max=nothing, min=nothing, trend=nothing)\n else\n average = mean(temps)\n max_temp = maximum(temps)\n min_temp = minimum(temps)\n trend = if all(diff(temps) .> 0)\n :increasing\n elseif all(diff(temps) .< 0)\n :decreasing\n else\n :stable\n end\n return (; average=average, max=max_temp, min=min_temp, trend=trend)\n end\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"deepseek-chat\" with average score 93.0 (Full score: 5/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 95.0 (Full score: 10/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-FloatWithUnits","page":"By Test Case","title":"Test Case: FloatWithUnits","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/FloatWithUnits/definition.toml\nPrompt: \"Given a struct FloatWithUnits with fields value and unit (make sure to define it!), write a show method for it that will concatenate the value and unit with a space like this \"1.8 meters\".\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 2\nDefined unit tests: 3\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"struct FloatWithUnits\n value::Float64\n unit::String\nend\nBase.show(io::IO, f::FloatWithUnits) = print(io, f.value, \" \", f.unit)\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-haiku-20240307\" with average score 100.0 (Full score: 35/35, Zero score: 0/35) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-clean_column","page":"By Test Case","title":"Test Case: clean_column","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/clean_column/definition.toml\nPrompt: \"Write a function clean_column that cleans a column name (col) by lowercasing it, stripping any leading or trailing whitespaces, and replacing any spaces and hyphens with an underscore, eg, \"My Column\" becomes \"my_column\".\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 3\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function clean_column(col)\n return lowercase(col) |> strip |> x -> replace(x, r\"[\\s-]\" => \"_\")\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-opus-20240229\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"claude-2.1\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-event_scheduler","page":"By Test Case","title":"Test Case: event_scheduler","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/event_scheduler/definition.toml\nPrompt: \"You are given a list of events where each event is a tuple with a start and a finish time (in the format 'YYYY-MM-DD HH:MM'). Write a function event_scheduler that checks for any scheduling conflicts among the events. The function should return \"No conflicts\" if there are no overlapping events and \"Conflict\" if any events overlap in time. If the list is empty, return \"No events\". Use package Dates for parsing.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Dates\nDefined examples: 5\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using Dates\n\nfunction event_scheduler(events)\n if isempty(events)\n return \"No events\"\n end\n \n # Sort the events based on the start time\n sorted_events = sort(events, by = e -> Dates.DateTime(e[1], \"yyyy-mm-dd HH:MM\"))\n \n # Check for conflicts\n for i in 1:length(sorted_events)-1\n if Dates.DateTime(sorted_events[i][2], \"yyyy-mm-dd HH:MM\") > Dates.DateTime(sorted_events[i+1][1], \"yyyy-mm-dd HH:MM\")\n return \"Conflict\"\n end\n end\n \n return \"No conflicts\"\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"gpt-4-0125-preview\" with average score 94.4 (Full score: 15/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-extract_julia_code","page":"By Test Case","title":"Test Case: extract_julia_code","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/extract_julia_code/definition.toml\nPrompt: \"You are provided a markdown document md with julia language code blocks. Write a function extract_julia_code that extracts all the code blocks, removes code fences and joins the code blocks (if there are multiple) together with a newline. Return a String. Do not provide any examples.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 4\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function extract_julia_code(md::AbstractString)\n code_blocks = eachmatch(r\"```julia\n(.*?)\n```\"s, md)\n join([code.captures[1] for code in code_blocks], \"\n\")\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-opus-20240229\" with average score 65.2 (Full score: 0/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 61.5 (Full score: 0/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-ispersonal","page":"By Test Case","title":"Test Case: ispersonal","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/ispersonal/definition.toml\nPrompt: \"Write a function ispersonal that returns a trait if the provided Vehicle type is a personal vehicle for everyday driving. All vehicles are subtypes of AbstractVehicle. Function must work for types: Car, Motorcycle, Bus, Truck. The first two should return true, the latter two should return false . The function should default to false for any other subtype of AbstractVehicle. Provide an example.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 4\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"abstract type AbstractVehicle end\n\nstruct Car <: AbstractVehicle end\nstruct Motorcycle <: AbstractVehicle end\nstruct Bus <: AbstractVehicle end\nstruct Truck <: AbstractVehicle end\n\nispersonal(vehicle::AbstractVehicle) = false\nispersonal(vehicle::Union{Car,Motorcycle}) = true\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"deepseek-coder\" with average score 84.0 (Full score: 17/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"nous-hermes2:34b-yi-q4KM\" with average score 68.0 (Full score: 14/25, Zero score: 2/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-keep_only_names","page":"By Test Case","title":"Test Case: keep_only_names","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/keep_only_names/definition.toml\nPrompt: \"Write a function keep_only_names which iterates over the provided list of words (words) and removes all words that do not start with a capital letter (eg, remove \"dog\" but keep \"Dog\").\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 4\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function keep_only_names(words)\n return filter(word -> isuppercase(first(word)), words)\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"mistral-large-2402\" with average score 97.6 (Full score: 22/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-8b-chat-hf\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-pig_latinify","page":"By Test Case","title":"Test Case: pig_latinify","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/pig_latinify/definition.toml\nPrompt: \"Write a pig latin transformer called pig_latinify that operates on a vector of strings. It iterates over each string and changes it to pig latin. Each iteration should run on a separate thread.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Base.Threads\nDefined examples: 4\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function to_pig_latin(word::AbstractString)\n vowels = \"aeiouAEIOU\"\n first_vowel_idx = findfirst(c -> c in vowels, word)\n if isnothing(first_vowel_idx) || first_vowel_idx == 1\n return word * \"ay\"\n else\n return word[first_vowel_idx:end] * word[1:first_vowel_idx-1] * \"ay\"\n end\nend\n\nfunction pig_latinify(words::Vector{<:AbstractString})\n transform = similar(words)\n Threads.@threads for i in 1:length(words)\n transform[i] = to_pig_latin(words[i])\n end\n return transform\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-opus-20240229\" with average score 68.9 (Full score: 0/25, Zero score: 1/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"codellama:13b-instruct-q4KM\" with average score 48.6 (Full score: 0/25, Zero score: 2/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-q_and_a_extractor","page":"By Test Case","title":"Test Case: q_and_a_extractor","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/q_and_a_extractor/definition.toml\nPrompt: \"You are given a markdown-formatted text md. Write a function q_and_a_extractor to extract all text in the markdown sections Question and Answer (starting with # Question and # Answer, respectively) and return the answer in a tuple like (question,answer). Strip any leading spaces and newlines from the extracted text.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 3\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function q_and_a_extractor(md::AbstractString)\n question = match(r\"(?<=# Question\n).*?(?=\n# [A-Za-z]+|$)\"s, md)\n answer = match(r\"(?<=# Answer\n).*?(?=\n# [A-Za-z]+|$)\"s, md)\n\n return (question === nothing ? \"\" : strip(question.match)),\n (answer === nothing ? \"\" : strip(answer.match))\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-opus-20240229\" with average score 67.3 (Full score: 0/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"mistralai/Mixtral-8x22B-Instruct-v0.1\" with average score 73.7 (Full score: 0/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-timezone_bumper","page":"By Test Case","title":"Test Case: timezone_bumper","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/timezone_bumper/definition.toml\nPrompt: \"Write a function timezone_bumper(dt,bump) that increases any provided timestamp by bump::Int hours (defaults to +3 hours). Make sure it works only for DateTime types and throws an error for Date types.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Dates\nDefined examples: 5\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using Dates\n\nfunction timezone_bumper(timestamp::DateTime, bump::Int=3)\n return timestamp + Hour(bump)\nend\n\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-opus-20240229\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-wrap_string","page":"By Test Case","title":"Test Case: wrap_string","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/wrap_string/definition.toml\nPrompt: \"Write a function wrap_string. It iterates over words and it will add a new line each time a maximum text_width::Int=10 would be exceeded. Provide an example\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 2\nDefined unit tests: 6\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function wrap_string(text::AbstractString, text_width::Int=10)\n words = split(text)\n line_length = 0\n wrapped_text = \"\"\n num_words = length(words)\n for i in eachindex(words)\n word = words[i]\n # +1 for separator length for all but the last word\n sep_length = (i == num_words) ? 0 : 1\n if line_length + length(word) + sep_length > text_width\n wrapped_text *= \"\n\"\n line_length = 0\n end\n wrapped_text *= word * \" \"\n line_length += length(word) + 1\n end\n return strip(wrapped_text)\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"gpt-4-1106-preview\" with average score 97.8 (Full score: 14/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"claude-2.1\" with average score 92.8 (Full score: 12/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"This page was generated using Literate.jl.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"EditURL = \"../../../examples/summarize_results_prompts.jl\"","category":"page"},{"location":"examples/summarize_results_prompts/#Results-by-Prompt-Templates","page":"By Prompts","title":"Results by Prompt Templates","text":"","category":"section"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"What prompt you use can sometimes matter more than the model. Here we compare the performance of various prompt templates in PromptingTools.jl package.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta\nusing Statistics: mean, median, quantile;\nunscrub_string(s::AbstractString) = split(s, \"_\") .|> titlecase |> x -> join(x, \" \");\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4-turbo-2024-04-09\",\n \"gpt-4o-2024-05-13\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"claude-2.1\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\"\n];\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\"\n];","category":"page"},{"location":"examples/summarize_results_prompts/#Load-Results","page":"By Prompts","title":"Load Results","text":"","category":"section"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Use only the 5 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"df = @chain begin\n load_evals(DIR_RESULTS; max_history = 5)\n @rsubset :prompt_label in PROMPTS\n # remove qwen models as they are not correct!\n @rsubset !occursin(\"qwen\", :model)\nend;","category":"page"},{"location":"examples/summarize_results_prompts/#Overview-of-Prompt-Templates","page":"By Prompts","title":"Overview of Prompt Templates","text":"","category":"section"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"We've added an \"AsIs\" prompt template, which is just the raw task definition (nothing added). As you can see below, it's pretty bad, because the models fail to detect from the context that they should produce Julia code. In short, always use a prompt template, even if it's just a simple one.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Show scatter plot elapsed / score, where prompts are separated by different colors.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"fig = @chain df begin\n @aside local xlims = quantile(df.elapsed_seconds, [0.01, 0.99])\n @rsubset !occursin(\"--optim\", :model)\n @by [:model, :prompt_label] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n data(_) * mapping(:elapsed => \"Avg. Elapsed Time (s)\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :prompt_label => \"Prompt\")\n draw(; figure = (size = (600, 600),),\n axis = (xticklabelrotation = 45,\n title = \"Elapsed Time vs Score by Prompt [PRELIMINARY]\",\n limits = (xlims..., nothing, nothing)),\n palettes = (; color = Makie.ColorSchemes.tab20.colors))\nend\nSAVE_PLOTS && save(\"assets/elapsed-vs-score-scatter-prompts.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"A few learnings so far:","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Never use the \"AsIs\" prompt (ie, raw task definition). ALWAYS add some context around the language, situation, etc.\nEven a simple \"In Julia, answer XYZ\" prompt can be quite effective. Note that the bigger prompts (\"CoT\" stands for Chain of Thought) might be confusing the smaller models, hence why this prompt is so effective on average.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Table:","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"output = @chain df begin\n @by [:prompt_label] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n end\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n @orderby -:score\n rename(\"prompt_label\" => \"Prompt Template\",\n \"score\" => \"Avg. Score (Max 100 pts)\",\n \"elapsed_median\" => \"Elapsed (s, median)\",\n \"elapsed\" => \"Elapsed (s, average)\",\n \"score_median\" => \"Median Score (Max 100 pts)\")\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Prompt Template Elapsed (s, average) Elapsed (s, median) Avg. Score (Max 100 pts) Median Score (Max 100 pts)\nInJulia 13.9 9.7 56.5 55.0\nJuliaExpertAsk 9.9 6.5 54.6 50.0\nJuliaRecapTask 16.4 11.4 53.3 50.0\nJuliaExpertCoTTask 15.2 10.4 50.9 50.0\nJuliaRecapCoTTask 15.9 11.3 50.0 50.0","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"This page was generated using Literate.jl.","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"EditURL = \"../../../examples/summarize_results_test_cases_waitlist.jl\"","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Results-by-Test-Cases-WAITLIST","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Preview of test cases on the waitlist, to be added to the main evaluation.","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"In this note, we preview each test case and highlight the highest the best performing model for it.","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta, Markdown\nusing Statistics: mean, median, quantile;\nunscrub_string(s::AbstractString) = split(s, \"_\") .|> titlecase |> x -> join(x, \" \");\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation_waitlist\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4o-2024-05-13\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\"\n];\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\",\n \"JuliaExpertAskXML\",\n \"JuliaExpertCoTTaskXML\"\n];","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Load-Results","page":"Results by Test Cases - WAITLIST","title":"Load Results","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Use only the 5 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"df = load_evals(DIR_RESULTS; max_history = 5);\nfn_definitions = find_definitions(DIR_RESULTS);\n","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"There are currently 2 test cases.","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Tabular-Overview","page":"Results by Test Cases - WAITLIST","title":"Tabular Overview","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Overview of all test cases, sorted by average score and with the winning model highlighted (separated by Paid vs Open-Source)","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"# Pre-aggregate winning models\ntop_model = @chain df begin\n # remove qwen models as they are not correct!\n @rsubset !occursin(\"qwen\", :model)\n @rsubset !endswith(:model, \"--optim\")\n @by [:model, :name] :score=mean(:score)\n @rtransform :is_paid = :model in PAID_MODELS_DEFAULT\n @orderby -:score\n combine(first, groupby(_, [:name, :is_paid]))\n @rtransform :winner = \"$(:model) ($(round(:score;digits=1)))\"\n select(Not(:model, :score))\nend\n# Aggregate by test case\n@chain df begin\n @rsubset :prompt_label in PROMPTS\n @by :name begin\n :average_score = mean(:score)\n :average_elapsed = mean(:elapsed_seconds)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n :count_samples = $nrow\n end\n @rtransform :average_score=round(:average_score; digits = 1) :average_elapsed=round(\n :average_elapsed;\n digits = 1)\n leftjoin(_,\n @rsubset(top_model, :is_paid),\n on = [:name],\n validate = (true, true),\n makeunique = true)\n leftjoin(_,\n @rsubset(top_model, :is_paid==false),\n on = [:name],\n validate = (true, true),\n makeunique = true)\n select(Not(:is_paid, :is_paid_1))\n rename(:winner => :paid_winner, :winner_1 => :oss_winner)\n rename(_, names(_) .|> unscrub_string)\nend","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"
2×8 DataFrame
RowNameAverage ScoreAverage ElapsedCount Zero ScoreCount Full ScoreCount SamplesPaid WinnerOss Winner
StringFloat64Float64Int64Int64Int64String?String?
1find_mean78.516.39104180mistral-small-2402 (91.7)codellama:13b (77.0)
2find_median61.614.784180gpt-4-0125-preview (81.3)magicoder:7b-s-cl-q6_K (52.1)
","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Individual-Test-Cases","page":"Results by Test Cases - WAITLIST","title":"Individual Test Cases","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"io = IOBuffer()\nfor fn in fn_definitions\n # fn = fn_definitions[1]\n d = load_definition(fn)[\"code_generation\"]\n\n println(io, \"### Test Case: $(\"`\"*(d[\"name\"])*\"`\")\")\n println(io)\n println(io, \"- Definition file: `$(relpath(fn,pkgdir(JuliaLLMLeaderboard)))`\")\n println(io, \"- Prompt: \\\"$(d[\"prompt\"])\\\"\")\n println(io, \"- Evaluation criteria: $(join(\"`\".*d[\"criteria\"].*\"`\",\", \"))\")\n println(io, \"- Allowed imports: $(join(d[\"imports\"],\", \"))\")\n println(io, \"- Defined examples: $(length(get(d,\"examples\",[])))\")\n println(io, \"- Defined unit tests: $(length(get(d,\"unit_tests\",[])))\")\n println(io, \"- Reference solution: \\n\\n`````julia\\n$(d[\"reference_solution\"])\\n`````\\n\")\n # Paid model winner\n winner = @chain df begin\n @rsubset :model in PAID_MODELS_DEFAULT && :prompt_label in PROMPTS\n @rsubset :name == d[\"name\"]\n @by :model begin\n :score = mean(:score)\n :elapsed = mean(:elapsed_seconds)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n :cnt = $nrow\n end\n @orderby -:score\n first\n end\n println(io,\n \"**Winning Paid Model:** \\\"$(winner.model)\\\" with average score $(round(winner.score;digits=1)) (Full score: $(winner.count_full_score)/$(winner.cnt), Zero score: $(winner.count_zero_score)/$(winner.cnt)) \\n\")\n # OSS winner\n # winner = @chain df begin\n # @rsubset !any(startswith.(:model, PAID_MODELS_DEFAULT)) && :prompt_label in PROMPTS\n # @rsubset :name == d[\"name\"]\n # @by :model begin\n # :score = mean(:score)\n # :elapsed = mean(:elapsed_seconds)\n # :count_zero_score = count(iszero, :score)\n # :count_full_score = count(==(100), :score)\n # :cnt = $nrow\n # end\n # @orderby -:score\n # first\n # end\n # println(io,\n # \"**Winning Locally-hosted Model:** \\\"$(winner.model)\\\" with average score $(round(winner.score;digits=1)) (Full score: $(winner.count_full_score)/$(winner.cnt), Zero score: $(winner.count_zero_score)/$(winner.cnt)) \\n\")\n println(io, \"\\n\")\nend\nMD(String(take!(io)))","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Test-Case:-find_mean","page":"Results by Test Cases - WAITLIST","title":"Test Case: find_mean","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Definition file: code_generation_waitlist/statistics/find_mean/definition.toml\nPrompt: \"Write a function find_mean. It computes the weighted mean of array A with weight vector w. Provide an example\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Test\nDefined examples: 4\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"function find_mean(data::AbstractVector, weights::AbstractVector)\n @assert length(data) == length(weights) \"Data and weights must have the same length\"\n \n total_weight = sum(weights)\n @assert total_weight != 0 \"Total weight cannot be zero\"\n \n sum_product = sum(data .* weights)\n \n return sum_product / total_weight\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Winning Paid Model: \"mistral-small-2402\" with average score 91.7 (Full score: 21/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Test-Case:-find_median","page":"Results by Test Cases - WAITLIST","title":"Test Case: find_median","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Definition file: code_generation_waitlist/statistics/find_median/definition.toml\nPrompt: \"Write a function find. It computes median over arbitrary array. Provide an example\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Test, Statistics\nDefined examples: 4\nDefined unit tests: 10\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"function find_median(v::AbstractVector)\n isempty(v) && throw(ArgumentError(\"median of an empty array is undefined.\"))\n eltype(v)>:Missing && any(ismissing, v) && return missing\n any(x -> x isa Number && isnan(x), v) && return convert(eltype(v), NaN)\n inds = axes(v, 1)\n n = length(inds)\n mid = div(first(inds)+last(inds),2)\n if isodd(n)\n return middle(partialsort!(v,mid))\n else\n m = partialsort!(v, mid:mid+1)\n return middle(m[1], m[2])\n end\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Winning Paid Model: \"gpt-4-0125-preview\" with average score 81.3 (Full score: 1/25, Zero score: 1/25) ","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"This page was generated using Literate.jl.","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"EditURL = \"../../../examples/summarize_results_paid.jl\"","category":"page"},{"location":"examples/summarize_results_paid/#Results-for-Paid-LLM-APIs","page":"Paid APIs","title":"Results for Paid LLM APIs","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"The below captures the performance of 3 models from two commercial LLM APIs: OpenAI (GPT-3.5 Turbo, GPT-4, ...) and MistralAI (tiny, small, medium).","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"There are many other providers, but OpenAI is the most commonly used. MistralAI commercial API has launched recently and has a very good relationship with the Open-Source community, so we've added it as a challenger to compare OpenAI's cost effectiveness (\"cost per point\", ie, how many cents would you pay for 1pt in this benchmark)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta\nusing Statistics: mean, median, quantile, std;\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4-turbo-2024-04-09\",\n \"gpt-4o-2024-05-13\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"claude-2.1\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\"\n];\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\"\n];","category":"page"},{"location":"examples/summarize_results_paid/#Load-Latest-Results","page":"Paid APIs","title":"Load Latest Results","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Use only the 10 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"df = @chain begin\n load_evals(DIR_RESULTS; max_history = 10)\n @rsubset :model in PAID_MODELS_DEFAULT && :prompt_label in PROMPTS\nend;","category":"page"},{"location":"examples/summarize_results_paid/#Model-Comparison","page":"Paid APIs","title":"Model Comparison","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Highest average score by model:","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"fig = @chain df begin\n @by [:model] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n end\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n @orderby -:score\n @aside local order_ = _.model\n data(_) *\n mapping(:model => sorter(order_) => \"Model\",\n :score => \"Avg. Score (Max 100 pts)\") *\n visual(BarPlot; bar_labels = :y,\n label_offset = 0, label_rotation = 1)\n draw(;\n axis = (limits = (nothing, nothing, 0, 100),\n xticklabelrotation = 45,\n title = \"Paid APIs Performance\"))\nend\nSAVE_PLOTS && save(\"assets/model-comparison-paid.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Table:","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"output = @chain df begin\n @by [:model] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n :score_std_deviation = std(:score)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n end\n transform(_,\n [:elapsed, :score, :score_std_deviation] .=> ByRow(x -> round(x, digits = 1)),\n renamecols = false)\n @rtransform :cost_cents = round(:cost * 100; digits = 2)\n select(Not(:cost))\n @orderby -:score\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Model Elapsed Score Score Std Deviation Count Zero Score Count Full Score Cost Cents\nclaude-3-opus-20240229 20.3 83.2 19.6 2 329 3.9\nclaude-3-sonnet-20240229 8.7 78.8 26.2 22 308 0.73\ngpt-4-turbo-2024-04-09 10.8 75.3 29.6 38 290 1.38\nclaude-3-haiku-20240307 4.0 74.9 27.2 9 261 0.05\ngpt-4-0125-preview 30.3 74.4 30.3 39 284 1.29\ngpt-4-1106-preview 22.4 74.4 29.9 19 142 1.21\ngpt-4o-2024-05-13 4.3 72.9 29.1 29 257 0.0\ndeepseek-coder 13.0 71.6 32.6 39 115 0.01\nmistral-large-2402 8.5 71.6 27.2 13 223 0.0\ndeepseek-chat 17.9 71.3 32.9 30 140 0.01\nclaude-2.1 10.1 67.9 30.8 47 229 0.8\ngpt-3.5-turbo-0125 1.2 61.7 36.6 125 192 0.03\nmistral-medium 18.1 60.8 33.2 22 90 0.41\nmistral-small 5.9 60.1 30.2 27 76 0.09\nmistral-small-2402 5.3 59.9 29.4 31 169 0.0\ngpt-3.5-turbo-1106 2.1 58.4 39.2 82 97 0.04\nmistral-tiny 4.6 46.9 32.0 75 42 0.02\ngpt-3.5-turbo 3.6 42.3 38.2 132 54 0.04\ngemini-1.0-pro-latest 4.2 34.8 27.4 181 25 0.0","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"While the victory of GPT-4 is not surprising, note that the our sample size is small and the standard deviation is quite high.","category":"page"},{"location":"examples/summarize_results_paid/#Overview-by-Prompt-Template","page":"Paid APIs","title":"Overview by Prompt Template","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Bar chart with all paid models and various prompt templates","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"fig = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n @aside local average_ = @by(_, :model, :avg=mean(:score)) |>\n x -> @orderby(x, -:avg).model\n data(_) *\n mapping(:model => sorter(average_) => \"Model\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :prompt_label => \"Prompts\",\n dodge = :prompt_label) * visual(BarPlot)\n draw(;\n figure = (; size = (900, 600)),\n axis = (xticklabelrotation = 45, title = \"Comparison for Paid APIs\"))\nend\nSAVE_PLOTS && save(\"assets/model-prompt-comparison-paid.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Table:","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Surprised by the low performance of some models (eg, GPT 3.5 Turbo) on the CoT prompts? It's because the model accidentally sends a \"stop\" token before it writes the code.","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"output = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n end\n @aside average_ = @by _ :model :AverageScore=mean(:score) |> x -> round(x, digits = 1)\n unstack(:model, :prompt_label, :score; fill = 0.0)\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n leftjoin(average_, on = :model)\n @orderby -:AverageScore\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"model InJulia JuliaExpertAsk JuliaExpertCoTTask JuliaRecapCoTTask JuliaRecapTask AverageScore\nclaude-3-opus-20240229 84.1 84.0 85.1 81.6 81.2 83.2\nclaude-3-sonnet-20240229 80.9 79.0 80.3 75.6 78.2 78.8\ngpt-4-turbo-2024-04-09 76.5 78.5 75.6 73.4 72.3 75.3\nclaude-3-haiku-20240307 75.1 75.0 64.1 79.1 81.3 74.9\ngpt-4-0125-preview 72.7 77.5 72.4 75.0 74.6 74.4\ngpt-4-1106-preview 74.9 79.1 71.8 72.4 73.6 74.4\ngpt-4o-2024-05-13 71.2 75.7 80.6 67.9 69.2 72.9\ndeepseek-coder 81.1 69.9 56.8 71.9 78.1 71.6\nmistral-large-2402 67.9 71.1 71.0 74.2 73.6 71.6\ndeepseek-chat 76.4 56.4 75.3 72.5 75.5 71.2\nclaude-2.1 64.3 65.4 72.2 69.2 68.4 67.9\ngpt-3.5-turbo-0125 73.0 74.7 64.7 29.3 66.9 61.7\nmistral-medium 63.1 60.5 63.4 55.9 61.2 60.8\nmistral-small 67.3 61.4 59.9 56.1 55.9 60.1\nmistral-small-2402 61.7 63.0 62.1 56.6 55.9 59.9\ngpt-3.5-turbo-1106 74.6 73.6 73.4 15.4 55.0 58.4\nmistral-tiny 51.7 44.3 41.1 50.5 47.2 47.0\ngpt-3.5-turbo 73.1 60.9 32.8 26.2 18.4 42.3\ngemini-1.0-pro-latest 36.0 38.6 35.2 30.8 33.3 34.8","category":"page"},{"location":"examples/summarize_results_paid/#Other-Considerations","page":"Paid APIs","title":"Other Considerations","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Comparison of Cost vs Average Score","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"fig = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n data(_) * mapping(:cost => (x -> x * 100) => \"Avg. Cost (US Cents/query)\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :model => \"Model\")\n draw(;\n axis = (xticklabelrotation = 45,\n title = \"Cost vs Score for Paid APIs\"))\nend\nSAVE_PLOTS && save(\"assets/cost-vs-score-scatter-paid.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Table:","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Point per cent is the average score divided by the average cost in US cents","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"output = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score_avg = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n @rtransform :point_per_cent = :score_avg / :cost / 100\n @orderby -:point_per_cent\n #\n transform(_,\n names(_, Not(:model, :prompt_label, :cost)) .=> ByRow(x -> round(x, digits = 1)),\n renamecols = false)\n @rtransform :cost_cents = round(:cost * 100; digits = 2)\n select(Not(:cost))\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Model Prompt Label Elapsed Score Avg Score Median Cnt Point Per Cent Cost Cents\ngemini-1.0-pro-latest InJulia 4.1 36.0 25.0 140.0 Inf 0.0\ngemini-1.0-pro-latest JuliaExpertAsk 3.9 38.6 50.0 140.0 Inf 0.0\ngemini-1.0-pro-latest JuliaExpertCoTTask 4.0 35.2 25.0 140.0 Inf 0.0\ngemini-1.0-pro-latest JuliaRecapCoTTask 4.8 30.8 25.0 140.0 Inf 0.0\ngemini-1.0-pro-latest JuliaRecapTask 4.3 33.3 25.0 140.0 Inf 0.0\ngpt-4o-2024-05-13 InJulia 4.2 71.2 85.0 140.0 Inf 0.0\ngpt-4o-2024-05-13 JuliaExpertAsk 1.6 75.7 86.7 140.0 Inf 0.0\ngpt-4o-2024-05-13 JuliaExpertCoTTask 4.3 80.6 90.0 140.0 Inf 0.0\ngpt-4o-2024-05-13 JuliaRecapCoTTask 5.5 67.9 64.6 140.0 Inf 0.0\ngpt-4o-2024-05-13 JuliaRecapTask 5.8 69.2 73.8 140.0 Inf 0.0\nmistral-large-2402 InJulia 7.5 67.9 62.5 140.0 Inf 0.0\nmistral-large-2402 JuliaExpertAsk 5.3 71.1 80.0 140.0 Inf 0.0\nmistral-large-2402 JuliaExpertCoTTask 8.6 71.0 80.0 140.0 Inf 0.0\nmistral-large-2402 JuliaRecapCoTTask 10.8 74.2 83.3 140.0 Inf 0.0\nmistral-large-2402 JuliaRecapTask 10.5 73.6 90.0 140.0 Inf 0.0\nmistral-small-2402 InJulia 4.4 61.7 50.0 140.0 Inf 0.0\nmistral-small-2402 JuliaExpertAsk 3.6 63.0 61.2 140.0 Inf 0.0\nmistral-small-2402 JuliaExpertCoTTask 4.6 62.1 61.9 140.0 Inf 0.0\nmistral-small-2402 JuliaRecapCoTTask 8.2 56.6 50.0 140.0 Inf 0.0\nmistral-small-2402 JuliaRecapTask 5.8 55.9 50.0 140.0 Inf 0.0\ndeepseek-chat InJulia 18.3 76.4 87.1 70.0 8337.9 0.01\ndeepseek-coder InJulia 14.5 81.1 86.7 70.0 8030.0 0.01\ndeepseek-coder JuliaExpertAsk 13.1 69.9 83.3 70.0 7075.8 0.01\ndeepseek-chat JuliaExpertCoTTask 18.3 75.3 90.0 75.0 6902.3 0.01\ndeepseek-chat JuliaExpertAsk 17.1 56.4 75.0 70.0 6179.2 0.01\ndeepseek-chat JuliaRecapTask 16.9 75.5 88.8 70.0 5938.2 0.01\ndeepseek-coder JuliaRecapTask 12.6 78.1 83.3 70.0 5708.3 0.01\ndeepseek-coder JuliaRecapCoTTask 12.7 71.9 90.0 70.0 5282.5 0.01\ndeepseek-chat JuliaRecapCoTTask 18.9 72.5 75.0 70.0 5271.4 0.01\ndeepseek-coder JuliaExpertCoTTask 12.0 56.8 67.5 70.0 5182.2 0.01\nmistral-tiny JuliaExpertAsk 2.4 44.3 50.0 70.0 4333.3 0.01\ngpt-3.5-turbo-0125 JuliaExpertAsk 0.9 74.7 80.0 140.0 4119.0 0.02\nmistral-tiny InJulia 3.8 51.7 50.0 68.0 2869.4 0.02\ngpt-3.5-turbo-1106 JuliaExpertAsk 1.6 73.6 80.0 70.0 2747.9 0.03\ngpt-3.5-turbo-0125 InJulia 1.6 73.0 80.0 140.0 2276.8 0.03\ngpt-3.5-turbo JuliaExpertAsk 3.1 60.9 60.0 70.0 2177.5 0.03\ngpt-3.5-turbo-0125 JuliaExpertCoTTask 1.2 64.7 82.3 140.0 2168.8 0.03\nclaude-3-haiku-20240307 JuliaExpertAsk 2.8 75.0 80.0 140.0 2084.8 0.04\nmistral-tiny JuliaExpertCoTTask 6.6 41.1 50.0 70.0 2040.5 0.02\nmistral-tiny JuliaRecapCoTTask 4.9 50.5 50.0 70.0 1957.1 0.03\ngpt-3.5-turbo-0125 JuliaRecapTask 1.2 66.9 75.0 140.0 1916.1 0.03\ngpt-3.5-turbo-1106 JuliaExpertCoTTask 1.9 73.4 95.0 69.0 1873.1 0.04\nmistral-tiny JuliaRecapTask 5.1 47.2 50.0 70.0 1783.8 0.03\ngpt-3.5-turbo-1106 InJulia 2.9 74.6 83.3 70.0 1672.1 0.04\ngpt-3.5-turbo InJulia 5.0 73.1 67.5 70.0 1633.3 0.04\nclaude-3-haiku-20240307 JuliaRecapCoTTask 4.2 79.1 90.0 140.0 1349.7 0.06\nclaude-3-haiku-20240307 InJulia 4.2 75.1 85.8 140.0 1338.2 0.06\nclaude-3-haiku-20240307 JuliaRecapTask 4.4 81.3 95.0 140.0 1296.3 0.06\nclaude-3-haiku-20240307 JuliaExpertCoTTask 4.2 64.1 62.5 140.0 1110.5 0.06\nmistral-small JuliaExpertAsk 3.7 61.4 52.5 70.0 1078.7 0.06\ngpt-3.5-turbo-1106 JuliaRecapTask 1.9 55.0 62.5 69.0 1028.1 0.05\ngpt-3.5-turbo JuliaExpertCoTTask 3.1 32.8 0.0 70.0 1010.4 0.03\nmistral-small InJulia 5.3 67.3 60.0 70.0 890.8 0.08\ngpt-3.5-turbo-0125 JuliaRecapCoTTask 1.2 29.3 0.0 140.0 850.8 0.03\nmistral-small JuliaExpertCoTTask 5.3 59.9 55.0 70.0 706.0 0.08\ngpt-3.5-turbo JuliaRecapCoTTask 3.6 26.2 0.0 70.0 585.4 0.04\nmistral-small JuliaRecapCoTTask 7.6 56.1 57.5 70.0 460.0 0.12\nmistral-small JuliaRecapTask 7.7 55.9 55.0 70.0 436.2 0.13\ngpt-3.5-turbo JuliaRecapTask 3.4 18.4 0.0 70.0 423.5 0.04\ngpt-3.5-turbo-1106 JuliaRecapCoTTask 2.0 15.4 0.0 70.0 274.4 0.06\nmistral-medium JuliaExpertAsk 12.3 60.5 55.0 70.0 230.3 0.26\nmistral-medium InJulia 14.8 63.1 60.0 70.0 187.6 0.34\ngpt-4-0125-preview JuliaExpertAsk 10.8 77.5 86.7 140.0 157.7 0.49\nclaude-3-sonnet-20240229 JuliaExpertAsk 6.3 79.0 90.0 140.0 149.7 0.53\nmistral-medium JuliaExpertCoTTask 20.0 63.4 62.5 70.0 146.8 0.43\nclaude-3-sonnet-20240229 JuliaExpertCoTTask 7.2 80.3 95.0 140.0 129.2 0.62\ngpt-4-1106-preview JuliaExpertAsk 10.9 79.1 90.8 70.0 125.2 0.63\nmistral-medium JuliaRecapTask 20.2 61.2 65.0 70.0 116.0 0.53\nmistral-medium JuliaRecapCoTTask 23.3 55.9 50.0 70.0 110.9 0.5\nclaude-2.1 InJulia 9.3 64.3 60.0 140.0 98.6 0.65\nclaude-3-sonnet-20240229 JuliaRecapCoTTask 9.4 75.6 87.5 140.0 98.5 0.77\nclaude-3-sonnet-20240229 InJulia 10.0 80.9 95.0 140.0 95.8 0.84\nclaude-2.1 JuliaExpertAsk 9.6 65.4 71.2 140.0 93.8 0.7\ngpt-4-turbo-2024-04-09 JuliaExpertAsk 7.0 78.5 86.7 140.0 93.5 0.84\nclaude-3-sonnet-20240229 JuliaRecapTask 10.6 78.2 90.0 140.0 86.1 0.91\nclaude-2.1 JuliaExpertCoTTask 10.6 72.2 75.0 140.0 82.8 0.87\nclaude-2.1 JuliaRecapCoTTask 10.6 69.2 75.0 140.0 78.3 0.88\nclaude-2.1 JuliaRecapTask 10.6 68.4 75.0 140.0 76.3 0.9\ngpt-4-1106-preview JuliaExpertCoTTask 21.7 71.8 92.5 70.0 63.9 1.12\ngpt-4-0125-preview JuliaExpertCoTTask 28.5 72.4 95.0 140.0 60.2 1.2\ngpt-4-1106-preview InJulia 27.4 74.9 86.7 70.0 57.9 1.29\ngpt-4-turbo-2024-04-09 JuliaExpertCoTTask 10.5 75.6 95.0 140.0 56.5 1.34\ngpt-4-0125-preview InJulia 34.4 72.7 86.7 140.0 52.2 1.39\ngpt-4-turbo-2024-04-09 InJulia 13.0 76.5 86.7 140.0 51.4 1.49\ngpt-4-1106-preview JuliaRecapCoTTask 25.0 72.4 85.6 70.0 48.9 1.48\ngpt-4-1106-preview JuliaRecapTask 26.9 73.6 77.5 70.0 47.9 1.54\ngpt-4-turbo-2024-04-09 JuliaRecapCoTTask 11.8 73.4 88.8 140.0 45.6 1.61\ngpt-4-0125-preview JuliaRecapCoTTask 37.2 75.0 90.0 140.0 44.6 1.68\ngpt-4-turbo-2024-04-09 JuliaRecapTask 11.5 72.3 90.0 140.0 44.5 1.63\ngpt-4-0125-preview JuliaRecapTask 40.8 74.6 90.0 140.0 43.7 1.71\nclaude-3-opus-20240229 JuliaExpertAsk 17.4 84.0 90.0 140.0 24.6 3.41\nclaude-3-opus-20240229 JuliaExpertCoTTask 17.6 85.1 100.0 140.0 24.3 3.5\nclaude-3-opus-20240229 JuliaRecapCoTTask 21.7 81.6 88.8 140.0 20.9 3.9\nclaude-3-opus-20240229 JuliaRecapTask 22.8 81.2 90.0 140.0 19.3 4.21\nclaude-3-opus-20240229 InJulia 22.1 84.1 100.0 140.0 18.9 4.46","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Comparison of Time-to-generate vs Average Score","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"fig = @chain df begin\n @aside local xlims = quantile(df.elapsed_seconds, [0.01, 0.99])\n @by [:model, :prompt_label] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n data(_) * mapping(:elapsed => \"Avg. Elapsed Time (s)\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :model => \"Model\")\n draw(; figure = (size = (600, 600),),\n axis = (xticklabelrotation = 45,\n title = \"Elapsed Time vs Score for Paid APIs\",\n limits = (xlims..., nothing, nothing)),\n palettes = (; color = Makie.ColorSchemes.tab20.colors))\nend\nSAVE_PLOTS && save(\"assets/elapsed-vs-score-scatter-paid.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Table:","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Point per second is the average score divided by the average elapsed time","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"output = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score_avg = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n @rtransform :point_per_second = :score_avg / :elapsed\n @orderby -:point_per_second\n #\n transform(_,\n names(_, Not(:model, :prompt_label, :cost)) .=> ByRow(x -> round(x, digits = 1)),\n renamecols = false)\n @rtransform :cost_cents = round(:cost * 100; digits = 2)\n select(Not(:cost))\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Model Prompt Label Elapsed Score Avg Score Median Cnt Point Per Second Cost Cents\ngpt-3.5-turbo-0125 JuliaExpertAsk 0.9 74.7 80.0 140.0 80.0 0.02\ngpt-3.5-turbo-0125 JuliaRecapTask 1.2 66.9 75.0 140.0 57.1 0.03\ngpt-3.5-turbo-0125 JuliaExpertCoTTask 1.2 64.7 82.3 140.0 52.3 0.03\ngpt-4o-2024-05-13 JuliaExpertAsk 1.6 75.7 86.7 140.0 47.8 0.0\ngpt-3.5-turbo-0125 InJulia 1.6 73.0 80.0 140.0 46.9 0.03\ngpt-3.5-turbo-1106 JuliaExpertAsk 1.6 73.6 80.0 70.0 45.5 0.03\ngpt-3.5-turbo-1106 JuliaExpertCoTTask 1.9 73.4 95.0 69.0 38.9 0.04\ngpt-3.5-turbo-1106 JuliaRecapTask 1.9 55.0 62.5 69.0 29.2 0.05\nclaude-3-haiku-20240307 JuliaExpertAsk 2.8 75.0 80.0 140.0 26.4 0.04\ngpt-3.5-turbo-1106 InJulia 2.9 74.6 83.3 70.0 25.8 0.04\ngpt-3.5-turbo-0125 JuliaRecapCoTTask 1.2 29.3 0.0 140.0 25.4 0.03\ngpt-3.5-turbo JuliaExpertAsk 3.1 60.9 60.0 70.0 19.6 0.03\nclaude-3-haiku-20240307 JuliaRecapCoTTask 4.2 79.1 90.0 140.0 19.0 0.06\ngpt-4o-2024-05-13 JuliaExpertCoTTask 4.3 80.6 90.0 140.0 18.7 0.0\nmistral-tiny JuliaExpertAsk 2.4 44.3 50.0 70.0 18.7 0.01\nclaude-3-haiku-20240307 JuliaRecapTask 4.4 81.3 95.0 140.0 18.4 0.06\nclaude-3-haiku-20240307 InJulia 4.2 75.1 85.8 140.0 17.8 0.06\nmistral-small-2402 JuliaExpertAsk 3.6 63.0 61.2 140.0 17.6 0.0\ngpt-4o-2024-05-13 InJulia 4.2 71.2 85.0 140.0 16.9 0.0\nmistral-small JuliaExpertAsk 3.7 61.4 52.5 70.0 16.5 0.06\nclaude-3-haiku-20240307 JuliaExpertCoTTask 4.2 64.1 62.5 140.0 15.4 0.06\ngpt-3.5-turbo InJulia 5.0 73.1 67.5 70.0 14.5 0.04\nmistral-small-2402 InJulia 4.4 61.7 50.0 140.0 14.0 0.0\nmistral-tiny InJulia 3.8 51.7 50.0 68.0 13.6 0.02\nmistral-large-2402 JuliaExpertAsk 5.3 71.1 80.0 140.0 13.5 0.0\nmistral-small-2402 JuliaExpertCoTTask 4.6 62.1 61.9 140.0 13.4 0.0\nmistral-small InJulia 5.3 67.3 60.0 70.0 12.7 0.08\nclaude-3-sonnet-20240229 JuliaExpertAsk 6.3 79.0 90.0 140.0 12.5 0.53\ngpt-4o-2024-05-13 JuliaRecapCoTTask 5.5 67.9 64.6 140.0 12.4 0.0\ngpt-4o-2024-05-13 JuliaRecapTask 5.8 69.2 73.8 140.0 11.9 0.0\nmistral-small JuliaExpertCoTTask 5.3 59.9 55.0 70.0 11.4 0.08\ngpt-4-turbo-2024-04-09 JuliaExpertAsk 7.0 78.5 86.7 140.0 11.2 0.84\nclaude-3-sonnet-20240229 JuliaExpertCoTTask 7.2 80.3 95.0 140.0 11.2 0.62\ngpt-3.5-turbo JuliaExpertCoTTask 3.1 32.8 0.0 70.0 10.5 0.03\nmistral-tiny JuliaRecapCoTTask 4.9 50.5 50.0 70.0 10.3 0.03\ngemini-1.0-pro-latest JuliaExpertAsk 3.9 38.6 50.0 140.0 10.0 0.0\nmistral-small-2402 JuliaRecapTask 5.8 55.9 50.0 140.0 9.6 0.0\nmistral-tiny JuliaRecapTask 5.1 47.2 50.0 70.0 9.3 0.03\nmistral-large-2402 InJulia 7.5 67.9 62.5 140.0 9.1 0.0\ngemini-1.0-pro-latest JuliaExpertCoTTask 4.0 35.2 25.0 140.0 8.8 0.0\ngemini-1.0-pro-latest InJulia 4.1 36.0 25.0 140.0 8.7 0.0\nmistral-large-2402 JuliaExpertCoTTask 8.6 71.0 80.0 140.0 8.2 0.0\nclaude-3-sonnet-20240229 InJulia 10.0 80.9 95.0 140.0 8.1 0.84\nclaude-3-sonnet-20240229 JuliaRecapCoTTask 9.4 75.6 87.5 140.0 8.0 0.77\ngemini-1.0-pro-latest JuliaRecapTask 4.3 33.3 25.0 140.0 7.6 0.0\ngpt-3.5-turbo-1106 JuliaRecapCoTTask 2.0 15.4 0.0 70.0 7.6 0.06\nclaude-3-sonnet-20240229 JuliaRecapTask 10.6 78.2 90.0 140.0 7.4 0.91\nmistral-small JuliaRecapCoTTask 7.6 56.1 57.5 70.0 7.4 0.12\ngpt-3.5-turbo JuliaRecapCoTTask 3.6 26.2 0.0 70.0 7.4 0.04\ngpt-4-1106-preview JuliaExpertAsk 10.9 79.1 90.8 70.0 7.2 0.63\nmistral-small JuliaRecapTask 7.7 55.9 55.0 70.0 7.2 0.13\ngpt-4-0125-preview JuliaExpertAsk 10.8 77.5 86.7 140.0 7.2 0.49\ngpt-4-turbo-2024-04-09 JuliaExpertCoTTask 10.5 75.6 95.0 140.0 7.2 1.34\nmistral-large-2402 JuliaRecapTask 10.5 73.6 90.0 140.0 7.0 0.0\nclaude-2.1 InJulia 9.3 64.3 60.0 140.0 6.9 0.65\nmistral-small-2402 JuliaRecapCoTTask 8.2 56.6 50.0 140.0 6.9 0.0\nmistral-large-2402 JuliaRecapCoTTask 10.8 74.2 83.3 140.0 6.9 0.0\nclaude-2.1 JuliaExpertAsk 9.6 65.4 71.2 140.0 6.8 0.7\nclaude-2.1 JuliaExpertCoTTask 10.6 72.2 75.0 140.0 6.8 0.87\nclaude-2.1 JuliaRecapCoTTask 10.6 69.2 75.0 140.0 6.6 0.88\nclaude-2.1 JuliaRecapTask 10.6 68.4 75.0 140.0 6.4 0.9\ngemini-1.0-pro-latest JuliaRecapCoTTask 4.8 30.8 25.0 140.0 6.4 0.0\ngpt-4-turbo-2024-04-09 JuliaRecapTask 11.5 72.3 90.0 140.0 6.3 1.63\ngpt-4-turbo-2024-04-09 JuliaRecapCoTTask 11.8 73.4 88.8 140.0 6.2 1.61\nmistral-tiny JuliaExpertCoTTask 6.6 41.1 50.0 70.0 6.2 0.02\ndeepseek-coder JuliaRecapTask 12.6 78.1 83.3 70.0 6.2 0.01\ngpt-4-turbo-2024-04-09 InJulia 13.0 76.5 86.7 140.0 5.9 1.49\ndeepseek-coder JuliaRecapCoTTask 12.7 71.9 90.0 70.0 5.6 0.01\ndeepseek-coder InJulia 14.5 81.1 86.7 70.0 5.6 0.01\ngpt-3.5-turbo JuliaRecapTask 3.4 18.4 0.0 70.0 5.4 0.04\ndeepseek-coder JuliaExpertAsk 13.1 69.9 83.3 70.0 5.3 0.01\nmistral-medium JuliaExpertAsk 12.3 60.5 55.0 70.0 4.9 0.26\nclaude-3-opus-20240229 JuliaExpertCoTTask 17.6 85.1 100.0 140.0 4.8 3.5\nclaude-3-opus-20240229 JuliaExpertAsk 17.4 84.0 90.0 140.0 4.8 3.41\ndeepseek-coder JuliaExpertCoTTask 12.0 56.8 67.5 70.0 4.7 0.01\ndeepseek-chat JuliaRecapTask 16.9 75.5 88.8 70.0 4.5 0.01\nmistral-medium InJulia 14.8 63.1 60.0 70.0 4.3 0.34\ndeepseek-chat InJulia 18.3 76.4 87.1 70.0 4.2 0.01\ndeepseek-chat JuliaExpertCoTTask 18.3 75.3 90.0 75.0 4.1 0.01\ndeepseek-chat JuliaRecapCoTTask 18.9 72.5 75.0 70.0 3.8 0.01\nclaude-3-opus-20240229 InJulia 22.1 84.1 100.0 140.0 3.8 4.46\nclaude-3-opus-20240229 JuliaRecapCoTTask 21.7 81.6 88.8 140.0 3.8 3.9\nclaude-3-opus-20240229 JuliaRecapTask 22.8 81.2 90.0 140.0 3.6 4.21\ngpt-4-1106-preview JuliaExpertCoTTask 21.7 71.8 92.5 70.0 3.3 1.12\ndeepseek-chat JuliaExpertAsk 17.1 56.4 75.0 70.0 3.3 0.01\nmistral-medium JuliaExpertCoTTask 20.0 63.4 62.5 70.0 3.2 0.43\nmistral-medium JuliaRecapTask 20.2 61.2 65.0 70.0 3.0 0.53\ngpt-4-1106-preview JuliaRecapCoTTask 25.0 72.4 85.6 70.0 2.9 1.48\ngpt-4-1106-preview JuliaRecapTask 26.9 73.6 77.5 70.0 2.7 1.54\ngpt-4-1106-preview InJulia 27.4 74.9 86.7 70.0 2.7 1.29\ngpt-4-0125-preview JuliaExpertCoTTask 28.5 72.4 95.0 140.0 2.5 1.2\nmistral-medium JuliaRecapCoTTask 23.3 55.9 50.0 70.0 2.4 0.5\ngpt-4-0125-preview InJulia 34.4 72.7 86.7 140.0 2.1 1.39\ngpt-4-0125-preview JuliaRecapCoTTask 37.2 75.0 90.0 140.0 2.0 1.68\ngpt-4-0125-preview JuliaRecapTask 40.8 74.6 90.0 140.0 1.8 1.71","category":"page"},{"location":"examples/summarize_results_paid/#Test-Case-Performance","page":"Paid APIs","title":"Test Case Performance","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Performance of different models across each test case","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"output = @chain df begin\n @by [:model, :name] begin\n :score = mean(:score)\n end\n #\n @aside average_ = @by _ :name :AverageScore=mean(:score) |> x -> round(x, digits = 1)\n unstack(:name, :model, :score; fill = 0.0)\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n leftjoin(average_, on = :name)\n @orderby -:AverageScore\nend\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"name claude-2.1 claude-3-haiku-20240307 claude-3-opus-20240229 claude-3-sonnet-20240229 deepseek-chat deepseek-coder gemini-1.0-pro-latest gpt-3.5-turbo gpt-3.5-turbo-0125 gpt-3.5-turbo-1106 gpt-4-0125-preview gpt-4-1106-preview gpt-4-turbo-2024-04-09 gpt-4o-2024-05-13 mistral-large-2402 mistral-medium mistral-small mistral-small-2402 mistral-tiny AverageScore\nFloatWithUnits 62.0 98.0 100.0 100.0 100.0 100.0 57.0 76.0 91.5 80.0 60.5 72.0 78.5 93.5 99.5 98.0 70.0 100.0 80.2 85.1\ntimezone_bumper 82.1 98.1 99.7 95.5 100.0 100.0 39.9 48.0 77.4 79.2 90.0 90.0 94.8 95.0 96.4 97.0 76.6 78.1 62.0 84.2\nclean_column 100.0 89.8 100.0 96.4 78.4 71.2 41.5 35.5 66.7 69.8 88.8 90.5 90.0 89.3 91.6 81.0 84.6 99.7 80.8 81.3\nkeeponlynames 90.1 65.0 85.3 94.9 88.4 74.4 54.0 50.8 80.6 74.2 90.9 91.0 86.2 77.5 98.7 66.2 76.6 67.9 51.0 77.0\nwrap_string 93.8 77.2 64.5 70.2 81.7 82.5 32.6 64.0 50.1 55.3 94.9 97.8 94.6 97.0 71.9 84.7 68.0 68.6 48.3 73.6\ncountmodelrows 58.0 82.6 98.8 94.8 67.2 60.7 36.6 52.8 75.7 56.2 97.4 98.4 89.3 89.0 78.6 79.0 67.2 61.7 53.2 73.5\nweatherdataanalyzer 74.1 93.3 86.8 86.8 93.0 83.8 26.5 35.2 64.2 59.0 85.4 85.0 81.0 67.4 86.0 85.4 55.4 52.6 56.8 71.5\nadd_yearmonth 53.8 86.2 92.0 81.0 71.2 62.5 35.8 33.0 67.6 65.2 78.6 72.8 75.9 68.0 72.2 48.0 62.2 40.2 33.2 63.1\nevent_scheduler 86.5 76.6 90.2 77.2 76.0 82.4 37.8 29.0 44.4 42.8 87.9 66.6 82.5 73.8 57.3 36.0 59.0 38.7 37.2 62.2\nispersonal 52.0 69.0 54.0 72.0 61.0 84.0 16.0 43.0 72.0 68.6 54.3 56.0 66.5 62.0 67.2 35.0 48.0 48.0 29.5 55.7\naudi_filter 38.0 56.0 93.0 63.8 47.0 57.8 28.1 27.0 55.0 58.0 47.5 58.0 49.0 56.2 58.0 43.0 48.5 44.8 27.0 50.3\nextractjuliacode 56.4 60.4 65.4 48.2 41.3 48.6 36.4 41.0 43.6 48.4 54.5 48.7 56.1 52.5 44.1 31.8 52.2 50.4 30.1 47.9\nqanda_extractor 73.5 62.3 68.0 65.5 43.3 26.7 26.2 31.7 35.5 36.7 56.7 53.3 49.3 45.3 46.8 38.7 44.7 55.8 36.0 47.2\npig_latinify 30.6 34.6 67.1 57.0 49.0 67.1 18.7 24.7 39.8 23.1 54.7 61.4 60.1 54.2 33.6 27.8 28.8 31.6 33.1 42.0","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"This page was generated using Literate.jl.","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"EditURL = \"../../../examples/summarize_results_local.jl\"","category":"page"},{"location":"examples/summarize_results_local/#Results-for-Local-LLM-Models","page":"Local Models","title":"Results for Local LLM Models","text":"","category":"section"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"The below captures the benchmark performance of the local models. Most of these were run through Ollama.ai on a consumer-grade laptop.","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Please note that the below models vary in their \"open-source-ness\" (what has been actually released) and their licencing terms (what they can be used for). Be careful - some of the below models are for research purposes only (eg, Microsoft Phi).","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta\nusing Statistics: mean, median, quantile, std;\nunscrub_string(s::AbstractString) = split(s, \"_\") .|> titlecase |> x -> join(x, \" \");\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4-turbo-2024-04-09\",\n \"gpt-4o-2024-05-13\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"claude-2.1\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\"\n];\nMODEL_SIZES = Dict(\"orca2:13b\" => \"10-29\",\n \"mistral:7b-instruct-v0.2-q4_0\" => \"4-9\",\n \"nous-hermes2:34b-yi-q4_K_M\" => \"30-69\",\n \"starling-lm:latest\" => \"4-9\",\n \"dolphin-phi:2.7b-v2.6-q6_K\" => \"<4\",\n \"stablelm-zephyr\" => \"<4\",\n \"codellama:13b-python\" => \"10-29\",\n \"magicoder:7b-s-cl-q6_K\" => \"4-9\",\n \"phi:2.7b-chat-v2-q6_K\" => \"<4\",\n \"magicoder\" => \"4-9\",\n \"mistral:7b-instruct-q4_K_M\" => \"4-9\",\n \"solar:10.7b-instruct-v1-q4_K_M\" => \"10-29\",\n \"codellama:13b-instruct\" => \"10-29\",\n \"openhermes2.5-mistral\" => \"4-9\",\n \"llama2\" => \"4-9\",\n \"yi:34b-chat\" => \"30-69\",\n \"deepseek-coder:33b-instruct-q4_K_M\" => \"30-69\",\n \"phind-codellama:34b-v2\" => \"30-69\",\n \"openchat:7b-v3.5-1210-q4_K_M\" => \"4-9\",\n \"mistral:7b-instruct-v0.2-q6_K\" => \"4-9\",\n \"mistral:7b-instruct-v0.2-q4_K_M\" => \"4-9\",\n \"codellama:13b-instruct-q4_K_M\" => \"10-29\",\n \"codellama:7b-instruct-q4_K_M\" => \"4-9\",\n \"codellama:34b-instruct-q4_K_M\" => \"30-69\",\n \"codellama:70b-instruct-q2_K\" => \">70\",\n \"codellama:70b-instruct-q4_K_M\" => \">70\",\n \"qwen:72b-chat-v1.5-q4_K_M\" => \">70\",\n \"qwen:72b-chat-v1.5-q2_K\" => \">70\",\n \"qwen:14b-chat-v1.5-q6_K\" => \"10-29\",\n \"qwen:14b-chat-v1.5-q4_K_M\" => \"10-29\",\n \"qwen:7b-chat-v1.5-q6_K\" => \"4-9\",\n \"qwen:7b-chat-v1.5-q4_K_M\" => \"4-9\",\n \"qwen:4b-chat-v1.5-q6_K\" => \"4-9\",\n \"gemma:7b-instruct-q6_K\" => \"4-9\",\n \"accounts/fireworks/models/dbrx-instruct\" => \">70\",\n \"accounts/fireworks/models/mixtral-8x22b-instruct-preview\" => \">70\",\n \"accounts/fireworks/models/qwen-72b-chat\" => \">70\",\n \"meta-llama/Llama-3-8b-chat-hf\" => \"4-9\",\n \"meta-llama/Llama-3-70b-chat-hf\" => \">70\",\n \"microsoft/WizardLM-2-8x22B\" => \">70\",\n \"mistralai/Mixtral-8x22B-Instruct-v0.1\" => \">70\"\n)\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\"\n];\n# Clean up fireworks names\nfunction model_clean(model::AbstractString)\n model = occursin(\"fireworks\", model) ?\n replace(model, \"accounts/fireworks/models/\" => \"\") * (\"(Fireworks.ai)\") : model\n model = occursin(\"meta-llama/\", model) ?\n replace(model, \"meta-llama/\" => \"\") * (\"(Together.ai)\") : model\n model = occursin(\"mistralai/\", model) ?\n replace(model, \"mistralai/\" => \"\") * (\"(Together.ai)\") : model\n model = occursin(\"microsoft/\", model) ?\n replace(model, \"microsoft/\" => \"\") * (\"(Together.ai)\") : model\nend\n;","category":"page"},{"location":"examples/summarize_results_local/#Load-Results","page":"Local Models","title":"Load Results","text":"","category":"section"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Use only the 5 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"df = @chain begin\n load_evals(DIR_RESULTS; max_history = 5)\n @rsubset !any(startswith.(:model, PAID_MODELS_DEFAULT)) && :prompt_label in PROMPTS\n # remove qwen models as they are not correct! But allow the accounts/fireworks models\n @rsubset !occursin(\"qwen\", :model) || occursin(\"accounts\", :model)\nend;","category":"page"},{"location":"examples/summarize_results_local/#Model-Comparison","page":"Local Models","title":"Model Comparison","text":"","category":"section"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Highest average score by model:","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"fig = @chain df begin\n @by [:model] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n end\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n @orderby -:score\n @rtransform :model_clean = model_clean(:model)\n @rtransform :size_group = MODEL_SIZES[:model]\n @aside local size_order = [\"<4\", \"4-9\", \"10-29\", \"30-69\", \">70\"]\n @aside local order_ = _.model_clean\n data(_) *\n mapping(:model_clean => sorter(order_) => \"Model\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :size_group => sorter(size_order) => \"Parameter Size (Bn)\") *\n visual(BarPlot; bar_labels = :y, label_offset = 0, label_rotation = 1)\n draw(;\n figure = (; size = (900, 600)),\n legend = (; position = :bottom),\n axis = (;\n xautolimitmargin = (0.1, 0.05),\n limits = (nothing, nothing, 0, 100),\n xticklabelrotation = 45,\n title = \"Open-Source LLM Model Performance\"))\nend\nSAVE_PLOTS && save(\"assets/model-comparison-local.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Table:","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"output = @chain df begin\n @by [:model] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :score_std_deviation = std(:score)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n end\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n @orderby -:score\n @rtransform :model = model_clean(:model)\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Model Elapsed Elapsed Median Score Score Median Score Std Deviation Count Zero Score Count Full Score\nMixtral-8x22B-Instruct-v0.1(Together.ai) 14.1 11.0 77.6 90.0 25.8 5.0 151.0\nLlama-3-70b-chat-hf(Together.ai) 4.3 4.1 76.8 88.3 25.2 0.0 160.0\nLlama-3-8b-chat-hf(Together.ai) 1.5 1.4 67.7 66.7 26.4 5.0 70.0\nWizardLM-2-8x22B(Together.ai) 34.7 31.0 62.7 60.0 33.8 33.0 118.0\nphind-codellama:34b-v2 37.1 36.4 61.8 62.5 33.5 36.0 58.0\nmagicoder:7b-s-cl-q6_K 15.6 15.8 59.9 60.0 29.9 18.0 35.0\ncodellama:13b-instruct-q4KM 3.2 3.0 56.4 54.6 33.0 56.0 61.0\nmagicoder 12.8 10.7 53.7 50.0 33.2 49.0 52.0\nnous-hermes2:34b-yi-q4KM 56.8 52.8 50.7 50.0 34.7 78.0 56.0\ndbrx-instruct(Fireworks.ai) 3.7 3.6 50.0 50.0 41.2 121.0 75.0\ncodellama:13b-instruct 18.1 16.7 50.0 50.0 34.4 65.0 44.0\nopenchat:7b-v3.5-1210-q4KM 14.4 13.7 49.4 50.0 30.3 48.0 23.0\nopenhermes2.5-mistral 12.9 12.2 48.9 50.0 31.3 55.0 27.0\nstarling-lm:latest 13.7 12.5 48.4 50.0 30.2 58.0 26.0\ncodellama:7b-instruct-q4KM 2.1 2.0 47.8 50.0 35.3 95.0 38.0\nqwen-72b-chat(Fireworks.ai) 3.2 3.8 45.9 50.0 38.8 117.0 63.0\nyi:34b-chat 43.9 41.3 45.6 50.0 30.5 45.0 34.0\nmistral:7b-instruct-v0.2-q6_K 21.7 20.9 45.4 50.0 31.3 44.0 23.0\nmistral:7b-instruct-v0.2-q4_0 12.4 12.3 44.3 50.0 30.6 75.0 32.0\nmistral:7b-instruct-v0.2-q4KM 15.6 15.1 42.6 50.0 28.6 71.0 23.0\ncodellama:34b-instruct-q4KM 7.5 6.8 39.7 50.0 36.1 127.0 35.0\ncodellama:70b-instruct-q4KM 16.3 13.8 36.4 0.0 41.2 179.0 58.0\nsolar:10.7b-instruct-v1-q4KM 18.8 17.7 35.2 50.0 31.1 107.0 10.0\nmistral:7b-instruct-q4KM 13.9 13.0 34.8 50.0 26.5 80.0 0.0\ncodellama:70b-instruct-q2_K 11.2 9.4 29.8 0.0 37.7 198.0 29.0\nllama2 17.1 16.3 26.5 25.0 26.5 131.0 0.0\ngemma:7b-instruct-q6_K 20.9 22.1 25.9 25.0 25.2 147.0 2.0\norca2:13b 20.1 18.3 23.1 0.0 30.6 166.0 11.0\nstablelm-zephyr 9.9 7.7 15.4 0.0 23.5 192.0 1.0\ndolphin-phi:2.7b-v2.6-q6_K 8.9 8.4 14.9 0.0 22.9 188.0 0.0\ncodellama:13b-python 12.5 10.7 12.8 0.0 22.1 155.0 0.0\nphi:2.7b-chat-v2-q6_K 13.0 11.6 8.9 0.0 19.4 222.0 0.0","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Note that our sample size is low, so the rankings could easily change (we have high standard deviations of the estimated means). That the results only as indicative.","category":"page"},{"location":"examples/summarize_results_local/#Overview-by-Prompt-Template","page":"Local Models","title":"Overview by Prompt Template","text":"","category":"section"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Bar chart with all local models and various prompt templates","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"fig = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n @rtransform :model = model_clean(:model)\n @aside local average_ = @by(_, :model, :avg=mean(:score)) |>\n x -> @orderby(x, -:avg).model\n data(_) *\n mapping(:model => sorter(average_) => \"Model\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :prompt_label => \"Prompts\",\n dodge = :prompt_label) * visual(BarPlot)\n draw(; figure = (size = (900, 600),),\n axis = (xautolimitmargin = (0.1, 0.05), xticklabelrotation = 45,\n title = \"Comparison for Local Models\"),\n legend = (; position = :bottom))\nend\nSAVE_PLOTS && save(\"assets/model-prompt-comparison-local.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Table:","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"output = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n end\n @aside average_ = @by _ :model :AverageScore=mean(:score) |> x -> round(x, digits = 1)\n unstack(:model, :prompt_label, :score; fill = 0.0)\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n leftjoin(average_, on = :model)\n @orderby -:AverageScore\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"model InJulia JuliaExpertAsk JuliaExpertCoTTask JuliaRecapCoTTask JuliaRecapTask AverageScore\nmistralai/Mixtral-8x22B-Instruct-v0.1 77.8 79.9 73.1 82.5 74.8 77.6\nmeta-llama/Llama-3-70b-chat-hf 75.5 82.9 75.9 76.7 73.2 76.8\nmeta-llama/Llama-3-8b-chat-hf 65.5 71.8 68.0 65.7 67.6 67.7\nmicrosoft/WizardLM-2-8x22B 52.8 67.1 70.8 63.5 59.1 62.7\nphind-codellama:34b-v2 59.0 68.1 60.1 59.8 62.0 61.8\nmagicoder:7b-s-cl-q6_K 62.2 60.1 52.8 59.4 65.2 59.9\ncodellama:13b-instruct-q4KM 67.6 63.4 42.8 52.5 55.8 56.4\nmagicoder 60.8 50.2 44.7 56.6 56.3 53.7\nnous-hermes2:34b-yi-q4KM 61.8 37.4 51.4 46.1 56.6 50.7\naccounts/fireworks/models/dbrx-instruct 56.3 64.3 47.3 40.8 41.6 50.0\ncodellama:13b-instruct 53.2 51.1 44.5 48.5 53.0 50.0\nopenchat:7b-v3.5-1210-q4KM 50.9 51.0 43.1 49.1 52.9 49.4\nopenhermes2.5-mistral 49.6 50.7 51.9 40.9 51.3 48.9\nstarling-lm:latest 51.1 55.5 36.8 46.1 52.6 48.4\ncodellama:7b-instruct-q4KM 57.7 33.1 32.6 55.4 60.4 47.8\naccounts/fireworks/models/qwen-72b-chat 59.7 51.4 49.2 27.2 42.2 45.9\nyi:34b-chat 44.5 52.7 39.2 44.0 47.6 45.6\nmistral:7b-instruct-v0.2-q6_K 43.2 39.8 47.5 48.2 48.6 45.4\nmistral:7b-instruct-v0.2-q4_0 47.4 40.3 42.8 43.8 47.3 44.3\nmistral:7b-instruct-v0.2-q4KM 41.8 48.4 40.5 38.5 44.0 42.6\ncodellama:34b-instruct-q4KM 50.1 53.0 34.8 29.0 31.6 39.7\ncodellama:70b-instruct-q4KM 43.9 29.9 30.8 35.2 42.4 36.4\nsolar:10.7b-instruct-v1-q4KM 43.9 36.9 19.7 36.7 38.9 35.2\nmistral:7b-instruct-q4KM 37.3 37.3 35.0 31.5 33.0 34.8\ncodellama:70b-instruct-q2_K 34.6 21.3 25.5 30.0 37.4 29.8\nllama2 26.4 31.4 27.2 25.0 22.4 26.5\ngemma:7b-instruct-q6_K 22.6 25.3 19.9 34.9 26.9 25.9\norca2:13b 31.3 16.5 24.2 21.5 21.9 23.1\nstablelm-zephyr 13.3 15.6 12.2 16.5 19.2 15.4\ndolphin-phi:2.7b-v2.6-q6_K 15.6 16.1 12.2 14.1 16.3 14.9\ncodellama:13b-python 11.0 13.3 13.3 12.4 13.9 12.8\nphi:2.7b-chat-v2-q6_K 6.0 8.1 9.9 9.9 10.8 8.9","category":"page"},{"location":"examples/summarize_results_local/#Other-Considerations","page":"Local Models","title":"Other Considerations","text":"","category":"section"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Comparison of Time-to-generate vs Average Score Removed any HOSTED model (that's why you don't see some models that are in other plots).","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"fig = @chain df begin\n @rsubset !occursin(\"HOSTED\", :device)\n @aside local xlims = quantile(df.elapsed_seconds, [0.01, 0.99])\n @by [:model, :prompt_label] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n data(_) * mapping(:elapsed => \"Avg. Elapsed Time (s)\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :model => \"Model\")\n draw(; figure = (size = (800, 900),),\n axis = (xautolimitmargin = (0.1, 0.05), xticklabelrotation = 45,\n title = \"Elapsed Time vs Score for Local Models\",\n limits = (xlims..., nothing, nothing)),\n palettes = (; color = Makie.ColorSchemes.tab20.colors))\nend\nSAVE_PLOTS && save(\"assets/elapsed-vs-score-scatter-local.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Table:","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Point per second is the average score divided by the average elapsed time","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"output = @chain df begin\n @rsubset !occursin(\"HOSTED\", :device)\n @by [:model, :prompt_label] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score_avg = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n @rtransform :point_per_second = :score_avg / :elapsed\n @orderby -:point_per_second\n #\n transform(_,\n names(_, Not(:model, :prompt_label)) .=> ByRow(x -> round(x, digits = 1)),\n renamecols = false)\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Model Prompt Label Elapsed Elapsed Median Score Avg Score Median Cnt Point Per Second\ncodellama:13b-instruct-q4KM JuliaExpertAsk 2.0 1.9 63.4 75.0 70.0 32.1\ncodellama:7b-instruct-q4KM InJulia 2.0 2.0 57.7 55.0 70.0 29.1\ncodellama:7b-instruct-q4KM JuliaExpertAsk 1.2 0.9 33.1 0.0 70.0 26.5\ncodellama:7b-instruct-q4KM JuliaRecapTask 2.6 2.5 60.4 60.0 70.0 23.3\ncodellama:7b-instruct-q4KM JuliaExpertCoTTask 1.6 1.4 32.6 0.0 70.0 20.6\ncodellama:13b-instruct-q4KM InJulia 3.6 3.4 67.6 61.2 70.0 18.7\ncodellama:7b-instruct-q4KM JuliaRecapCoTTask 3.0 2.7 55.4 50.0 70.0 18.3\ncodellama:13b-instruct-q4KM JuliaExpertCoTTask 2.7 2.3 42.8 50.0 70.0 15.9\ncodellama:13b-instruct-q4KM JuliaRecapTask 3.9 3.6 55.8 50.0 70.0 14.2\ncodellama:13b-instruct-q4KM JuliaRecapCoTTask 3.9 4.1 52.5 50.0 70.0 13.5\ncodellama:34b-instruct-q4KM JuliaExpertAsk 6.3 5.8 53.0 50.0 70.0 8.4\nmistral:7b-instruct-v0.2-q4_0 JuliaExpertAsk 5.8 5.6 40.3 50.0 70.0 6.9\nopenchat:7b-v3.5-1210-q4KM JuliaExpertAsk 7.8 6.9 51.0 50.0 55.0 6.5\ncodellama:34b-instruct-q4KM InJulia 8.1 7.9 50.1 50.0 70.0 6.2\nmistral:7b-instruct-v0.2-q4KM JuliaExpertAsk 8.1 6.9 48.4 50.0 70.0 6.0\nopenhermes2.5-mistral JuliaExpertAsk 8.7 8.9 50.7 52.5 58.0 5.8\nstarling-lm:latest JuliaExpertAsk 9.9 9.8 55.5 50.0 58.0 5.6\nmagicoder InJulia 11.0 9.6 60.8 60.0 57.0 5.6\ncodellama:34b-instruct-q4KM JuliaExpertCoTTask 6.4 6.4 34.8 25.0 70.0 5.4\nmagicoder JuliaExpertAsk 9.8 8.7 50.2 50.0 58.0 5.1\ncodellama:13b-instruct JuliaExpertAsk 10.4 8.5 51.1 50.0 58.0 4.9\nmistral:7b-instruct-q4KM JuliaExpertAsk 7.7 7.4 37.3 50.0 57.0 4.9\nopenhermes2.5-mistral InJulia 10.8 9.8 49.6 50.0 58.0 4.6\nstarling-lm:latest InJulia 11.1 11.1 51.1 50.0 58.0 4.6\nopenchat:7b-v3.5-1210-q4KM InJulia 11.9 11.7 50.9 50.0 55.0 4.3\nmagicoder:7b-s-cl-q6_K InJulia 14.6 15.3 62.2 55.0 42.0 4.3\nmagicoder JuliaRecapCoTTask 13.4 12.0 56.6 50.0 57.0 4.2\nmagicoder JuliaRecapTask 13.4 10.9 56.3 50.0 57.0 4.2\ncodellama:34b-instruct-q4KM JuliaRecapTask 7.6 6.2 31.6 0.0 70.0 4.2\nmagicoder:7b-s-cl-q6_K JuliaExpertAsk 14.6 14.7 60.1 58.1 42.0 4.1\nmagicoder:7b-s-cl-q6_K JuliaRecapTask 16.1 16.5 65.2 60.0 42.0 4.1\nmistral:7b-instruct-v0.2-q6_K JuliaExpertAsk 10.0 8.2 39.8 50.0 42.0 4.0\nmistral:7b-instruct-v0.2-q4_0 InJulia 12.1 11.3 47.4 50.0 70.0 3.9\nmistral:7b-instruct-q4KM InJulia 10.3 10.0 37.3 50.0 57.0 3.6\nmagicoder:7b-s-cl-q6_K JuliaRecapCoTTask 16.9 16.4 59.4 55.6 42.0 3.5\nopenhermes2.5-mistral JuliaRecapTask 15.0 14.7 51.3 50.0 58.0 3.4\nmagicoder:7b-s-cl-q6_K JuliaExpertCoTTask 16.0 16.5 52.8 58.1 42.0 3.3\nstarling-lm:latest JuliaRecapTask 16.0 13.6 52.6 50.0 58.0 3.3\ncodellama:34b-instruct-q4KM JuliaRecapCoTTask 8.8 7.4 29.0 12.5 70.0 3.3\ncodellama:13b-instruct InJulia 16.4 14.7 53.2 50.0 58.0 3.2\nmistral:7b-instruct-v0.2-q4_0 JuliaExpertCoTTask 13.2 12.9 42.8 50.0 70.0 3.2\ncodellama:70b-instruct-q2_K JuliaRecapTask 11.7 9.5 37.4 25.0 70.0 3.2\nllama2 JuliaExpertAsk 9.8 9.1 31.4 50.0 59.0 3.2\nopenhermes2.5-mistral JuliaExpertCoTTask 16.6 16.0 51.9 50.0 57.0 3.1\nstarling-lm:latest JuliaRecapCoTTask 14.8 13.2 46.1 50.0 58.0 3.1\nopenhermes2.5-mistral JuliaRecapCoTTask 13.3 13.5 40.9 50.0 58.0 3.1\nopenchat:7b-v3.5-1210-q4KM JuliaRecapTask 17.2 15.8 52.9 50.0 55.0 3.1\nmistral:7b-instruct-v0.2-q4KM InJulia 14.1 13.9 41.8 50.0 70.0 3.0\nmistral:7b-instruct-v0.2-q4_0 JuliaRecapCoTTask 14.8 14.2 43.8 50.0 70.0 3.0\nmistral:7b-instruct-v0.2-q4_0 JuliaRecapTask 16.2 15.4 47.3 50.0 70.0 2.9\nopenchat:7b-v3.5-1210-q4KM JuliaRecapCoTTask 16.9 15.7 49.1 50.0 55.0 2.9\nsolar:10.7b-instruct-v1-q4KM JuliaExpertAsk 13.0 12.5 36.9 50.0 57.0 2.8\ncodellama:70b-instruct-q2_K JuliaExpertCoTTask 9.1 8.4 25.5 0.0 70.0 2.8\nmagicoder JuliaExpertCoTTask 16.2 15.1 44.7 37.5 58.0 2.8\norca2:13b InJulia 11.4 10.5 31.3 25.0 57.0 2.7\ncodellama:70b-instruct-q4KM InJulia 16.5 14.7 43.9 50.0 70.0 2.7\ncodellama:70b-instruct-q2_K InJulia 13.0 10.9 34.6 25.0 70.0 2.7\nsolar:10.7b-instruct-v1-q4KM InJulia 17.4 15.7 43.9 50.0 57.0 2.5\nstablelm-zephyr JuliaExpertAsk 6.3 6.6 15.6 0.0 57.0 2.5\nmistral:7b-instruct-v0.2-q4KM JuliaExpertCoTTask 16.4 15.9 40.5 50.0 70.0 2.5\ncodellama:70b-instruct-q2_K JuliaRecapCoTTask 12.3 9.7 30.0 0.0 70.0 2.4\ncodellama:13b-instruct JuliaRecapTask 21.9 20.6 53.0 50.0 58.0 2.4\ngemma:7b-instruct-q6_K JuliaExpertAsk 10.5 6.2 25.3 25.0 70.0 2.4\ndolphin-phi:2.7b-v2.6-q6_K JuliaExpertAsk 6.8 6.3 16.1 0.0 56.0 2.4\nopenchat:7b-v3.5-1210-q4KM JuliaExpertCoTTask 18.2 17.9 43.1 50.0 55.0 2.4\ncodellama:70b-instruct-q4KM JuliaRecapTask 17.9 14.1 42.4 37.5 70.0 2.4\nphind-codellama:34b-v2 JuliaExpertAsk 29.5 27.7 68.1 66.7 57.0 2.3\ncodellama:13b-instruct JuliaRecapCoTTask 21.7 20.8 48.5 50.0 58.0 2.2\ncodellama:13b-instruct JuliaExpertCoTTask 20.0 19.3 44.5 50.0 58.0 2.2\nmistral:7b-instruct-v0.2-q6_K InJulia 19.4 17.1 43.2 50.0 42.0 2.2\nstarling-lm:latest JuliaExpertCoTTask 16.6 16.2 36.8 50.0 58.0 2.2\ncodellama:70b-instruct-q2_K JuliaExpertAsk 9.8 8.8 21.3 0.0 70.0 2.2\nmistral:7b-instruct-q4KM JuliaExpertCoTTask 16.3 15.8 35.0 25.0 57.0 2.1\nmistral:7b-instruct-v0.2-q4KM JuliaRecapTask 20.5 18.7 44.0 50.0 70.0 2.1\ncodellama:70b-instruct-q4KM JuliaRecapCoTTask 16.7 12.8 35.2 0.0 70.0 2.1\ncodellama:70b-instruct-q4KM JuliaExpertCoTTask 14.8 13.3 30.8 0.0 70.0 2.1\nmistral:7b-instruct-v0.2-q4KM JuliaRecapCoTTask 18.9 17.9 38.5 50.0 70.0 2.0\nyi:34b-chat JuliaExpertAsk 26.1 22.8 52.7 52.5 58.0 2.0\nmistral:7b-instruct-v0.2-q6_K JuliaExpertCoTTask 23.8 25.1 47.5 50.0 42.0 2.0\nmistral:7b-instruct-q4KM JuliaRecapTask 16.7 15.9 33.0 25.0 55.0 2.0\ncodellama:70b-instruct-q4KM JuliaExpertAsk 15.7 13.3 29.9 0.0 70.0 1.9\nsolar:10.7b-instruct-v1-q4KM JuliaRecapCoTTask 19.7 19.1 36.7 50.0 57.0 1.9\nsolar:10.7b-instruct-v1-q4KM JuliaRecapTask 21.3 21.0 38.9 50.0 57.0 1.8\nmistral:7b-instruct-v0.2-q6_K JuliaRecapCoTTask 26.9 24.7 48.2 50.0 42.0 1.8\nphind-codellama:34b-v2 InJulia 33.2 34.3 59.0 61.2 57.0 1.8\ndolphin-phi:2.7b-v2.6-q6_K JuliaRecapTask 9.5 9.3 16.3 0.0 56.0 1.7\nllama2 InJulia 15.3 13.9 26.4 25.0 59.0 1.7\nmistral:7b-instruct-v0.2-q6_K JuliaRecapTask 28.3 27.2 48.6 50.0 42.0 1.7\nmistral:7b-instruct-q4KM JuliaRecapCoTTask 18.7 17.6 31.5 50.0 55.0 1.7\nphind-codellama:34b-v2 JuliaRecapCoTTask 37.1 36.9 59.8 61.2 57.0 1.6\nstablelm-zephyr JuliaRecapTask 12.1 8.3 19.2 0.0 57.0 1.6\nstablelm-zephyr InJulia 8.5 6.6 13.3 0.0 57.0 1.6\nphind-codellama:34b-v2 JuliaRecapTask 41.1 40.6 62.0 61.2 57.0 1.5\ndolphin-phi:2.7b-v2.6-q6_K JuliaExpertCoTTask 8.1 8.0 12.2 0.0 56.0 1.5\ndolphin-phi:2.7b-v2.6-q6_K JuliaRecapCoTTask 9.4 8.9 14.1 0.0 56.0 1.5\norca2:13b JuliaExpertAsk 11.0 9.2 16.5 0.0 57.0 1.5\ndolphin-phi:2.7b-v2.6-q6_K InJulia 10.6 9.4 15.6 0.0 56.0 1.5\nstablelm-zephyr JuliaRecapCoTTask 11.4 8.8 16.5 0.0 57.0 1.4\nllama2 JuliaExpertCoTTask 18.9 17.3 27.2 25.0 59.0 1.4\ngemma:7b-instruct-q6_K JuliaRecapCoTTask 25.7 25.0 34.9 50.0 70.0 1.4\nphind-codellama:34b-v2 JuliaExpertCoTTask 44.6 46.5 60.1 66.7 57.0 1.3\ncodellama:13b-python JuliaRecapCoTTask 9.5 6.4 12.4 0.0 42.0 1.3\nllama2 JuliaRecapCoTTask 19.3 19.2 25.0 25.0 59.0 1.3\ncodellama:13b-python JuliaExpertAsk 10.4 7.9 13.3 0.0 44.0 1.3\nnous-hermes2:34b-yi-q4KM InJulia 52.0 45.5 61.8 60.0 67.0 1.2\ngemma:7b-instruct-q6_K InJulia 19.7 20.3 22.6 25.0 70.0 1.1\ngemma:7b-instruct-q6_K JuliaRecapTask 24.8 23.6 26.9 25.0 70.0 1.1\nphi:2.7b-chat-v2-q6_K JuliaExpertCoTTask 9.3 5.7 9.9 0.0 55.0 1.1\nstablelm-zephyr JuliaExpertCoTTask 11.4 9.6 12.2 0.0 57.0 1.1\nnous-hermes2:34b-yi-q4KM JuliaExpertAsk 35.9 32.9 37.4 50.0 67.0 1.0\ncodellama:13b-python JuliaExpertCoTTask 12.8 12.9 13.3 0.0 43.0 1.0\nllama2 JuliaRecapTask 22.1 22.2 22.4 0.0 59.0 1.0\norca2:13b JuliaExpertCoTTask 23.9 23.1 24.2 0.0 57.0 1.0\nyi:34b-chat JuliaRecapTask 50.8 48.8 47.6 50.0 58.0 0.9\nyi:34b-chat JuliaExpertCoTTask 42.1 40.6 39.2 25.0 58.0 0.9\nyi:34b-chat JuliaRecapCoTTask 49.5 45.6 44.0 50.0 57.0 0.9\nsolar:10.7b-instruct-v1-q4KM JuliaExpertCoTTask 22.5 22.4 19.7 0.0 58.0 0.9\nyi:34b-chat InJulia 51.1 48.6 44.5 50.0 58.0 0.9\ncodellama:13b-python JuliaRecapTask 16.3 10.9 13.9 0.0 43.0 0.9\nnous-hermes2:34b-yi-q4KM JuliaRecapTask 67.6 61.9 56.6 50.0 65.0 0.8\ngemma:7b-instruct-q6_K JuliaExpertCoTTask 23.8 23.3 19.9 25.0 70.0 0.8\nphi:2.7b-chat-v2-q6_K JuliaRecapCoTTask 12.1 10.8 9.9 0.0 55.0 0.8\ncodellama:13b-python InJulia 13.7 12.5 11.0 0.0 44.0 0.8\norca2:13b JuliaRecapCoTTask 26.7 25.4 21.5 0.0 57.0 0.8\nphi:2.7b-chat-v2-q6_K JuliaRecapTask 13.6 12.9 10.8 0.0 55.0 0.8\norca2:13b JuliaRecapTask 27.5 24.8 21.9 0.0 57.0 0.8\nnous-hermes2:34b-yi-q4KM JuliaRecapCoTTask 58.5 60.0 46.1 50.0 65.0 0.8\nnous-hermes2:34b-yi-q4KM JuliaExpertCoTTask 70.4 65.5 51.4 55.0 67.0 0.7\nphi:2.7b-chat-v2-q6_K JuliaExpertAsk 14.6 13.4 8.1 0.0 55.0 0.6\nphi:2.7b-chat-v2-q6_K InJulia 15.7 17.8 6.0 0.0 55.0 0.4","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"This page was generated using Literate.jl.","category":"page"},{"location":"reference/#Reference","page":"Reference","title":"Reference","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"","category":"page"},{"location":"reference/","page":"Reference","title":"Reference","text":"Modules = [JuliaLLMLeaderboard]","category":"page"},{"location":"reference/#InteractiveUtils.edit","page":"Reference","title":"InteractiveUtils.edit","text":"InteractiveUtils.edit(conversation::AbstractVector{<:PT.AbstractMessage}, bookmark::Int=-1)\n\nOpens the conversation in a preview window formatted as markdown (In VSCode, right click on the tab and select \"Open Preview\" to format it nicely).\n\nSee also: preview (for rendering as markdown in REPL)\n\n\n\n\n\n","category":"function"},{"location":"reference/#JuliaLLMLeaderboard.evaluate_1shot-Tuple{}","page":"Reference","title":"JuliaLLMLeaderboard.evaluate_1shot","text":"evaluate_1shot(; conversation, fn_definition, definition, model, prompt_label, schema, parameters::NamedTuple=NamedTuple(), device=\"UNKNOWN\", timestamp=timestamp_now(), version_pt=string(pkgversion(PromptingTools)), prompt_strategy=\"1SHOT\", verbose::Bool=false,\nauto_save::Bool=true, save_dir::AbstractString=dirname(fn_definition), experiment::AbstractString=\"\",\nexecution_timeout::Int=60, capture_stdout::Bool=true)\n\nRuns evaluation for a single test case (parse, execute, run examples, run unit tests), including saving the files.\n\nIf auto_save=true, it saves the following files\n\n/evaluation__PROMPTABC__1SHOT__TIMESTAMP.json\n/conversation__PROMPTABC__1SHOT__TIMESTAMP.json \n\ninto a sub-folder of where the definition file was stored.\n\nKeyword Arguments\n\nconversation: the conversation to evaluate (vector of messages), eg, from aigenerate when return_all=true\nfn_definition: path to the definition file (eg, joinpath(\"code_generation\", \"utility_functions\", \"event_scheduler\", \"definition.toml\"))\ndefinition: the test case definition dict loaded from the definition file. It's subset to only the relevant keys for code generation, eg, definition=load_definition(fn_definition)[\"code_generation\"]\nmodel: the model name, eg, model=\"gpt4t\"\nprompt_label: the prompt label, eg, prompt_label=\"JuliaExpertAsk\"\nschema: the schema used for the prompt, eg, schema=\"-\" or schema=\"OllamaManagedSchema()\"\nparameters: the parameters used for the generation like temperature or top_p, eg, parameters=(; top_p=0.9)\ndevice: the device used for the generation, eg, device=\"Apple-MacBook-Pro-M1\"\ntimestamp: the timestamp used for the generation. Defaults to timestamp=timestamp_now() which is like \"20231201_120000\"\nversion_pt: the version of PromptingTools used for the generation, eg, version_pt=\"0.1.0\"\nprompt_strategy: the prompt strategy used for the generation, eg, prompt_strategy=\"1SHOT\". Fixed for now!\nverbose: if verbose=true, it will print out more information about the evaluation process, eg, the evaluation errors\nauto_save: if auto_save=true, it will save the evaluation and conversation files into a sub-folder of where the definition file was stored.\nsave_dir: the directory where the evaluation and conversation files are saved. Defaults to dirname(fn_definition).\nexperiment: the experiment name, eg, experiment=\"my_experiment\" (eg, when you're doing a parameter search). Defaults to \"\" for standard benchmark run.\nexecution_timeout: the timeout for the AICode code execution in seconds. Defaults to 60s.\ncapture_stdout: if capture_stdout=true, AICode will capture the stdout of the code execution. Set to false if you're evaluating with multithreading (stdout capture is not thread-safe). Defaults to true to avoid poluting the benchmark.\nremove_tests: if remove_tests=true, AICode will remove any @testset blocks and unit tests from the main code definition (shields against model defining wrong unit tests inadvertedly).\n\nExamples\n\nusing JuliaLLMLeaderboard\nusing PromptingTools\n\nfn_definition = joinpath(\"code_generation\", \"utility_functions\", \"event_scheduler\", \"definition.toml\")\nd = load_definition(fn_definition)\n\nmsg = aigenerate(:JuliaExpertAsk; ask=d[\"code_generation\"][\"prompt\"], model=\"gpt4t\", return_all=true)\n\n# Try evaluating it -- auto_save=false not to polute our benchmark\nevals = evaluate_1shot(; conversation=msg, fn_definition, definition=d[\"code_generation\"], model=\"gpt4t\", prompt_label=\"JuliaExpertAsk\", timestamp=timestamp_now(), device=\"Apple-MacBook-Pro-M1\", schema=\"-\", prompt_strategy=\"1SHOT\", verbose=true, auto_save=false)\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.find_definitions","page":"Reference","title":"JuliaLLMLeaderboard.find_definitions","text":"Finds all definition.toml filenames in the given path. Returns a list of filenames to load.\n\n\n\n\n\n","category":"function"},{"location":"reference/#JuliaLLMLeaderboard.load_conversation_from_eval-Tuple{AbstractString}","page":"Reference","title":"JuliaLLMLeaderboard.load_conversation_from_eval","text":"Loads the conversation from the corresponding evaluation file.\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.load_definition-Tuple{Any}","page":"Reference","title":"JuliaLLMLeaderboard.load_definition","text":"Loads the test case definition from a TOML file under filename.\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.load_evals-Tuple{AbstractString}","page":"Reference","title":"JuliaLLMLeaderboard.load_evals","text":"load_evals(base_dir::AbstractString; score::Bool=true, max_history::Int=5, new_columns::Vector{Symbol}=Symbol[], kwargs...)\n\nLoads all evaluation JSONs from a given director loaded in a DataFrame as rows. The directory is searched recursively, and all files starting with the prefix evaluation__ are loaded.\n\nKeyword Arguments\n\nscore::Bool=true: If score=true, the function will also call score_eval on the resulting DataFrame.\nmax_history::Int=5: Only max_history most recent evaluations are loaded. If max_history=0, all evaluations are loaded.\n\nReturns: DataFrame\n\nNote: It loads a fixed set of columns (set in a local variable eval_cols), so if you added some new columns, you'll need to pass them to new_columns::Vector{Symbol} argument.\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.preview-Tuple{AbstractVector{<:PromptingTools.AbstractMessage}}","page":"Reference","title":"JuliaLLMLeaderboard.preview","text":"preview(conversation::AbstractVector{<:PT.AbstractMessage})\n\nRender a conversation, which is a vector of AbstractMessage objects, as a single markdown-formatted string. Each message is rendered individually and concatenated with separators for clear readability.\n\nThis function is particularly useful for displaying the flow of a conversation in a structured and readable format. It leverages the PT.preview method for individual messages to create a cohesive view of the entire conversation.\n\nArguments\n\nconversation::AbstractVector{<:PT.AbstractMessage}: A vector of messages representing the conversation.\n\nReturns\n\nString: A markdown-formatted string representing the entire conversation.\n\nExample\n\nconversation = [\n PT.SystemMessage(\"Welcome\"),\n PT.UserMessage(\"Hello\"),\n PT.AIMessage(\"Hi, how can I help you?\")\n]\nprintln(PT.preview(conversation))\n\nThis will output:\n\n# System Message\nWelcome\n---\n# User Message\nHello\n---\n# AI Message\nHi, how can I help you?\n---\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.preview-Tuple{PromptingTools.AbstractMessage}","page":"Reference","title":"JuliaLLMLeaderboard.preview","text":"preview(msg::PT.AbstractMessage)\n\nRender a single AbstractMessage as a markdown-formatted string, highlighting the role of the message sender and the content of the message.\n\nThis function identifies the type of the message (User, Data, System, AI, or Unknown) and formats it with a header indicating the sender's role, followed by the content of the message. The output is suitable for nicer rendering, especially in REPL or markdown environments.\n\nArguments\n\nmsg::PT.AbstractMessage: The message to be rendered.\n\nReturns\n\nString: A markdown-formatted string representing the message.\n\nExample\n\nmsg = PT.UserMessage(\"Hello, world!\")\nprintln(PT.preview(msg))\n\nThis will output:\n\n# User Message\nHello, world!\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.run_benchmark-Tuple{}","page":"Reference","title":"JuliaLLMLeaderboard.run_benchmark","text":"run_benchmark(; fn_definitions::Vector{<:AbstractString}=find_definitons(joinpath(@__DIR__, \"..\", \"code_generation\")),\nmodels::Vector{String}=[\"gpt-3.5-turbo-1106\"], model_suffix::String=\"\", prompt_labels::Vector{<:AbstractString}=[\"JuliaExpertCoTTask\", \"JuliaExpertAsk\", \"InJulia\", \"AsIs\", \"JuliaRecapTask\", \"JuliaRecapCoTTask\"],\napi_kwargs::NamedTuple=NamedTuple(), http_kwargs::NamedTuple=(; readtimeout=300),\nexperiment::AbstractString=\"\", save_dir::AbstractString=\"\", auto_save::Bool=true, verbose::Union{Int,Bool}=true, device::AbstractString=\"-\",\nnum_samples::Int=1, schema_lookup::AbstractDict{String,<:Any}=Dict{String,<:Any}())\n\nRuns the code generation benchmark with specified models and prompts for the specified number of samples.\n\nIt will generate the response, evaluate it and, optionally, also save it.\n\nNote: This benchmark is not parallelized, because locally hosted models would be overwhelmed. However, you can take this code and apply Threads.@spawn to it. The evaluation itself should be thread-safe.\n\nKeyword Arguments\n\nfn_definitions: a vector of paths to definitions of test cases to run (definition.toml). If not specified, it will run all definition files in the code_generation folder.\nmodels: a vector of models to run. If not specified, it will run only gpt-3.5-turbo-1106.\nmodel_suffix: a string to append to the model name in the evaluation data, eg, \"–optim\" if you provide some tuned API kwargs.\nprompt_labels: a vector of prompt labels to run. If not specified, it will run all available.\nnum_samples: an integer to specify the number of samples to generate for each model/prompt combination. If not specified, it will generate 1 sample.\napi_kwargs: a named tuple of API kwargs to pass to the aigenerate function. If not specified, it will use the default values. Example: (; temperature=0.5, top_p=0.5)\nhttp_kwargs: a named tuple of HTTP.jl kwargs to pass to the aigenerate function. Defaults to 300s timeout. Example: http_kwargs = (; readtimeout=300)\nschema_lookup: a dictionary of schemas to use for each model. If not specified, it will use the default schemas in the registry. Example: Dict(\"mistral-tiny\" => PT.MistralOpenAISchema())\ncodefixing_num_rounds: an integer to specify the number of rounds of codefixing to run (with AICodeFixer). If not specified, it will NOT be used.\ncodefixing_prompt_labels: a vector of prompt labels to use for codefixing. If not specified, it will default to only \"CodeFixerTiny\".\nexperiment: a string to save in the evaluation data. Useful for future analysis.\ndevice: specify the device the benchmark is running on, eg, \"Apple-MacBook-Pro-M1\" or \"NVIDIA-GTX-1080Ti\", broadly \"manufacturer-model\".\nsave_dir: a string of path where to save the evaluation data. If not specified, it will save in the same folder as the definition file. Useful for small experiments not to pollute the main benchmark.\nauto_save: a boolean whether to automatically save the evaluation data. If not specified, it will save the data. Otherwise, it only returns the vector of evals\nverbose: a boolean or integer to print progress. If not specified, it will print highlevel progress (verbose = 1 or true), for more details, set verbose=2 or =3.\nexecution_timeout: an integer to specify the timeout in seconds for the execution of the generated code. If not specified, it will use 10s (per run/test item).\n\nReturn\n\nVector of evals, ie, a dictionary of evaluation data for each model/prompt combination and each sample.\n\nNotes\n\nIn general, use HTTP timeouts because both local models and APIs can get stuck, eg, http_kwargs=(; readtimeout=150)\nOn Mac M1 with Ollama, you want to set apikwargs=(; options=(; numgpu=99)) for Ollama to have normal performance (ie, offload all model layers to the GPU)\nFor commercial providers (MistralAI, OpenAI), we automatically inject a different random seed for each run to avoid caching\n\nExample\n\nfn_definitions = find_definitions(\"code_generation/\") # all test cases\n\nevals = run_benchmark(; fn_definitions, models=[\"gpt-3.5-turbo-1106\"], prompt_labels=[\"JuliaExpertAsk\"],\n experiment=\"my-first-run\", save_dir=\"temp\", auto_save=true, verbose=true, device=\"Apple-MacBook-Pro-M1\",\n num_samples=1);\n\n# not using `schema_lookup` as it's not needed for OpenAI models\n\nOr if you want only one test case use: fn_definitions = [joinpath(\"code_generation\", \"utility_functions\", \"event_scheduler\", \"definition.toml\")]\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.run_code_blocks_additive-Tuple{AICode, AbstractVector{<:AbstractString}}","page":"Reference","title":"JuliaLLMLeaderboard.run_code_blocks_additive","text":"run_code_blocks_additive(cb::AICode, code_blocks::AbstractVector{<:AbstractString};\n verbose::Bool = false,\n setup_code::AbstractString = \"\", teardown_code::AbstractString = \"\",\n capture_stdout::Bool = true, execution_timeout::Int = 60)\n\nRunner for the additional code_blocks (can be either unit tests or examples), returns count of examples executed without an error. \n\ncode_blocks should be a vector of strings, each of which is a valid Julia expression that can be evaluated without an error thrown. Each successful run (no error thrown) is counted as a successful example.\n\nKeyword Arguments\n\nverbose=true will provide more information about the test failures.\nsetup_code is a string that will be prepended to each code block before it's evaluated. Useful for setting up the environment/test objects.\nteardown_code is a string that will be appended to each code block before it's evaluated. Useful for cleaning up the environment/test objects.\ncapture_stdout is a boolean whether to capture the stdout of the code execution. Set to false if you're evaluating with multithreading (stdout capture is not thread-safe).\nexecution_timeout is the timeout for the AICode code execution in seconds. Defaults to 60s.\n\nReturns\n\ncount_successful the number of examples that were executed without an error thrown.\n\nExample\n\nusing JuliaLLMLeaderboard: run_code_blocks\nusing PromptingTools: AICode\n\ncb = AICode(\"mysum(a,b)=a+b\")\ncode = \"mysum(1,2)\"\nrun_code_blocks(cb, [code])\n# Output: 1 (= 1 example executed without an error thrown)\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.run_code_main-Tuple{AIMessage}","page":"Reference","title":"JuliaLLMLeaderboard.run_code_main","text":"run_code_main(msg::PT.AIMessage; verbose::Bool = true, function_name::AbstractString = \"\",\n prefix::String = \"\",\n execution_timeout::Int = 60,\n capture_stdout::Bool = true,\n expression_transform::Symbol = :remove_all_tests)\n\nRuns the code block in the message msg and returns the result as an AICode object.\n\nLogic:\n\nAlways execute with a timeout\nAlways execute in a \"safe mode\" (inside a custom module, safe_eval=true)\nSkip any package imports or environment changes (skip_unsafe=true)\nSkip invalid/broken lines (skip_invalid=true)\nRemove any unit tests (expression_transform=:remove_all_tests), because model might have added some without being asked for it explicitly\nFirst, evaluate the code block as a whole, and if it fails, try to extract the function definition and evaluate it separately (fallback)\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.save_definition-Tuple{AbstractString, AbstractDict}","page":"Reference","title":"JuliaLLMLeaderboard.save_definition","text":"Saves the test case definition to a TOML file under filename.\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.score_eval-NTuple{4, Any}","page":"Reference","title":"JuliaLLMLeaderboard.score_eval","text":"score_eval(parsed, executed, unit_tests_success_ratio, examples_success_ratio; max_points::Int=100)\n\nScore the evaluation result by distributing max_points equally across the available criteria.\n\nExample\n\ndf=@rtransform df :score = score_eval(:parsed, :executed, :unit_tests_passed / :unit_tests_count, :examples_executed / :examples_count)\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.score_eval-Tuple{AbstractDict}","page":"Reference","title":"JuliaLLMLeaderboard.score_eval","text":"score_eval(eval::AbstractDict; max_points::Int=100)\n\nscore_eval(parsed, executed, unit_tests_success_ratio, examples_success_ratio; max_points::Int=100)\n\nScores the evaluation result eval by distributing max_points equally across the available criteria. Alternatively, you can provide the individual scores as arguments (see above) with values in the 0-1 range.\n\nEg, if all 4 criteria are available, each will be worth 25% of points:\n\nparsed (25% if true)\nexecuted (25% if true)\nunit_tests (25% if all unit tests passed)\nexamples (25% if all examples executed without an error thrown)\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.timestamp_now-Tuple{}","page":"Reference","title":"JuliaLLMLeaderboard.timestamp_now","text":"Provide a current timestamp in the format yyyymmddHHMMSS. If `addrandom` is true, a random number between 100 and 999 is appended to avoid overrides.\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.tmapreduce-Tuple{Any, Any, Any}","page":"Reference","title":"JuliaLLMLeaderboard.tmapreduce","text":"tmapreduce(f, op, itr; tasks_per_thread::Int = 2, kwargs...)\n\nA parallelized version of the mapreduce function leveraging multi-threading.\n\nThe function f is applied to each element of itr, and then the results are reduced using an associative two-argument function op.\n\nArguments\n\nf: A function to apply to each element of itr.\nop: An associative two-argument reduction function.\nitr: An iterable collection of data.\n\nKeyword Arguments\n\ntasks_per_thread::Int = 2: The number of tasks spawned per thread. Determines the granularity of parallelism.\nkwargs...: Additional keyword arguments to pass to the inner mapreduce calls.\n\nImplementation Details\n\nThe function divides itr into chunks, spawning tasks for processing each chunk in parallel. The size of each chunk is determined by tasks_per_thread and the number of available threads (nthreads). The results from each task are then aggregated using the op function.\n\nNotes\n\nThis implementation serves as a general replacement for older patterns. The goal is to introduce this function or a version of it to base Julia in the future.\n\nExample\n\nusing Base.Threads: nthreads, @spawn\nresult = tmapreduce(x -> x^2, +, 1:10)\n\nThe above example squares each number in the range 1 through 10 and then sums them up in parallel.\n\nSource: Julia Blog post\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.validate_definition-Tuple{AbstractDict}","page":"Reference","title":"JuliaLLMLeaderboard.validate_definition","text":"validate_definition(definition::AbstractDict; evaluate::Bool=true, verbose::Bool=true)\n\nValidates the definition.toml file for the code generation benchmark. \n\nReturns true if the definition is valid.\n\nKeyword Arguments\n\nevaluate: a boolean whether to evaluate the definition. If not specified, it will evaluate the definition.\nverbose: a boolean whether to print progress during the evaluation. If not specified, it will print progress.\nkwargs: keyword arguments to pass to code parsing function (PT.AICode).\n\nExample\n\nfn_definition = joinpath(\"code_generation\", \"utility_functions\", \"event_scheduler\", \"definition.toml\")\ndefinition = load_definition(fn_definition)\nvalidate_definition(definition)\n# output: true\n\n\n\n\n\n","category":"method"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"EditURL = \"../../../examples/compare_paid_vs_local.jl\"","category":"page"},{"location":"examples/compare_paid_vs_local/#Comparison-of-Paid-LLM-APIs-vs-Local-Models","page":"Paid vs Local Models","title":"Comparison of Paid LLM APIs vs Local Models","text":"","category":"section"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"While several locally-hosted models are very impressive, there is still a big gap in performance.","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"This gap would be smaller if we could run any of the 70bn models locally, unfortunately, that’s not the case for me.","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta\nusing Statistics: mean, median, quantile;\nunscrub_string(s::AbstractString) = split(s, \"_\") .|> titlecase |> x -> join(x, \" \");\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4-turbo-2024-04-09\",\n \"gpt-4o-2024-05-13\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"claude-2.1\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\"\n];\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\"\n];","category":"page"},{"location":"examples/compare_paid_vs_local/#Load-Latest-Results","page":"Paid vs Local Models","title":"Load Latest Results","text":"","category":"section"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"Use only the 5 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"df = @chain begin\n load_evals(DIR_RESULTS; max_history = 5)\n @rsubset :prompt_label in PROMPTS\n # remove qwen models as they are not correct!\n @rsubset !occursin(\"qwen\", :model)\nend;","category":"page"},{"location":"examples/compare_paid_vs_local/#Comparison-by-Model","page":"Paid vs Local Models","title":"Comparison by Model","text":"","category":"section"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"Highest average score by model:","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"fig = @chain df begin\n @by [:model] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n end\n @orderby -:score\n @rtransform :is_paid = :model in PAID_MODELS_DEFAULT\n @rsubset !endswith(:model, \"--optim\")\n @aside local order_ = _.model\n data(_) *\n mapping(:model => sorter(order_) => \"Model\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :is_paid => \"Paid API or Locally-hosted\") *\n visual(BarPlot; bar_labels = :y, label_offset = 0, label_formatter = x -> round(Int, x))\n draw(;\n figure = (; size = (900, 600)),\n legend = (; position = :bottom),\n axis = (;\n limits = (nothing, nothing, 0, 100),\n xticklabelrotation = 45,\n title = \"LLM Model Performance [PRELIMINARY]\"))\nend\nfig","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"Table:","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"output = @chain df begin\n @by [:model] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = mean(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n end\n @rtransform :is_paid = :model in PAID_MODELS_DEFAULT\n @rsubset !endswith(:model, \"--optim\")\n transform(_,\n names(_, Not(:model, :is_paid)) .=> ByRow(x -> round(x, digits = 1)),\n renamecols = false)\n @orderby -:score\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"Model Elapsed Elapsed Median Score Score Median Count Zero Score Count Full Score Is Paid\nclaude-3-opus-20240229 20.5 20.5 83.0 90.0 1.0 161.0 true\nclaude-3-sonnet-20240229 8.7 8.7 79.0 95.0 15.0 161.0 true\nmistralai/Mixtral-8x22B-Instruct-v0.1 14.1 14.1 77.6 90.0 5.0 151.0 false\nmeta-llama/Llama-3-70b-chat-hf 4.3 4.3 76.8 88.3 0.0 160.0 false\ngpt-4-turbo-2024-04-09 10.9 10.9 74.9 90.0 22.0 146.0 true\ngpt-4-1106-preview 22.4 22.4 74.4 90.0 19.0 142.0 true\nclaude-3-haiku-20240307 4.0 4.0 74.1 84.2 4.0 125.0 true\ngpt-4-0125-preview 30.2 30.2 73.1 88.8 26.0 140.0 true\ngpt-4o-2024-05-13 4.3 4.3 72.2 86.7 21.0 122.0 true\ndeepseek-coder 13.0 13.0 71.6 83.3 39.0 115.0 true\ndeepseek-chat 17.9 17.9 71.3 80.6 30.0 138.0 true\nmistral-large-2402 8.6 8.6 71.1 80.0 5.0 103.0 true\nmeta-llama/Llama-3-8b-chat-hf 1.5 1.5 67.7 66.7 5.0 70.0 false\nclaude-2.1 10.1 10.1 67.3 75.0 27.0 116.0 true\nmicrosoft/WizardLM-2-8x22B 34.7 34.7 62.7 60.0 33.0 118.0 false\ngpt-3.5-turbo-0125 1.2 1.2 62.1 67.1 62.0 95.0 true\nphind-codellama:34b-v2 37.1 37.1 61.8 62.5 36.0 58.0 false\nmistral-medium 18.1 18.1 60.8 60.0 22.0 90.0 true\nmistral-small-2402 5.0 5.0 60.2 55.0 15.0 84.0 true\nmistral-small 5.9 5.9 60.1 55.0 27.0 76.0 true\nmagicoder:7b-s-cl-q6_K 15.6 15.6 59.9 60.0 18.0 35.0 false\ngpt-3.5-turbo-1106 2.1 2.1 58.4 62.5 82.0 97.0 true\ncodellama:13b-instruct-q4KM 3.2 3.2 56.4 54.6 56.0 61.0 false\ndeepseek-coder:33b-instruct-q4KM 46.7 46.7 55.0 50.0 62.0 68.0 false\nmagicoder 12.8 12.8 53.7 50.0 49.0 52.0 false\nnous-hermes2:34b-yi-q4KM 56.8 56.8 50.7 50.0 78.0 56.0 false\naccounts/fireworks/models/dbrx-instruct 3.7 3.7 50.0 50.0 121.0 75.0 false\ncodellama:13b-instruct 18.1 18.1 50.0 50.0 65.0 44.0 false\nopenchat:7b-v3.5-1210-q4KM 14.4 14.4 49.4 50.0 48.0 23.0 false\nopenhermes2.5-mistral 12.9 12.9 48.9 50.0 55.0 27.0 false\nstarling-lm:latest 13.7 13.7 48.4 50.0 58.0 26.0 false\ncodellama:7b-instruct-q4KM 2.1 2.1 47.8 50.0 95.0 38.0 false\nmistral-tiny 4.6 4.6 46.9 50.0 75.0 42.0 true\nyi:34b-chat 43.9 43.9 45.6 50.0 45.0 34.0 false\nmistral:7b-instruct-v0.2-q6_K 21.7 21.7 45.4 50.0 44.0 23.0 false\nmistral:7b-instruct-v0.2-q4_0 12.4 12.4 44.3 50.0 75.0 32.0 false\nmistral:7b-instruct-v0.2-q4KM 15.6 15.6 42.6 50.0 71.0 23.0 false\ngpt-3.5-turbo 3.6 3.6 42.3 50.0 132.0 54.0 true\ncodellama:34b-instruct-q4KM 7.5 7.5 39.7 50.0 127.0 35.0 false\ncodellama:70b-instruct-q4KM 16.3 16.3 36.4 0.0 179.0 58.0 false\ngemini-1.0-pro-latest 4.2 4.2 35.9 50.0 76.0 9.0 true\nsolar:10.7b-instruct-v1-q4KM 18.8 18.8 35.2 50.0 107.0 10.0 false\nmistral:7b-instruct-q4KM 13.9 13.9 34.8 50.0 80.0 0.0 false\ncodellama:70b-instruct-q2_K 11.2 11.2 29.8 0.0 198.0 29.0 false\nllama2 17.1 17.1 26.5 25.0 131.0 0.0 false\ngemma:7b-instruct-q6_K 20.9 20.9 25.9 25.0 147.0 2.0 false\norca2:13b 20.1 20.1 23.1 0.0 166.0 11.0 false\nstablelm-zephyr 9.9 9.9 15.4 0.0 192.0 1.0 false\ndolphin-phi:2.7b-v2.6-q6_K 8.9 8.9 14.9 0.0 188.0 0.0 false\ncodellama:13b-python 12.5 12.5 12.8 0.0 155.0 0.0 false\nphi:2.7b-chat-v2-q6_K 13.0 13.0 8.9 0.0 222.0 0.0 false","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"This page was generated using Literate.jl.","category":"page"},{"location":"getting_started/#Getting-Started","page":"Getting Started","title":"Getting Started","text":"","category":"section"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"A few different options to get you started:","category":"page"},{"location":"getting_started/#Run-the-Benchmark","page":"Getting Started","title":"Run the Benchmark","text":"","category":"section"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"See examples/code_gen_benchmark.jl for an example of how to run the benchmark.","category":"page"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"You can start by launching the benchmark with the default settings:","category":"page"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"using JuliaLLMLeaderboard\n\n# set your device for reference\ndevice = \"Apple-MacBook-Pro-M1\" # \"Apple-MacBook-Pro-M1\" or \"NVIDIA-GTX-1080Ti\", broadly \"manufacturer-model\"\n\n# which models\nmodel_options = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-4-1106-preview\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n]\n\n\n# which prompts\nprompt_options = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\",\n]\n\n# Which test cases\nfn_definitions = find_definitions(\"code_generation/\")\n\n# What experiment are you running (for future reference)\nexperiment = \"my-first-benchmark\"\n\n# Run the benchmark -- set `auto_save = false` to disable saving results into files\nevals = run_benchmark(; fn_definitions, models = model_options,\n prompt_labels = prompt_options,\n experiment, auto_save = true, verbose = true, device,\n num_samples = 1, http_kwargs = (; readtimeout = 150));\n\n# You can then easily score each of these evaluation runs\nscores = score_evals.(evals)","category":"page"},{"location":"getting_started/#Create-Your-Analysis","page":"Getting Started","title":"Create Your Analysis","text":"","category":"section"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"To inspect individual model answers and their associated scores, see examples/inspect_results.jl or examples/debugging_results.jl.","category":"page"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"To compare different models, see examples/summarize_results_paid.jl","category":"page"},{"location":"getting_started/#Run-an-Experiment","page":"Getting Started","title":"Run an Experiment","text":"","category":"section"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"Want to run some experiments and save the results? Check out examples/experiment_hyperparameter_scan.jl for finding the optimal temperature and top_p !","category":"page"},{"location":"getting_started/#Contributing-Results","page":"Getting Started","title":"Contributing Results","text":"","category":"section"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"Run Your Evaluation: Choose your model and prompt, and run the test.\nSave Results: Store both the conversation and the evaluation.\nOpen a PR: Include the part of the code snippet you changed in the PR comments. We generally require 1-2 independent verifications of your result or at least 3 samples for each combination (for validity).","category":"page"},{"location":"frequently_asked_questions/#Frequently-Asked-Questions","page":"F.A.Q.","title":"Frequently Asked Questions","text":"","category":"section"},{"location":"frequently_asked_questions/#What-are-the-so-whats?","page":"F.A.Q.","title":"What are the so-whats?","text":"","category":"section"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"There is limited guidance or comments in the docs, because it’s meant to be automatically generated (and, hence, can move around slightly). For the resulting insights, see the associated blog posts!","category":"page"},{"location":"frequently_asked_questions/#Want-to-add-a-new-model?","page":"F.A.Q.","title":"Want to add a new model?","text":"","category":"section"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"In the short term, we don't foresee adding more models, unless there is some transformative new option that runs on a consumer-grade hardware. ","category":"page"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"If you want to add the benchmark for some specific model, submit your evals in a PR. We'll review it and, if it's good, we'll merge it.","category":"page"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"The expectations for a successful PR are:","category":"page"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"the model is publicly available and the submission can be verified\nyou have executed at least 5 different samples for each of the 5 basic prompt templates (see examples/code_gen_benchmark.jl for the list of templates) and for each test cases\nie, 14 * 5 * 5 = 350 evaluations and conversations are to be submitted in the PR","category":"page"},{"location":"frequently_asked_questions/#What’s-Next?","page":"F.A.Q.","title":"What’s Next?","text":"","category":"section"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"We'd like to add more tests and, potentially, also types of tests (code questions).","category":"page"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"It would be good to grow the number of prompt templates tested, as those are more versatile.","category":"page"},{"location":"","page":"Home","title":"Home","text":"CurrentModule = JuliaLLMLeaderboard","category":"page"},{"location":"#JuliaLLMLeaderboard","page":"Home","title":"JuliaLLMLeaderboard","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Documentation for Julia LLM Leaderboard.","category":"page"},{"location":"#Introduction","page":"Home","title":"Introduction","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Welcome to the Julia Code Generation Benchmark Repository! ","category":"page"},{"location":"","page":"Home","title":"Home","text":"This project is designed for the Julia community to compare the code generation capabilities of various AI models. Unlike academic benchmarks, our focus is practicality and simplicity: \"Generate code, run it, and see if it works(-ish).\"","category":"page"},{"location":"","page":"Home","title":"Home","text":"This repository aims to understand how different AI models and prompting strategies perform in generating syntactically correct Julia code to guide users in choosing the best model for their needs.","category":"page"},{"location":"","page":"Home","title":"Home","text":"Itchy fingers? Open the Results section or just run your own benchmark with run_benchmark() (eg, examples/code_gen_benchmark.jl).","category":"page"},{"location":"#First-Steps","page":"Home","title":"First Steps","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"To get started with benchmarking, see the Getting Started section, or simply continue to results: ","category":"page"},{"location":"","page":"Home","title":"Home","text":"Results for Local LLM Models\nResults for Paid LLM APIs\nResults by Prompt Templates\nResults by Test Cases","category":"page"},{"location":"#Feedback-and-Improvements","page":"Home","title":"Feedback and Improvements","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"We highly value community input. If you have suggestions or ideas for improvement, please open an issue. All contributions are welcome!","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"CurrentModule = JuliaLLMLeaderboard","category":"page"},{"location":"test_definitions/#Develop-Your-Test-Case","page":"Test Definitions","title":"Develop Your Test Case","text":"","category":"section"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"All test cases are defined in definition.toml files with the structure described below.","category":"page"},{"location":"test_definitions/#Folder-Structure","page":"Test Definitions","title":"Folder Structure","text":"","category":"section"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"Definitions are saved in the following file paths code_generation/category/test_case_name/definition.toml.","category":"page"},{"location":"test_definitions/#Anatomy-of-definition.toml","page":"Test Definitions","title":"Anatomy of definition.toml","text":"","category":"section"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"Required fields in definition.toml include:","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"name: Corresponding to the file path.\ncontributor: The creator of the test case (and their collaborators).\ncriteria: The evaluation criteria (eg, parsing, execution, unit_tests, examples).\nprompt: The problem statement or task.\nversion: The version of the test case. Starts at \"1.0\".\nexamples: Example scenarios for testing, provided as a vector of executable statements using the function name (eg, my_function(1, 2)).\nunit_tests: Tests to validate the code, provided as a vector of @test X = Z statements.\nimports: Packages that are made available to the model (to avoid failures due to a failed dependency).\nreference_solution: A reference solution to the problem, provided as a string of Julia code (no code fences).","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"There are several optional fields:","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"examples_setup: Code to run before each example eval, provided as a string of Julia code (no code fences). Used to setup any variables or functions needed for the examples.\nexamples_teardown: Code to run after each example eval, provided as a string of Julia code (no code fences). Used to clean up any variables or functions needed for the examples.\nunittestssetup: Code to run before each unit test eval, provided as a string of Julia code (no code fences). Used to setup any variables or functions needed for the unit tests.\nunitteststeardown: Code to run after each unit test eval, provided as a string of Julia code (no code fences). Used to clean up any variables or functions needed for the unit tests.","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"The above fields can improve re-use of code across the examples/unit tests.","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"See an example in examples/create_definition.jl. ","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"You can validate your test case definitions with validate_definition.","category":"page"},{"location":"test_definitions/#Feedback-and-Improvements","page":"Test Definitions","title":"Feedback and Improvements","text":"","category":"section"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"We highly value community input. If you have suggestions or ideas for improvement, please open an issue. All contributions are welcome!","category":"page"}] +[{"location":"methodology/","page":"Methodology","title":"Methodology","text":"CurrentModule = JuliaLLMLeaderboard","category":"page"},{"location":"methodology/#Automated-Evaluation-Methodology","page":"Methodology","title":"Automated Evaluation Methodology","text":"","category":"section"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"Each model's and prompt's performance is evaluated based on several criteria:","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"Parsing: Does the generated code parse correctly in Julia?\nExecution: Can the code execute without errors?\nUnit Tests: Do the included unit tests pass?\nExample Runs: Does the code run in a provided example scenario?","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"At the moment, all criteria are weighed equally and each test case can earn a maximum of 100 points. ","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"If a code passes all criteria, it gets 100/100 points. ","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"If it fails one criterion (eg, all unit tests), it gets 75/100 points. ","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"If it fails two criteria (eg, it runs but all examples and unit tests are broken), it gets 50 points, and so on.","category":"page"},{"location":"methodology/#Definition.toml","page":"Methodology","title":"Definition.toml","text":"","category":"section"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"Each test case is defined in a definition.toml file with the structure described in Anatomy of definition.toml.","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"We chose TOML format because it is human-readable and easy to edit in a text editor / GITHub.","category":"page"},{"location":"methodology/#Repo-Structure-/-Naming-Convention","page":"Methodology","title":"Repo Structure / Naming Convention","text":"","category":"section"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"To enhance transparency and reproducibility, we save all conversations and evaluations in a nested folder structure.","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"Folder Convention: ","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"Definitions are saved in nested folders following the format code_generation/category/test_case_name/definition.toml\nEvaluation results are saved in nested sub-folders, keyed by the model:\nEvaluation result: code_generation/category/test_case_name/model/evaluation__PROMPT__STRATEGY__TIMESTAMP.json\nConversation: code_generation/category/test_case_name/model/conversation__PROMPT__STRATEGY__TIMESTAMP.json","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"You can load any conversation with PromptingTools.load_conversation() and display it with edit or preview depending on your IDE/preference.","category":"page"},{"location":"methodology/","page":"Methodology","title":"Methodology","text":"You can load any evaluation with JSON3.read and score it with score_eval.","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"EditURL = \"../../../examples/summarize_results_test_cases.jl\"","category":"page"},{"location":"examples/summarize_results_test_cases/#Results-by-Test-Cases","page":"By Test Case","title":"Results by Test Cases","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"We currently have only a few test cases across 2 categories: data_analysis and utility_functions (see folder code_generation/).","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"In this note, we preview each test case and highlight the highest the best performing model for it.","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta, Markdown\nusing Statistics: mean, median, quantile;\nunscrub_string(s::AbstractString) = split(s, \"_\") .|> titlecase |> x -> join(x, \" \");\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4-turbo-2024-04-09\",\n \"gpt-4o-2024-05-13\",\n \"gpt-4o-mini-2024-07-18\",\n \"gpt-4o-2024-08-06\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"claude-3-5-sonnet-20240620\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\",\n \"codestral-2405\",\n \"mistral-large-2407\"\n];\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\",\n \"JuliaExpertAskXML\",\n \"JuliaExpertCoTTaskXML\"\n];","category":"page"},{"location":"examples/summarize_results_test_cases/#Load-Results","page":"By Test Case","title":"Load Results","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Use only the 5 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"df = load_evals(DIR_RESULTS; max_history = 5);\nfn_definitions = find_definitions(DIR_RESULTS);\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"There are currently 14 test cases.","category":"page"},{"location":"examples/summarize_results_test_cases/#Tabular-Overview","page":"By Test Case","title":"Tabular Overview","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Overview of all test cases, sorted by average score and with the winning model highlighted (separated by Paid vs Open-Source)","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"# Pre-aggregate winning models\ntop_model = @chain df begin\n # remove qwen models as they are not correct!\n @rsubset !occursin(\"qwen\", :model)\n @rsubset !endswith(:model, \"--optim\")\n @by [:model, :name] :score=mean(:score)\n @rtransform :is_paid = :model in PAID_MODELS_DEFAULT\n @orderby -:score\n combine(first, groupby(_, [:name, :is_paid]))\n @rtransform :winner = \"$(:model) ($(round(:score;digits=1)))\"\n select(Not(:model, :score))\nend\n# Aggregate by test case\n@chain df begin\n @rsubset :prompt_label in PROMPTS\n @by :name begin\n :average_score = mean(:score)\n :average_elapsed = mean(:elapsed_seconds)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n :count_samples = $nrow\n end\n @rtransform :average_score=round(:average_score; digits = 1) :average_elapsed=round(\n :average_elapsed;\n digits = 1)\n leftjoin(_,\n @rsubset(top_model, :is_paid),\n on = [:name],\n validate = (true, true),\n makeunique = true)\n leftjoin(_,\n @rsubset(top_model, :is_paid==false),\n on = [:name],\n validate = (true, true),\n makeunique = true)\n select(Not(:is_paid, :is_paid_1))\n rename(:winner => :paid_winner, :winner_1 => :oss_winner)\n rename(_, names(_) .|> unscrub_string)\nend","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"
14×8 DataFrame
RowNameAverage ScoreAverage ElapsedCount Zero ScoreCount Full ScoreCount SamplesPaid WinnerOss Winner
StringFloat64Float64Int64Int64Int64String?String?
1count_model_rows58.211.72473891395claude-3-5-sonnet-20240620 (100.0)meta-llama/Llama-3-70b-chat-hf (100.0)
2FloatWithUnits74.110.52729491447claude-3-5-sonnet-20240620 (100.0)meta-llama/Llama-3-70b-chat-hf (100.0)
3clean_column68.69.12295381376claude-3-opus-20240229 (100.0)claude-2.1 (100.0)
4event_scheduler50.815.93192061394gpt-4-0125-preview (94.4)meta-llama/Llama-3-70b-chat-hf (100.0)
5keep_only_names66.29.72134271343mistral-large-2402 (97.6)meta-llama/Llama-3-8b-chat-hf (100.0)
6timezone_bumper72.512.21677391337claude-3-5-sonnet-20240620 (100.0)deepseek-coder:33b-instruct-q4_K_M (100.0)
7weather_data_analyzer61.816.3256981395deepseek-chat (93.0)meta-llama/Llama-3-70b-chat-hf (95.0)
8wrap_string63.214.02322101340gpt-4o-mini-2024-07-18 (95.2)claude-2.1 (92.8)
9add_yearmonth52.813.62402761400claude-3-haiku-20240307 (87.7)mistralai/Mixtral-8x22B-Instruct-v0.1 (79.8)
10q_and_a_extractor41.615.540001365claude-3-opus-20240229 (67.3)mistralai/Mixtral-8x22B-Instruct-v0.1 (73.7)
11ispersonal46.812.82743441345codestral-2405 (90.0)nous-hermes2:34b-yi-q4_K_M (68.0)
12extract_julia_code40.812.135801371claude-3-opus-20240229 (65.2)meta-llama/Llama-3-70b-chat-hf (61.5)
13audi_filter42.913.63382021394claude-3-5-sonnet-20240620 (96.0)mistralai/Mixtral-8x22B-Instruct-v0.1 (61.0)
14pig_latinify36.117.231401341claude-3-5-sonnet-20240620 (79.7)deepseek-coder:33b-instruct-q4_K_M (51.1)
","category":"page"},{"location":"examples/summarize_results_test_cases/#Individual-Test-Cases","page":"By Test Case","title":"Individual Test Cases","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"io = IOBuffer()\nfor fn in fn_definitions\n # fn = fn_definitions[1]\n d = load_definition(fn)[\"code_generation\"]\n\n println(io, \"### Test Case: $(\"`\"*(d[\"name\"])*\"`\")\")\n println(io)\n println(io, \"- Definition file: `$(relpath(fn,pkgdir(JuliaLLMLeaderboard)))`\")\n println(io, \"- Prompt: \\\"$(d[\"prompt\"])\\\"\")\n println(io, \"- Evaluation criteria: $(join(\"`\".*d[\"criteria\"].*\"`\",\", \"))\")\n println(io, \"- Allowed imports: $(join(d[\"imports\"],\", \"))\")\n println(io, \"- Defined examples: $(length(get(d,\"examples\",[])))\")\n println(io, \"- Defined unit tests: $(length(get(d,\"unit_tests\",[])))\")\n println(io, \"- Reference solution: \\n\\n`````julia\\n$(d[\"reference_solution\"])\\n`````\\n\")\n # Paid model winner\n winner = @chain df begin\n @rsubset :model in PAID_MODELS_DEFAULT && :prompt_label in PROMPTS\n @rsubset :name == d[\"name\"]\n @by :model begin\n :score = mean(:score)\n :elapsed = mean(:elapsed_seconds)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n :cnt = $nrow\n end\n @orderby -:score\n first\n end\n println(io,\n \"**Winning Paid Model:** \\\"$(winner.model)\\\" with average score $(round(winner.score;digits=1)) (Full score: $(winner.count_full_score)/$(winner.cnt), Zero score: $(winner.count_zero_score)/$(winner.cnt)) \\n\")\n # OSS winner\n winner = @chain df begin\n @rsubset !any(startswith.(:model, PAID_MODELS_DEFAULT)) && :prompt_label in PROMPTS\n @rsubset :name == d[\"name\"]\n @by :model begin\n :score = mean(:score)\n :elapsed = mean(:elapsed_seconds)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n :cnt = $nrow\n end\n @orderby -:score\n first\n end\n println(io,\n \"**Winning Locally-hosted Model:** \\\"$(winner.model)\\\" with average score $(round(winner.score;digits=1)) (Full score: $(winner.count_full_score)/$(winner.cnt), Zero score: $(winner.count_zero_score)/$(winner.cnt)) \\n\")\n println(io, \"\\n\")\nend\nMD(String(take!(io)))","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-add_yearmonth","page":"By Test Case","title":"Test Case: add_yearmonth","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/data_analysis/add_yearmonth/definition.toml\nPrompt: \"Given a DataFrame df with column dt representing DateTimes. Write a function add_yearmonth that creates a new column ym by extracting year and month from dt and concatenating them together as an integer in format: “yyyymm”.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: DataFrames, Dates\nDefined examples: 4\nDefined unit tests: 4\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using DataFrames, Dates\n\nfunction add_yearmonth(df::DataFrame)\n return transform(df, :dt => ByRow(dt -> year(dt) * 100 + month(dt)) => :ym)\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-haiku-20240307\" with average score 87.7 (Full score: 28/35, Zero score: 3/35) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"mistralai/Mixtral-8x22B-Instruct-v0.1\" with average score 79.8 (Full score: 14/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-audi_filter","page":"By Test Case","title":"Test Case: audi_filter","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/data_analysis/audi_filter/definition.toml\nPrompt: \"You are given a DataFrame df_cars with car data with columns manufacturer and model. Write a function audifilter that filters down the dataset to only the rows with manufacturer “audi” and model being “a4 or “a4 quattro”, then it should create a new column `audia4_typethat equalstrue` across all rows. Then return the resulting DataFrame.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: DataFrames\nDefined examples: 2\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using DataFrames\n\nfunction audi_filter(df::DataFrame)\n # Filter for Audi A4 and Audi A4 Quattro\n filtered_df = filter(row -> row.manufacturer == \"audi\" && (row.model == \"a4\" || row.model == \"a4 quattro\"), eachrow(df)) |> DataFrame\n # Add new column\n filtered_df.audi_a4_type .= true\n return filtered_df\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-5-sonnet-20240620\" with average score 96.0 (Full score: 23/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"mistralai/Mixtral-8x22B-Instruct-v0.1\" with average score 61.0 (Full score: 7/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-count_model_rows","page":"By Test Case","title":"Test Case: count_model_rows","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/data_analysis/count_model_rows/definition.toml\nPrompt: \"Given a DataFrame dfcars with column model, write a function `countmodel_rows` that groups data by model and calculate how many rows there are for each.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: DataFrames\nDefined examples: 2\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using DataFrames\n\nfunction count_model_rows(df::DataFrame)\n grouped_df = groupby(df, :model)\n return combine(grouped_df, nrow => :count)\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-5-sonnet-20240620\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-weather_data_analyzer","page":"By Test Case","title":"Test Case: weather_data_analyzer","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/data_analysis/weather_data_analyzer/definition.toml\nPrompt: \"You are given a list of daily temperature data temps (numbers). Write a function weather_data_analyzer that performs statistical analyses on this data (use Statistics package). The function should return results in named tuple (construct it with (; key1=value1,key2=value2) syntax) containing the average, max, min temperatures, and a trend (can be only: :increasing, :decreasing, or :stable). If the list is empty, the function should return a named tuple with all values set to nothing.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Statistics\nDefined examples: 5\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using Statistics\n\nfunction weather_data_analyzer(temps)\n if isempty(temps)\n return (; average=nothing, max=nothing, min=nothing, trend=nothing)\n else\n average = mean(temps)\n max_temp = maximum(temps)\n min_temp = minimum(temps)\n trend = if all(diff(temps) .> 0)\n :increasing\n elseif all(diff(temps) .< 0)\n :decreasing\n else\n :stable\n end\n return (; average=average, max=max_temp, min=min_temp, trend=trend)\n end\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"deepseek-chat\" with average score 93.0 (Full score: 5/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 95.0 (Full score: 10/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-FloatWithUnits","page":"By Test Case","title":"Test Case: FloatWithUnits","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/FloatWithUnits/definition.toml\nPrompt: \"Given a struct FloatWithUnits with fields value and unit (make sure to define it!), write a show method for it that will concatenate the value and unit with a space like this \"1.8 meters\".\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 2\nDefined unit tests: 3\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"struct FloatWithUnits\n value::Float64\n unit::String\nend\nBase.show(io::IO, f::FloatWithUnits) = print(io, f.value, \" \", f.unit)\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-5-sonnet-20240620\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-clean_column","page":"By Test Case","title":"Test Case: clean_column","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/clean_column/definition.toml\nPrompt: \"Write a function clean_column that cleans a column name (col) by lowercasing it, stripping any leading or trailing whitespaces, and replacing any spaces and hyphens with an underscore, eg, \"My Column\" becomes \"my_column\".\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 3\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function clean_column(col)\n return lowercase(col) |> strip |> x -> replace(x, r\"[\\s-]\" => \"_\")\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-opus-20240229\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"claude-2.1\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-event_scheduler","page":"By Test Case","title":"Test Case: event_scheduler","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/event_scheduler/definition.toml\nPrompt: \"You are given a list of events where each event is a tuple with a start and a finish time (in the format 'YYYY-MM-DD HH:MM'). Write a function event_scheduler that checks for any scheduling conflicts among the events. The function should return \"No conflicts\" if there are no overlapping events and \"Conflict\" if any events overlap in time. If the list is empty, return \"No events\". Use package Dates for parsing.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Dates\nDefined examples: 5\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using Dates\n\nfunction event_scheduler(events)\n if isempty(events)\n return \"No events\"\n end\n \n # Sort the events based on the start time\n sorted_events = sort(events, by = e -> Dates.DateTime(e[1], \"yyyy-mm-dd HH:MM\"))\n \n # Check for conflicts\n for i in 1:length(sorted_events)-1\n if Dates.DateTime(sorted_events[i][2], \"yyyy-mm-dd HH:MM\") > Dates.DateTime(sorted_events[i+1][1], \"yyyy-mm-dd HH:MM\")\n return \"Conflict\"\n end\n end\n \n return \"No conflicts\"\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"gpt-4-0125-preview\" with average score 94.4 (Full score: 15/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-extract_julia_code","page":"By Test Case","title":"Test Case: extract_julia_code","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/extract_julia_code/definition.toml\nPrompt: \"You are provided a markdown document md with julia language code blocks. Write a function extract_julia_code that extracts all the code blocks, removes code fences and joins the code blocks (if there are multiple) together with a newline. Return a String. Do not provide any examples.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 4\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function extract_julia_code(md::AbstractString)\n code_blocks = eachmatch(r\"```julia\n(.*?)\n```\"s, md)\n join([code.captures[1] for code in code_blocks], \"\n\")\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-opus-20240229\" with average score 65.2 (Full score: 0/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 61.5 (Full score: 0/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-ispersonal","page":"By Test Case","title":"Test Case: ispersonal","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/ispersonal/definition.toml\nPrompt: \"Write a function ispersonal that returns a trait if the provided Vehicle type is a personal vehicle for everyday driving. All vehicles are subtypes of AbstractVehicle. Function must work for types: Car, Motorcycle, Bus, Truck. The first two should return true, the latter two should return false . The function should default to false for any other subtype of AbstractVehicle. Provide an example.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 4\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"abstract type AbstractVehicle end\n\nstruct Car <: AbstractVehicle end\nstruct Motorcycle <: AbstractVehicle end\nstruct Bus <: AbstractVehicle end\nstruct Truck <: AbstractVehicle end\n\nispersonal(vehicle::AbstractVehicle) = false\nispersonal(vehicle::Union{Car,Motorcycle}) = true\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"codestral-2405\" with average score 90.0 (Full score: 22/25, Zero score: 2/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"nous-hermes2:34b-yi-q4KM\" with average score 68.0 (Full score: 14/25, Zero score: 2/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-keep_only_names","page":"By Test Case","title":"Test Case: keep_only_names","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/keep_only_names/definition.toml\nPrompt: \"Write a function keep_only_names which iterates over the provided list of words (words) and removes all words that do not start with a capital letter (eg, remove \"dog\" but keep \"Dog\").\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 4\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function keep_only_names(words)\n return filter(word -> isuppercase(first(word)), words)\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"mistral-large-2402\" with average score 97.6 (Full score: 22/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-8b-chat-hf\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-pig_latinify","page":"By Test Case","title":"Test Case: pig_latinify","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/pig_latinify/definition.toml\nPrompt: \"Write a pig latin transformer called pig_latinify that operates on a vector of strings. It iterates over each string and changes it to pig latin. Each iteration should run on a separate thread.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Base.Threads\nDefined examples: 4\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function to_pig_latin(word::AbstractString)\n vowels = \"aeiouAEIOU\"\n first_vowel_idx = findfirst(c -> c in vowels, word)\n if isnothing(first_vowel_idx) || first_vowel_idx == 1\n return word * \"ay\"\n else\n return word[first_vowel_idx:end] * word[1:first_vowel_idx-1] * \"ay\"\n end\nend\n\nfunction pig_latinify(words::Vector{<:AbstractString})\n transform = similar(words)\n Threads.@threads for i in 1:length(words)\n transform[i] = to_pig_latin(words[i])\n end\n return transform\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-5-sonnet-20240620\" with average score 79.7 (Full score: 0/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"codellama:13b-instruct-q4KM\" with average score 48.6 (Full score: 0/25, Zero score: 2/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-q_and_a_extractor","page":"By Test Case","title":"Test Case: q_and_a_extractor","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/q_and_a_extractor/definition.toml\nPrompt: \"You are given a markdown-formatted text md. Write a function q_and_a_extractor to extract all text in the markdown sections Question and Answer (starting with # Question and # Answer, respectively) and return the answer in a tuple like (question,answer). Strip any leading spaces and newlines from the extracted text.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 3\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function q_and_a_extractor(md::AbstractString)\n question = match(r\"(?<=# Question\n).*?(?=\n# [A-Za-z]+|$)\"s, md)\n answer = match(r\"(?<=# Answer\n).*?(?=\n# [A-Za-z]+|$)\"s, md)\n\n return (question === nothing ? \"\" : strip(question.match)),\n (answer === nothing ? \"\" : strip(answer.match))\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-opus-20240229\" with average score 67.3 (Full score: 0/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"mistralai/Mixtral-8x22B-Instruct-v0.1\" with average score 73.7 (Full score: 0/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-timezone_bumper","page":"By Test Case","title":"Test Case: timezone_bumper","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/timezone_bumper/definition.toml\nPrompt: \"Write a function timezone_bumper(dt,bump) that increases any provided timestamp by bump::Int hours (defaults to +3 hours). Make sure it works only for DateTime types and throws an error for Date types.\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Dates\nDefined examples: 5\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"using Dates\n\nfunction timezone_bumper(timestamp::DateTime, bump::Int=3)\n return timestamp + Hour(bump)\nend\n\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"claude-3-5-sonnet-20240620\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"meta-llama/Llama-3-70b-chat-hf\" with average score 100.0 (Full score: 25/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/#Test-Case:-wrap_string","page":"By Test Case","title":"Test Case: wrap_string","text":"","category":"section"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Definition file: code_generation/utility_functions/wrap_string/definition.toml\nPrompt: \"Write a function wrap_string. It iterates over words and it will add a new line each time a maximum text_width::Int=10 would be exceeded. Provide an example\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: \nDefined examples: 2\nDefined unit tests: 6\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"function wrap_string(text::AbstractString, text_width::Int=10)\n words = split(text)\n line_length = 0\n wrapped_text = \"\"\n num_words = length(words)\n for i in eachindex(words)\n word = words[i]\n # +1 for separator length for all but the last word\n sep_length = (i == num_words) ? 0 : 1\n if line_length + length(word) + sep_length > text_width\n wrapped_text *= \"\n\"\n line_length = 0\n end\n wrapped_text *= word * \" \"\n line_length += length(word) + 1\n end\n return strip(wrapped_text)\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Paid Model: \"gpt-4-1106-preview\" with average score 97.8 (Full score: 14/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"Winning Locally-hosted Model: \"claude-2.1\" with average score 92.8 (Full score: 12/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"","category":"page"},{"location":"examples/summarize_results_test_cases/","page":"By Test Case","title":"By Test Case","text":"This page was generated using Literate.jl.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"EditURL = \"../../../examples/summarize_results_prompts.jl\"","category":"page"},{"location":"examples/summarize_results_prompts/#Results-by-Prompt-Templates","page":"By Prompts","title":"Results by Prompt Templates","text":"","category":"section"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"What prompt you use can sometimes matter more than the model. Here we compare the performance of various prompt templates in PromptingTools.jl package.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta\nusing Statistics: mean, median, quantile;\nunscrub_string(s::AbstractString) = split(s, \"_\") .|> titlecase |> x -> join(x, \" \");\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4-turbo-2024-04-09\",\n \"gpt-4o-2024-05-13\",\n \"gpt-4o-mini-2024-07-18\",\n \"gpt-4o-2024-08-06\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"claude-3-5-sonnet-20240620\",\n \"claude-2.1\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\",\n \"codestral-2405\",\n \"mistral-large-2407\"\n];\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\"\n];","category":"page"},{"location":"examples/summarize_results_prompts/#Load-Results","page":"By Prompts","title":"Load Results","text":"","category":"section"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Use only the 5 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"df = @chain begin\n load_evals(DIR_RESULTS; max_history = 5)\n @rsubset :prompt_label in PROMPTS\n # remove qwen models as they are not correct!\n @rsubset !occursin(\"qwen\", :model)\nend;","category":"page"},{"location":"examples/summarize_results_prompts/#Overview-of-Prompt-Templates","page":"By Prompts","title":"Overview of Prompt Templates","text":"","category":"section"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"We've added an \"AsIs\" prompt template, which is just the raw task definition (nothing added). As you can see below, it's pretty bad, because the models fail to detect from the context that they should produce Julia code. In short, always use a prompt template, even if it's just a simple one.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Show scatter plot elapsed / score, where prompts are separated by different colors.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"fig = @chain df begin\n @aside local xlims = quantile(df.elapsed_seconds, [0.01, 0.99])\n @rsubset !occursin(\"--optim\", :model)\n @by [:model, :prompt_label] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n data(_) * mapping(:elapsed => \"Avg. Elapsed Time (s)\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :prompt_label => \"Prompt\")\n draw(; figure = (size = (600, 600),),\n axis = (xticklabelrotation = 45,\n title = \"Elapsed Time vs Score by Prompt [PRELIMINARY]\",\n limits = (xlims..., nothing, nothing)),\n palettes = (; color = Makie.ColorSchemes.tab20.colors))\nend\nSAVE_PLOTS && save(\"assets/elapsed-vs-score-scatter-prompts.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"A few learnings so far:","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Never use the \"AsIs\" prompt (ie, raw task definition). ALWAYS add some context around the language, situation, etc.\nEven a simple \"In Julia, answer XYZ\" prompt can be quite effective. Note that the bigger prompts (\"CoT\" stands for Chain of Thought) might be confusing the smaller models, hence why this prompt is so effective on average.","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Table:","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"output = @chain df begin\n @by [:prompt_label] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n end\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n @orderby -:score\n rename(\"prompt_label\" => \"Prompt Template\",\n \"score\" => \"Avg. Score (Max 100 pts)\",\n \"elapsed_median\" => \"Elapsed (s, median)\",\n \"elapsed\" => \"Elapsed (s, average)\",\n \"score_median\" => \"Median Score (Max 100 pts)\")\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"Prompt Template Elapsed (s, average) Elapsed (s, median) Avg. Score (Max 100 pts) Median Score (Max 100 pts)\nInJulia 13.2 8.8 58.5 58.3\nJuliaExpertAsk 9.2 5.7 57.0 55.0\nJuliaRecapTask 15.6 10.6 55.4 55.0\nJuliaExpertCoTTask 14.2 9.3 53.5 55.0\nJuliaRecapCoTTask 15.1 10.6 52.5 50.0","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"","category":"page"},{"location":"examples/summarize_results_prompts/","page":"By Prompts","title":"By Prompts","text":"This page was generated using Literate.jl.","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"EditURL = \"../../../examples/summarize_results_test_cases_waitlist.jl\"","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Results-by-Test-Cases-WAITLIST","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Preview of test cases on the waitlist, to be added to the main evaluation.","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"In this note, we preview each test case and highlight the highest the best performing model for it.","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta, Markdown\nusing Statistics: mean, median, quantile;\nunscrub_string(s::AbstractString) = split(s, \"_\") .|> titlecase |> x -> join(x, \" \");\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation_waitlist\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4o-2024-05-13\",\n \"gpt-4o-mini-2024-07-18\",\n \"gpt-4o-2024-08-06\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"claude-3-5-sonnet-20240620\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\",\n \"codestral-2405\",\n \"mistral-large-2407\"\n];\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\",\n \"JuliaExpertAskXML\",\n \"JuliaExpertCoTTaskXML\"\n];","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Load-Results","page":"Results by Test Cases - WAITLIST","title":"Load Results","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Use only the 5 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"df = load_evals(DIR_RESULTS; max_history = 5);\nfn_definitions = find_definitions(DIR_RESULTS);\n","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"There are currently 2 test cases.","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Tabular-Overview","page":"Results by Test Cases - WAITLIST","title":"Tabular Overview","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Overview of all test cases, sorted by average score and with the winning model highlighted (separated by Paid vs Open-Source)","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"# Pre-aggregate winning models\ntop_model = @chain df begin\n # remove qwen models as they are not correct!\n @rsubset !occursin(\"qwen\", :model)\n @rsubset !endswith(:model, \"--optim\")\n @by [:model, :name] :score=mean(:score)\n @rtransform :is_paid = :model in PAID_MODELS_DEFAULT\n @orderby -:score\n combine(first, groupby(_, [:name, :is_paid]))\n @rtransform :winner = \"$(:model) ($(round(:score;digits=1)))\"\n select(Not(:model, :score))\nend\n# Aggregate by test case\n@chain df begin\n @rsubset :prompt_label in PROMPTS\n @by :name begin\n :average_score = mean(:score)\n :average_elapsed = mean(:elapsed_seconds)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n :count_samples = $nrow\n end\n @rtransform :average_score=round(:average_score; digits = 1) :average_elapsed=round(\n :average_elapsed;\n digits = 1)\n leftjoin(_,\n @rsubset(top_model, :is_paid),\n on = [:name],\n validate = (true, true),\n makeunique = true)\n leftjoin(_,\n @rsubset(top_model, :is_paid==false),\n on = [:name],\n validate = (true, true),\n makeunique = true)\n select(Not(:is_paid, :is_paid_1))\n rename(:winner => :paid_winner, :winner_1 => :oss_winner)\n rename(_, names(_) .|> unscrub_string)\nend","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"
2×8 DataFrame
RowNameAverage ScoreAverage ElapsedCount Zero ScoreCount Full ScoreCount SamplesPaid WinnerOss Winner
StringFloat64Float64Int64Int64Int64String?String?
1find_mean78.516.39104180mistral-small-2402 (91.7)codellama:13b (77.0)
2find_median61.614.784180gpt-4-0125-preview (81.3)magicoder:7b-s-cl-q6_K (52.1)
","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Individual-Test-Cases","page":"Results by Test Cases - WAITLIST","title":"Individual Test Cases","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"io = IOBuffer()\nfor fn in fn_definitions\n # fn = fn_definitions[1]\n d = load_definition(fn)[\"code_generation\"]\n\n println(io, \"### Test Case: $(\"`\"*(d[\"name\"])*\"`\")\")\n println(io)\n println(io, \"- Definition file: `$(relpath(fn,pkgdir(JuliaLLMLeaderboard)))`\")\n println(io, \"- Prompt: \\\"$(d[\"prompt\"])\\\"\")\n println(io, \"- Evaluation criteria: $(join(\"`\".*d[\"criteria\"].*\"`\",\", \"))\")\n println(io, \"- Allowed imports: $(join(d[\"imports\"],\", \"))\")\n println(io, \"- Defined examples: $(length(get(d,\"examples\",[])))\")\n println(io, \"- Defined unit tests: $(length(get(d,\"unit_tests\",[])))\")\n println(io, \"- Reference solution: \\n\\n`````julia\\n$(d[\"reference_solution\"])\\n`````\\n\")\n # Paid model winner\n winner = @chain df begin\n @rsubset :model in PAID_MODELS_DEFAULT && :prompt_label in PROMPTS\n @rsubset :name == d[\"name\"]\n @by :model begin\n :score = mean(:score)\n :elapsed = mean(:elapsed_seconds)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n :cnt = $nrow\n end\n @orderby -:score\n first\n end\n println(io,\n \"**Winning Paid Model:** \\\"$(winner.model)\\\" with average score $(round(winner.score;digits=1)) (Full score: $(winner.count_full_score)/$(winner.cnt), Zero score: $(winner.count_zero_score)/$(winner.cnt)) \\n\")\n # OSS winner\n # winner = @chain df begin\n # @rsubset !any(startswith.(:model, PAID_MODELS_DEFAULT)) && :prompt_label in PROMPTS\n # @rsubset :name == d[\"name\"]\n # @by :model begin\n # :score = mean(:score)\n # :elapsed = mean(:elapsed_seconds)\n # :count_zero_score = count(iszero, :score)\n # :count_full_score = count(==(100), :score)\n # :cnt = $nrow\n # end\n # @orderby -:score\n # first\n # end\n # println(io,\n # \"**Winning Locally-hosted Model:** \\\"$(winner.model)\\\" with average score $(round(winner.score;digits=1)) (Full score: $(winner.count_full_score)/$(winner.cnt), Zero score: $(winner.count_zero_score)/$(winner.cnt)) \\n\")\n println(io, \"\\n\")\nend\nMD(String(take!(io)))","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Test-Case:-find_mean","page":"Results by Test Cases - WAITLIST","title":"Test Case: find_mean","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Definition file: code_generation_waitlist/statistics/find_mean/definition.toml\nPrompt: \"Write a function find_mean. It computes the weighted mean of array A with weight vector w. Provide an example\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Test\nDefined examples: 4\nDefined unit tests: 5\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"function find_mean(data::AbstractVector, weights::AbstractVector)\n @assert length(data) == length(weights) \"Data and weights must have the same length\"\n \n total_weight = sum(weights)\n @assert total_weight != 0 \"Total weight cannot be zero\"\n \n sum_product = sum(data .* weights)\n \n return sum_product / total_weight\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Winning Paid Model: \"mistral-small-2402\" with average score 91.7 (Full score: 21/25, Zero score: 0/25) ","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/#Test-Case:-find_median","page":"Results by Test Cases - WAITLIST","title":"Test Case: find_median","text":"","category":"section"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Definition file: code_generation_waitlist/statistics/find_median/definition.toml\nPrompt: \"Write a function find. It computes median over arbitrary array. Provide an example\"\nEvaluation criteria: parsed, executed, passed_unit_tests, executed_examples\nAllowed imports: Test, Statistics\nDefined examples: 4\nDefined unit tests: 10\nReference solution: ","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"function find_median(v::AbstractVector)\n isempty(v) && throw(ArgumentError(\"median of an empty array is undefined.\"))\n eltype(v)>:Missing && any(ismissing, v) && return missing\n any(x -> x isa Number && isnan(x), v) && return convert(eltype(v), NaN)\n inds = axes(v, 1)\n n = length(inds)\n mid = div(first(inds)+last(inds),2)\n if isodd(n)\n return middle(partialsort!(v,mid))\n else\n m = partialsort!(v, mid:mid+1)\n return middle(m[1], m[2])\n end\nend\n","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"Winning Paid Model: \"gpt-4-0125-preview\" with average score 81.3 (Full score: 1/25, Zero score: 1/25) ","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"","category":"page"},{"location":"examples/summarize_results_test_cases_waitlist/","page":"Results by Test Cases - WAITLIST","title":"Results by Test Cases - WAITLIST","text":"This page was generated using Literate.jl.","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"EditURL = \"../../../examples/summarize_results_paid.jl\"","category":"page"},{"location":"examples/summarize_results_paid/#Results-for-Paid-LLM-APIs","page":"Paid APIs","title":"Results for Paid LLM APIs","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"The below captures the performance of 3 models from two commercial LLM APIs: OpenAI (GPT-3.5 Turbo, GPT-4, ...) and MistralAI (tiny, small, medium).","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"There are many other providers, but OpenAI is the most commonly used. MistralAI commercial API has launched recently and has a very good relationship with the Open-Source community, so we've added it as a challenger to compare OpenAI's cost effectiveness (\"cost per point\", ie, how many cents would you pay for 1pt in this benchmark)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta\nusing Statistics: mean, median, quantile, std;\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4-turbo-2024-04-09\",\n \"gpt-4o-2024-05-13\",\n \"gpt-4o-mini-2024-07-18\",\n \"gpt-4o-2024-08-06\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"claude-3-5-sonnet-20240620\",\n \"claude-2.1\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\",\n \"codestral-2405\",\n \"mistral-large-2407\"\n];\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\"\n];","category":"page"},{"location":"examples/summarize_results_paid/#Load-Latest-Results","page":"Paid APIs","title":"Load Latest Results","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Use only the 10 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"df = @chain begin\n load_evals(DIR_RESULTS; max_history = 10)\n @rsubset :model in PAID_MODELS_DEFAULT && :prompt_label in PROMPTS\nend;","category":"page"},{"location":"examples/summarize_results_paid/#Model-Comparison","page":"Paid APIs","title":"Model Comparison","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Highest average score by model:","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"fig = @chain df begin\n @by [:model] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n end\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n @orderby -:score\n @aside local order_ = _.model\n data(_) *\n mapping(:model => sorter(order_) => \"Model\",\n :score => \"Avg. Score (Max 100 pts)\") *\n visual(BarPlot; bar_labels = :y,\n label_offset = 0, label_rotation = 1)\n draw(;\n axis = (limits = (nothing, nothing, 0, 100),\n xticklabelrotation = 45,\n title = \"Paid APIs Performance\"))\nend\nSAVE_PLOTS && save(\"assets/model-comparison-paid.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Table:","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"output = @chain df begin\n @by [:model] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n :score_std_deviation = std(:score)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n end\n transform(_,\n [:elapsed, :score, :score_std_deviation] .=> ByRow(x -> round(x, digits = 1)),\n renamecols = false)\n @rtransform :cost_cents = round(:cost * 100; digits = 2)\n select(Not(:cost))\n @orderby -:score\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Model Elapsed Score Score Std Deviation Count Zero Score Count Full Score Cost Cents\nclaude-3-5-sonnet-20240620 6.3 85.8 21.1 13 355 0.73\nclaude-3-opus-20240229 20.3 83.2 19.6 2 329 3.9\nclaude-3-sonnet-20240229 8.7 78.8 26.2 22 308 0.73\ngpt-4o-2024-08-06 4.6 76.6 27.9 26 310 0.0\ncodestral-2405 1.9 76.3 29.3 33 276 0.0\ngpt-4-turbo-2024-04-09 10.8 75.3 29.6 38 290 1.38\nclaude-3-haiku-20240307 4.0 74.9 27.2 9 261 0.05\ngpt-4-0125-preview 30.3 74.4 30.3 39 284 1.29\ngpt-4-1106-preview 22.4 74.4 29.9 19 142 1.21\ngpt-4o-mini-2024-07-18 5.1 74.0 29.4 32 276 0.03\nmistral-large-2407 11.3 73.6 29.5 15 137 0.49\ngpt-4o-2024-05-13 4.3 72.9 29.1 29 257 0.0\ndeepseek-coder 13.0 71.6 32.6 39 115 0.01\nmistral-large-2402 8.5 71.6 27.2 13 223 0.0\ndeepseek-chat 17.9 71.3 32.9 30 140 0.01\nclaude-2.1 10.1 67.9 30.8 47 229 0.8\ngpt-3.5-turbo-0125 1.2 61.7 36.6 125 192 0.03\nmistral-medium 18.1 60.8 33.2 22 90 0.41\nmistral-small 5.9 60.1 30.2 27 76 0.09\nmistral-small-2402 5.3 59.9 29.4 31 169 0.0\ngpt-3.5-turbo-1106 2.1 58.4 39.2 82 97 0.04\nmistral-tiny 4.6 46.9 32.0 75 42 0.02\ngpt-3.5-turbo 3.6 42.3 38.2 132 54 0.04\ngemini-1.0-pro-latest 4.2 34.8 27.4 181 25 0.0","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"While the victory of GPT-4 is not surprising, note that the our sample size is small and the standard deviation is quite high.","category":"page"},{"location":"examples/summarize_results_paid/#Overview-by-Prompt-Template","page":"Paid APIs","title":"Overview by Prompt Template","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Bar chart with all paid models and various prompt templates","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"fig = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n @aside local average_ = @by(_, :model, :avg=mean(:score)) |>\n x -> @orderby(x, -:avg).model\n data(_) *\n mapping(:model => sorter(average_) => \"Model\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :prompt_label => \"Prompts\",\n dodge = :prompt_label) * visual(BarPlot)\n draw(;\n figure = (; size = (900, 600)),\n axis = (xticklabelrotation = 45, title = \"Comparison for Paid APIs\"))\nend\nSAVE_PLOTS && save(\"assets/model-prompt-comparison-paid.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Table:","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Surprised by the low performance of some models (eg, GPT 3.5 Turbo) on the CoT prompts? It's because the model accidentally sends a \"stop\" token before it writes the code.","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"output = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n end\n @aside average_ = @by _ :model :AverageScore=mean(:score) |> x -> round(x, digits = 1)\n unstack(:model, :prompt_label, :score; fill = 0.0)\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n leftjoin(average_, on = :model)\n @orderby -:AverageScore\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"model InJulia JuliaExpertAsk JuliaExpertCoTTask JuliaRecapCoTTask JuliaRecapTask AverageScore\nclaude-3-5-sonnet-20240620 87.7 84.2 86.1 84.5 86.5 85.8\nclaude-3-opus-20240229 84.1 84.0 85.1 81.6 81.2 83.2\nclaude-3-sonnet-20240229 80.9 79.0 80.3 75.6 78.2 78.8\ngpt-4o-2024-08-06 74.8 79.6 82.3 74.0 72.6 76.6\ncodestral-2405 78.5 78.0 74.2 77.8 72.7 76.3\ngpt-4-turbo-2024-04-09 76.5 78.5 75.6 73.4 72.3 75.3\nclaude-3-haiku-20240307 75.1 75.0 64.1 79.1 81.3 74.9\ngpt-4-0125-preview 72.7 77.5 72.4 75.0 74.6 74.4\ngpt-4-1106-preview 74.9 79.1 71.8 72.4 73.6 74.4\ngpt-4o-mini-2024-07-18 73.0 76.6 73.9 74.1 72.5 74.0\nmistral-large-2407 69.9 78.7 77.3 72.1 70.0 73.6\ngpt-4o-2024-05-13 71.2 75.7 80.6 67.9 69.2 72.9\ndeepseek-coder 81.1 69.9 56.8 71.9 78.1 71.6\nmistral-large-2402 67.9 71.1 71.0 74.2 73.6 71.6\ndeepseek-chat 76.4 56.4 75.3 72.5 75.5 71.2\nclaude-2.1 64.3 65.4 72.2 69.2 68.4 67.9\ngpt-3.5-turbo-0125 73.0 74.7 64.7 29.3 66.9 61.7\nmistral-medium 63.1 60.5 63.4 55.9 61.2 60.8\nmistral-small 67.3 61.4 59.9 56.1 55.9 60.1\nmistral-small-2402 61.7 63.0 62.1 56.6 55.9 59.9\ngpt-3.5-turbo-1106 74.6 73.6 73.4 15.4 55.0 58.4\nmistral-tiny 51.7 44.3 41.1 50.5 47.2 47.0\ngpt-3.5-turbo 73.1 60.9 32.8 26.2 18.4 42.3\ngemini-1.0-pro-latest 36.0 38.6 35.2 30.8 33.3 34.8","category":"page"},{"location":"examples/summarize_results_paid/#Other-Considerations","page":"Paid APIs","title":"Other Considerations","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Comparison of Cost vs Average Score","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"fig = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n data(_) * mapping(:cost => (x -> x * 100) => \"Avg. Cost (US Cents/query)\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :model => \"Model\")\n draw(;\n axis = (xticklabelrotation = 45,\n title = \"Cost vs Score for Paid APIs\"))\nend\nSAVE_PLOTS && save(\"assets/cost-vs-score-scatter-paid.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Table:","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Point per cent is the average score divided by the average cost in US cents","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"output = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score_avg = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n @rtransform :point_per_cent = :score_avg / :cost / 100\n @orderby -:point_per_cent\n #\n transform(_,\n names(_, Not(:model, :prompt_label, :cost)) .=> ByRow(x -> round(x, digits = 1)),\n renamecols = false)\n @rtransform :cost_cents = round(:cost * 100; digits = 2)\n select(Not(:cost))\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Model Prompt Label Elapsed Score Avg Score Median Cnt Point Per Cent Cost Cents\ncodestral-2405 InJulia 2.0 78.5 92.5 140.0 Inf 0.0\ncodestral-2405 JuliaExpertAsk 1.6 78.0 95.0 140.0 Inf 0.0\ncodestral-2405 JuliaExpertCoTTask 1.8 74.2 95.0 140.0 Inf 0.0\ncodestral-2405 JuliaRecapCoTTask 2.2 77.8 90.8 140.0 Inf 0.0\ncodestral-2405 JuliaRecapTask 2.2 72.7 90.0 139.0 Inf 0.0\ngemini-1.0-pro-latest InJulia 4.1 36.0 25.0 140.0 Inf 0.0\ngemini-1.0-pro-latest JuliaExpertAsk 3.9 38.6 50.0 140.0 Inf 0.0\ngemini-1.0-pro-latest JuliaExpertCoTTask 4.0 35.2 25.0 140.0 Inf 0.0\ngemini-1.0-pro-latest JuliaRecapCoTTask 4.8 30.8 25.0 140.0 Inf 0.0\ngemini-1.0-pro-latest JuliaRecapTask 4.3 33.3 25.0 140.0 Inf 0.0\ngpt-4o-2024-05-13 InJulia 4.2 71.2 85.0 140.0 Inf 0.0\ngpt-4o-2024-05-13 JuliaExpertAsk 1.6 75.7 86.7 140.0 Inf 0.0\ngpt-4o-2024-05-13 JuliaExpertCoTTask 4.3 80.6 90.0 140.0 Inf 0.0\ngpt-4o-2024-05-13 JuliaRecapCoTTask 5.5 67.9 64.6 140.0 Inf 0.0\ngpt-4o-2024-05-13 JuliaRecapTask 5.8 69.2 73.8 140.0 Inf 0.0\ngpt-4o-2024-08-06 InJulia 4.9 74.8 86.7 140.0 Inf 0.0\ngpt-4o-2024-08-06 JuliaExpertAsk 2.1 79.6 90.0 140.0 Inf 0.0\ngpt-4o-2024-08-06 JuliaExpertCoTTask 4.2 82.3 100.0 140.0 Inf 0.0\ngpt-4o-2024-08-06 JuliaRecapCoTTask 5.4 74.0 75.0 140.0 Inf 0.0\ngpt-4o-2024-08-06 JuliaRecapTask 6.3 72.6 75.0 139.0 Inf 0.0\nmistral-large-2402 InJulia 7.5 67.9 62.5 140.0 Inf 0.0\nmistral-large-2402 JuliaExpertAsk 5.3 71.1 80.0 140.0 Inf 0.0\nmistral-large-2402 JuliaExpertCoTTask 8.6 71.0 80.0 140.0 Inf 0.0\nmistral-large-2402 JuliaRecapCoTTask 10.8 74.2 83.3 140.0 Inf 0.0\nmistral-large-2402 JuliaRecapTask 10.5 73.6 90.0 140.0 Inf 0.0\nmistral-small-2402 InJulia 4.4 61.7 50.0 140.0 Inf 0.0\nmistral-small-2402 JuliaExpertAsk 3.6 63.0 61.2 140.0 Inf 0.0\nmistral-small-2402 JuliaExpertCoTTask 4.6 62.1 61.9 140.0 Inf 0.0\nmistral-small-2402 JuliaRecapCoTTask 8.2 56.6 50.0 140.0 Inf 0.0\nmistral-small-2402 JuliaRecapTask 5.8 55.9 50.0 140.0 Inf 0.0\ndeepseek-chat InJulia 18.3 76.4 87.1 70.0 8337.9 0.01\ndeepseek-coder InJulia 14.5 81.1 86.7 70.0 8030.0 0.01\ndeepseek-coder JuliaExpertAsk 13.1 69.9 83.3 70.0 7075.8 0.01\ndeepseek-chat JuliaExpertCoTTask 18.3 75.3 90.0 75.0 6902.3 0.01\ndeepseek-chat JuliaExpertAsk 17.1 56.4 75.0 70.0 6179.2 0.01\ngpt-4o-mini-2024-07-18 JuliaExpertAsk 2.6 76.6 85.8 140.0 6150.9 0.01\ndeepseek-chat JuliaRecapTask 16.9 75.5 88.8 70.0 5938.2 0.01\ndeepseek-coder JuliaRecapTask 12.6 78.1 83.3 70.0 5708.3 0.01\ndeepseek-coder JuliaRecapCoTTask 12.7 71.9 90.0 70.0 5282.5 0.01\ndeepseek-chat JuliaRecapCoTTask 18.9 72.5 75.0 70.0 5271.4 0.01\ndeepseek-coder JuliaExpertCoTTask 12.0 56.8 67.5 70.0 5182.2 0.01\nmistral-tiny JuliaExpertAsk 2.4 44.3 50.0 70.0 4333.3 0.01\ngpt-3.5-turbo-0125 JuliaExpertAsk 0.9 74.7 80.0 140.0 4119.0 0.02\nmistral-tiny InJulia 3.8 51.7 50.0 68.0 2869.4 0.02\ngpt-4o-mini-2024-07-18 InJulia 5.3 73.0 86.7 140.0 2804.8 0.03\ngpt-3.5-turbo-1106 JuliaExpertAsk 1.6 73.6 80.0 70.0 2747.9 0.03\ngpt-4o-mini-2024-07-18 JuliaExpertCoTTask 5.1 73.9 90.0 140.0 2732.4 0.03\ngpt-3.5-turbo-0125 InJulia 1.6 73.0 80.0 140.0 2276.8 0.03\ngpt-4o-mini-2024-07-18 JuliaRecapCoTTask 6.0 74.1 80.0 140.0 2214.9 0.03\ngpt-3.5-turbo JuliaExpertAsk 3.1 60.9 60.0 70.0 2177.5 0.03\ngpt-3.5-turbo-0125 JuliaExpertCoTTask 1.2 64.7 82.3 140.0 2168.8 0.03\ngpt-4o-mini-2024-07-18 JuliaRecapTask 6.3 72.5 85.0 140.0 2168.2 0.03\nclaude-3-haiku-20240307 JuliaExpertAsk 2.8 75.0 80.0 140.0 2084.8 0.04\nmistral-tiny JuliaExpertCoTTask 6.6 41.1 50.0 70.0 2040.5 0.02\nmistral-tiny JuliaRecapCoTTask 4.9 50.5 50.0 70.0 1957.1 0.03\ngpt-3.5-turbo-0125 JuliaRecapTask 1.2 66.9 75.0 140.0 1916.1 0.03\ngpt-3.5-turbo-1106 JuliaExpertCoTTask 1.9 73.4 95.0 69.0 1873.1 0.04\nmistral-tiny JuliaRecapTask 5.1 47.2 50.0 70.0 1783.8 0.03\ngpt-3.5-turbo-1106 InJulia 2.9 74.6 83.3 70.0 1672.1 0.04\ngpt-3.5-turbo InJulia 5.0 73.1 67.5 70.0 1633.3 0.04\nclaude-3-haiku-20240307 JuliaRecapCoTTask 4.2 79.1 90.0 140.0 1349.7 0.06\nclaude-3-haiku-20240307 InJulia 4.2 75.1 85.8 140.0 1338.2 0.06\nclaude-3-haiku-20240307 JuliaRecapTask 4.4 81.3 95.0 140.0 1296.3 0.06\nclaude-3-haiku-20240307 JuliaExpertCoTTask 4.2 64.1 62.5 140.0 1110.5 0.06\nmistral-small JuliaExpertAsk 3.7 61.4 52.5 70.0 1078.7 0.06\ngpt-3.5-turbo-1106 JuliaRecapTask 1.9 55.0 62.5 69.0 1028.1 0.05\ngpt-3.5-turbo JuliaExpertCoTTask 3.1 32.8 0.0 70.0 1010.4 0.03\nmistral-small InJulia 5.3 67.3 60.0 70.0 890.8 0.08\ngpt-3.5-turbo-0125 JuliaRecapCoTTask 1.2 29.3 0.0 140.0 850.8 0.03\nmistral-small JuliaExpertCoTTask 5.3 59.9 55.0 70.0 706.0 0.08\ngpt-3.5-turbo JuliaRecapCoTTask 3.6 26.2 0.0 70.0 585.4 0.04\nmistral-large-2407 JuliaExpertAsk 3.7 78.7 81.2 70.0 469.3 0.17\nmistral-small JuliaRecapCoTTask 7.6 56.1 57.5 70.0 460.0 0.12\nmistral-small JuliaRecapTask 7.7 55.9 55.0 70.0 436.2 0.13\ngpt-3.5-turbo JuliaRecapTask 3.4 18.4 0.0 70.0 423.5 0.04\ngpt-3.5-turbo-1106 JuliaRecapCoTTask 2.0 15.4 0.0 70.0 274.4 0.06\nclaude-3-5-sonnet-20240620 JuliaExpertAsk 3.1 84.2 100.0 140.0 262.2 0.32\nmistral-medium JuliaExpertAsk 12.3 60.5 55.0 70.0 230.3 0.26\nmistral-medium InJulia 14.8 63.1 60.0 70.0 187.6 0.34\nmistral-large-2407 JuliaExpertCoTTask 9.2 77.3 86.7 70.0 183.0 0.42\nmistral-large-2407 InJulia 10.8 69.9 78.1 70.0 165.3 0.42\ngpt-4-0125-preview JuliaExpertAsk 10.8 77.5 86.7 140.0 157.7 0.49\nclaude-3-sonnet-20240229 JuliaExpertAsk 6.3 79.0 90.0 140.0 149.7 0.53\nmistral-medium JuliaExpertCoTTask 20.0 63.4 62.5 70.0 146.8 0.43\nclaude-3-sonnet-20240229 JuliaExpertCoTTask 7.2 80.3 95.0 140.0 129.2 0.62\nclaude-3-5-sonnet-20240620 JuliaExpertCoTTask 5.8 86.1 100.0 139.0 128.4 0.67\ngpt-4-1106-preview JuliaExpertAsk 10.9 79.1 90.8 70.0 125.2 0.63\nmistral-medium JuliaRecapTask 20.2 61.2 65.0 70.0 116.0 0.53\nclaude-3-5-sonnet-20240620 InJulia 6.9 87.7 100.0 140.0 111.0 0.79\nmistral-medium JuliaRecapCoTTask 23.3 55.9 50.0 70.0 110.9 0.5\nclaude-2.1 InJulia 9.3 64.3 60.0 140.0 98.6 0.65\nclaude-3-sonnet-20240229 JuliaRecapCoTTask 9.4 75.6 87.5 140.0 98.5 0.77\nmistral-large-2407 JuliaRecapCoTTask 16.5 72.1 90.0 70.0 97.9 0.74\nmistral-large-2407 JuliaRecapTask 16.2 70.0 87.5 70.0 97.7 0.72\nclaude-3-sonnet-20240229 InJulia 10.0 80.9 95.0 140.0 95.8 0.84\nclaude-3-5-sonnet-20240620 JuliaRecapTask 7.9 86.5 100.0 140.0 94.0 0.92\nclaude-2.1 JuliaExpertAsk 9.6 65.4 71.2 140.0 93.8 0.7\ngpt-4-turbo-2024-04-09 JuliaExpertAsk 7.0 78.5 86.7 140.0 93.5 0.84\nclaude-3-5-sonnet-20240620 JuliaRecapCoTTask 8.0 84.5 92.5 140.0 91.1 0.93\nclaude-3-sonnet-20240229 JuliaRecapTask 10.6 78.2 90.0 140.0 86.1 0.91\nclaude-2.1 JuliaExpertCoTTask 10.6 72.2 75.0 140.0 82.8 0.87\nclaude-2.1 JuliaRecapCoTTask 10.6 69.2 75.0 140.0 78.3 0.88\nclaude-2.1 JuliaRecapTask 10.6 68.4 75.0 140.0 76.3 0.9\ngpt-4-1106-preview JuliaExpertCoTTask 21.7 71.8 92.5 70.0 63.9 1.12\ngpt-4-0125-preview JuliaExpertCoTTask 28.5 72.4 95.0 140.0 60.2 1.2\ngpt-4-1106-preview InJulia 27.4 74.9 86.7 70.0 57.9 1.29\ngpt-4-turbo-2024-04-09 JuliaExpertCoTTask 10.5 75.6 95.0 140.0 56.5 1.34\ngpt-4-0125-preview InJulia 34.4 72.7 86.7 140.0 52.2 1.39\ngpt-4-turbo-2024-04-09 InJulia 13.0 76.5 86.7 140.0 51.4 1.49\ngpt-4-1106-preview JuliaRecapCoTTask 25.0 72.4 85.6 70.0 48.9 1.48\ngpt-4-1106-preview JuliaRecapTask 26.9 73.6 77.5 70.0 47.9 1.54\ngpt-4-turbo-2024-04-09 JuliaRecapCoTTask 11.8 73.4 88.8 140.0 45.6 1.61\ngpt-4-0125-preview JuliaRecapCoTTask 37.2 75.0 90.0 140.0 44.6 1.68\ngpt-4-turbo-2024-04-09 JuliaRecapTask 11.5 72.3 90.0 140.0 44.5 1.63\ngpt-4-0125-preview JuliaRecapTask 40.8 74.6 90.0 140.0 43.7 1.71\nclaude-3-opus-20240229 JuliaExpertAsk 17.4 84.0 90.0 140.0 24.6 3.41\nclaude-3-opus-20240229 JuliaExpertCoTTask 17.6 85.1 100.0 140.0 24.3 3.5\nclaude-3-opus-20240229 JuliaRecapCoTTask 21.7 81.6 88.8 140.0 20.9 3.9\nclaude-3-opus-20240229 JuliaRecapTask 22.8 81.2 90.0 140.0 19.3 4.21\nclaude-3-opus-20240229 InJulia 22.1 84.1 100.0 140.0 18.9 4.46","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Comparison of Time-to-generate vs Average Score","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"fig = @chain df begin\n @aside local xlims = quantile(df.elapsed_seconds, [0.01, 0.99])\n @by [:model, :prompt_label] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n data(_) * mapping(:elapsed => \"Avg. Elapsed Time (s)\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :model => \"Model\")\n draw(; figure = (size = (600, 600),),\n axis = (xticklabelrotation = 45,\n title = \"Elapsed Time vs Score for Paid APIs\",\n limits = (xlims..., nothing, nothing)),\n palettes = (; color = Makie.ColorSchemes.tab20.colors))\nend\nSAVE_PLOTS && save(\"assets/elapsed-vs-score-scatter-paid.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Table:","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Point per second is the average score divided by the average elapsed time","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"output = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score_avg = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n @rtransform :point_per_second = :score_avg / :elapsed\n @orderby -:point_per_second\n #\n transform(_,\n names(_, Not(:model, :prompt_label, :cost)) .=> ByRow(x -> round(x, digits = 1)),\n renamecols = false)\n @rtransform :cost_cents = round(:cost * 100; digits = 2)\n select(Not(:cost))\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Model Prompt Label Elapsed Score Avg Score Median Cnt Point Per Second Cost Cents\ngpt-3.5-turbo-0125 JuliaExpertAsk 0.9 74.7 80.0 140.0 80.0 0.02\ngpt-3.5-turbo-0125 JuliaRecapTask 1.2 66.9 75.0 140.0 57.1 0.03\ngpt-3.5-turbo-0125 JuliaExpertCoTTask 1.2 64.7 82.3 140.0 52.3 0.03\ncodestral-2405 JuliaExpertAsk 1.6 78.0 95.0 140.0 49.8 0.0\ngpt-4o-2024-05-13 JuliaExpertAsk 1.6 75.7 86.7 140.0 47.8 0.0\ngpt-3.5-turbo-0125 InJulia 1.6 73.0 80.0 140.0 46.9 0.03\ngpt-3.5-turbo-1106 JuliaExpertAsk 1.6 73.6 80.0 70.0 45.5 0.03\ncodestral-2405 JuliaExpertCoTTask 1.8 74.2 95.0 140.0 41.8 0.0\ncodestral-2405 InJulia 2.0 78.5 92.5 140.0 39.2 0.0\ngpt-3.5-turbo-1106 JuliaExpertCoTTask 1.9 73.4 95.0 69.0 38.9 0.04\ngpt-4o-2024-08-06 JuliaExpertAsk 2.1 79.6 90.0 140.0 37.7 0.0\ncodestral-2405 JuliaRecapCoTTask 2.2 77.8 90.8 140.0 35.8 0.0\ncodestral-2405 JuliaRecapTask 2.2 72.7 90.0 139.0 33.3 0.0\ngpt-4o-mini-2024-07-18 JuliaExpertAsk 2.6 76.6 85.8 140.0 29.5 0.01\ngpt-3.5-turbo-1106 JuliaRecapTask 1.9 55.0 62.5 69.0 29.2 0.05\nclaude-3-5-sonnet-20240620 JuliaExpertAsk 3.1 84.2 100.0 140.0 27.2 0.32\nclaude-3-haiku-20240307 JuliaExpertAsk 2.8 75.0 80.0 140.0 26.4 0.04\ngpt-3.5-turbo-1106 InJulia 2.9 74.6 83.3 70.0 25.8 0.04\ngpt-3.5-turbo-0125 JuliaRecapCoTTask 1.2 29.3 0.0 140.0 25.4 0.03\nmistral-large-2407 JuliaExpertAsk 3.7 78.7 81.2 70.0 21.0 0.17\ngpt-3.5-turbo JuliaExpertAsk 3.1 60.9 60.0 70.0 19.6 0.03\ngpt-4o-2024-08-06 JuliaExpertCoTTask 4.2 82.3 100.0 140.0 19.5 0.0\nclaude-3-haiku-20240307 JuliaRecapCoTTask 4.2 79.1 90.0 140.0 19.0 0.06\ngpt-4o-2024-05-13 JuliaExpertCoTTask 4.3 80.6 90.0 140.0 18.7 0.0\nmistral-tiny JuliaExpertAsk 2.4 44.3 50.0 70.0 18.7 0.01\nclaude-3-haiku-20240307 JuliaRecapTask 4.4 81.3 95.0 140.0 18.4 0.06\nclaude-3-haiku-20240307 InJulia 4.2 75.1 85.8 140.0 17.8 0.06\nmistral-small-2402 JuliaExpertAsk 3.6 63.0 61.2 140.0 17.6 0.0\ngpt-4o-2024-05-13 InJulia 4.2 71.2 85.0 140.0 16.9 0.0\nmistral-small JuliaExpertAsk 3.7 61.4 52.5 70.0 16.5 0.06\ngpt-4o-2024-08-06 InJulia 4.9 74.8 86.7 140.0 15.4 0.0\nclaude-3-haiku-20240307 JuliaExpertCoTTask 4.2 64.1 62.5 140.0 15.4 0.06\nclaude-3-5-sonnet-20240620 JuliaExpertCoTTask 5.8 86.1 100.0 139.0 14.7 0.67\ngpt-4o-mini-2024-07-18 JuliaExpertCoTTask 5.1 73.9 90.0 140.0 14.5 0.03\ngpt-3.5-turbo InJulia 5.0 73.1 67.5 70.0 14.5 0.04\nmistral-small-2402 InJulia 4.4 61.7 50.0 140.0 14.0 0.0\ngpt-4o-mini-2024-07-18 InJulia 5.3 73.0 86.7 140.0 13.9 0.03\ngpt-4o-2024-08-06 JuliaRecapCoTTask 5.4 74.0 75.0 140.0 13.6 0.0\nmistral-tiny InJulia 3.8 51.7 50.0 68.0 13.6 0.02\nmistral-large-2402 JuliaExpertAsk 5.3 71.1 80.0 140.0 13.5 0.0\nmistral-small-2402 JuliaExpertCoTTask 4.6 62.1 61.9 140.0 13.4 0.0\nmistral-small InJulia 5.3 67.3 60.0 70.0 12.7 0.08\nclaude-3-5-sonnet-20240620 InJulia 6.9 87.7 100.0 140.0 12.7 0.79\nclaude-3-sonnet-20240229 JuliaExpertAsk 6.3 79.0 90.0 140.0 12.5 0.53\ngpt-4o-2024-05-13 JuliaRecapCoTTask 5.5 67.9 64.6 140.0 12.4 0.0\ngpt-4o-mini-2024-07-18 JuliaRecapCoTTask 6.0 74.1 80.0 140.0 12.3 0.03\ngpt-4o-2024-05-13 JuliaRecapTask 5.8 69.2 73.8 140.0 11.9 0.0\ngpt-4o-2024-08-06 JuliaRecapTask 6.3 72.6 75.0 139.0 11.6 0.0\ngpt-4o-mini-2024-07-18 JuliaRecapTask 6.3 72.5 85.0 140.0 11.5 0.03\nmistral-small JuliaExpertCoTTask 5.3 59.9 55.0 70.0 11.4 0.08\ngpt-4-turbo-2024-04-09 JuliaExpertAsk 7.0 78.5 86.7 140.0 11.2 0.84\nclaude-3-sonnet-20240229 JuliaExpertCoTTask 7.2 80.3 95.0 140.0 11.2 0.62\nclaude-3-5-sonnet-20240620 JuliaRecapTask 7.9 86.5 100.0 140.0 11.0 0.92\nclaude-3-5-sonnet-20240620 JuliaRecapCoTTask 8.0 84.5 92.5 140.0 10.5 0.93\ngpt-3.5-turbo JuliaExpertCoTTask 3.1 32.8 0.0 70.0 10.5 0.03\nmistral-tiny JuliaRecapCoTTask 4.9 50.5 50.0 70.0 10.3 0.03\ngemini-1.0-pro-latest JuliaExpertAsk 3.9 38.6 50.0 140.0 10.0 0.0\nmistral-small-2402 JuliaRecapTask 5.8 55.9 50.0 140.0 9.6 0.0\nmistral-tiny JuliaRecapTask 5.1 47.2 50.0 70.0 9.3 0.03\nmistral-large-2402 InJulia 7.5 67.9 62.5 140.0 9.1 0.0\ngemini-1.0-pro-latest JuliaExpertCoTTask 4.0 35.2 25.0 140.0 8.8 0.0\ngemini-1.0-pro-latest InJulia 4.1 36.0 25.0 140.0 8.7 0.0\nmistral-large-2407 JuliaExpertCoTTask 9.2 77.3 86.7 70.0 8.4 0.42\nmistral-large-2402 JuliaExpertCoTTask 8.6 71.0 80.0 140.0 8.2 0.0\nclaude-3-sonnet-20240229 InJulia 10.0 80.9 95.0 140.0 8.1 0.84\nclaude-3-sonnet-20240229 JuliaRecapCoTTask 9.4 75.6 87.5 140.0 8.0 0.77\ngemini-1.0-pro-latest JuliaRecapTask 4.3 33.3 25.0 140.0 7.6 0.0\ngpt-3.5-turbo-1106 JuliaRecapCoTTask 2.0 15.4 0.0 70.0 7.6 0.06\nclaude-3-sonnet-20240229 JuliaRecapTask 10.6 78.2 90.0 140.0 7.4 0.91\nmistral-small JuliaRecapCoTTask 7.6 56.1 57.5 70.0 7.4 0.12\ngpt-3.5-turbo JuliaRecapCoTTask 3.6 26.2 0.0 70.0 7.4 0.04\ngpt-4-1106-preview JuliaExpertAsk 10.9 79.1 90.8 70.0 7.2 0.63\nmistral-small JuliaRecapTask 7.7 55.9 55.0 70.0 7.2 0.13\ngpt-4-0125-preview JuliaExpertAsk 10.8 77.5 86.7 140.0 7.2 0.49\ngpt-4-turbo-2024-04-09 JuliaExpertCoTTask 10.5 75.6 95.0 140.0 7.2 1.34\nmistral-large-2402 JuliaRecapTask 10.5 73.6 90.0 140.0 7.0 0.0\nclaude-2.1 InJulia 9.3 64.3 60.0 140.0 6.9 0.65\nmistral-small-2402 JuliaRecapCoTTask 8.2 56.6 50.0 140.0 6.9 0.0\nmistral-large-2402 JuliaRecapCoTTask 10.8 74.2 83.3 140.0 6.9 0.0\nclaude-2.1 JuliaExpertAsk 9.6 65.4 71.2 140.0 6.8 0.7\nclaude-2.1 JuliaExpertCoTTask 10.6 72.2 75.0 140.0 6.8 0.87\nclaude-2.1 JuliaRecapCoTTask 10.6 69.2 75.0 140.0 6.6 0.88\nmistral-large-2407 InJulia 10.8 69.9 78.1 70.0 6.5 0.42\nclaude-2.1 JuliaRecapTask 10.6 68.4 75.0 140.0 6.4 0.9\ngemini-1.0-pro-latest JuliaRecapCoTTask 4.8 30.8 25.0 140.0 6.4 0.0\ngpt-4-turbo-2024-04-09 JuliaRecapTask 11.5 72.3 90.0 140.0 6.3 1.63\ngpt-4-turbo-2024-04-09 JuliaRecapCoTTask 11.8 73.4 88.8 140.0 6.2 1.61\nmistral-tiny JuliaExpertCoTTask 6.6 41.1 50.0 70.0 6.2 0.02\ndeepseek-coder JuliaRecapTask 12.6 78.1 83.3 70.0 6.2 0.01\ngpt-4-turbo-2024-04-09 InJulia 13.0 76.5 86.7 140.0 5.9 1.49\ndeepseek-coder JuliaRecapCoTTask 12.7 71.9 90.0 70.0 5.6 0.01\ndeepseek-coder InJulia 14.5 81.1 86.7 70.0 5.6 0.01\ngpt-3.5-turbo JuliaRecapTask 3.4 18.4 0.0 70.0 5.4 0.04\ndeepseek-coder JuliaExpertAsk 13.1 69.9 83.3 70.0 5.3 0.01\nmistral-medium JuliaExpertAsk 12.3 60.5 55.0 70.0 4.9 0.26\nclaude-3-opus-20240229 JuliaExpertCoTTask 17.6 85.1 100.0 140.0 4.8 3.5\nclaude-3-opus-20240229 JuliaExpertAsk 17.4 84.0 90.0 140.0 4.8 3.41\ndeepseek-coder JuliaExpertCoTTask 12.0 56.8 67.5 70.0 4.7 0.01\ndeepseek-chat JuliaRecapTask 16.9 75.5 88.8 70.0 4.5 0.01\nmistral-large-2407 JuliaRecapCoTTask 16.5 72.1 90.0 70.0 4.4 0.74\nmistral-large-2407 JuliaRecapTask 16.2 70.0 87.5 70.0 4.3 0.72\nmistral-medium InJulia 14.8 63.1 60.0 70.0 4.3 0.34\ndeepseek-chat InJulia 18.3 76.4 87.1 70.0 4.2 0.01\ndeepseek-chat JuliaExpertCoTTask 18.3 75.3 90.0 75.0 4.1 0.01\ndeepseek-chat JuliaRecapCoTTask 18.9 72.5 75.0 70.0 3.8 0.01\nclaude-3-opus-20240229 InJulia 22.1 84.1 100.0 140.0 3.8 4.46\nclaude-3-opus-20240229 JuliaRecapCoTTask 21.7 81.6 88.8 140.0 3.8 3.9\nclaude-3-opus-20240229 JuliaRecapTask 22.8 81.2 90.0 140.0 3.6 4.21\ngpt-4-1106-preview JuliaExpertCoTTask 21.7 71.8 92.5 70.0 3.3 1.12\ndeepseek-chat JuliaExpertAsk 17.1 56.4 75.0 70.0 3.3 0.01\nmistral-medium JuliaExpertCoTTask 20.0 63.4 62.5 70.0 3.2 0.43\nmistral-medium JuliaRecapTask 20.2 61.2 65.0 70.0 3.0 0.53\ngpt-4-1106-preview JuliaRecapCoTTask 25.0 72.4 85.6 70.0 2.9 1.48\ngpt-4-1106-preview JuliaRecapTask 26.9 73.6 77.5 70.0 2.7 1.54\ngpt-4-1106-preview InJulia 27.4 74.9 86.7 70.0 2.7 1.29\ngpt-4-0125-preview JuliaExpertCoTTask 28.5 72.4 95.0 140.0 2.5 1.2\nmistral-medium JuliaRecapCoTTask 23.3 55.9 50.0 70.0 2.4 0.5\ngpt-4-0125-preview InJulia 34.4 72.7 86.7 140.0 2.1 1.39\ngpt-4-0125-preview JuliaRecapCoTTask 37.2 75.0 90.0 140.0 2.0 1.68\ngpt-4-0125-preview JuliaRecapTask 40.8 74.6 90.0 140.0 1.8 1.71","category":"page"},{"location":"examples/summarize_results_paid/#Test-Case-Performance","page":"Paid APIs","title":"Test Case Performance","text":"","category":"section"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"Performance of different models across each test case","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"output = @chain df begin\n @by [:model, :name] begin\n :score = mean(:score)\n end\n #\n @aside average_ = @by _ :name :AverageScore=mean(:score) |> x -> round(x, digits = 1)\n unstack(:name, :model, :score; fill = 0.0)\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n leftjoin(average_, on = :name)\n @orderby -:AverageScore\nend\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"name claude-2.1 claude-3-5-sonnet-20240620 claude-3-haiku-20240307 claude-3-opus-20240229 claude-3-sonnet-20240229 codestral-2405 deepseek-chat deepseek-coder gemini-1.0-pro-latest gpt-3.5-turbo gpt-3.5-turbo-0125 gpt-3.5-turbo-1106 gpt-4-0125-preview gpt-4-1106-preview gpt-4-turbo-2024-04-09 gpt-4o-2024-05-13 gpt-4o-2024-08-06 gpt-4o-mini-2024-07-18 mistral-large-2402 mistral-large-2407 mistral-medium mistral-small mistral-small-2402 mistral-tiny AverageScore\nFloatWithUnits 62.0 97.5 98.0 100.0 100.0 98.0 100.0 100.0 57.0 76.0 91.5 80.0 60.5 72.0 78.5 93.5 99.5 96.5 99.5 100.0 98.0 70.0 100.0 80.2 87.8\ntimezone_bumper 82.1 100.0 98.1 99.7 95.5 89.5 100.0 100.0 39.9 48.0 77.4 79.2 90.0 90.0 94.8 95.0 98.5 99.1 96.4 100.0 97.0 76.6 78.1 62.0 87.0\nclean_column 100.0 97.3 89.8 100.0 96.4 92.3 78.4 71.2 41.5 35.5 66.7 69.8 88.8 90.5 90.0 89.3 87.4 88.0 91.6 92.0 81.0 84.6 99.7 80.8 83.4\nkeeponlynames 90.1 91.6 65.0 85.3 94.9 95.4 88.4 74.4 54.0 50.8 80.6 74.2 90.9 91.0 86.2 77.5 78.7 80.9 98.7 89.4 66.2 76.6 67.9 51.0 79.2\nwrap_string 93.8 94.8 77.2 64.5 70.2 88.0 81.7 82.5 32.6 64.0 50.1 55.3 94.9 97.8 94.6 97.0 94.6 94.3 71.9 94.5 84.7 68.0 68.6 48.3 77.7\ncountmodelrows 58.0 100.0 82.6 98.8 94.8 84.4 67.2 60.7 36.6 52.8 75.7 56.2 97.4 98.4 89.3 89.0 95.4 75.5 78.6 90.2 79.0 67.2 61.7 53.2 76.8\nweatherdataanalyzer 74.1 85.0 93.3 86.8 86.8 89.3 93.0 83.8 26.5 35.2 64.2 59.0 85.4 85.0 81.0 67.4 73.5 76.5 86.0 54.6 85.4 55.4 52.6 56.8 72.4\nadd_yearmonth 53.8 88.5 86.2 92.0 81.0 62.5 71.2 62.5 35.8 33.0 67.6 65.2 78.6 72.8 75.9 68.0 74.9 67.2 72.2 71.2 48.0 62.2 40.2 33.2 65.2\nevent_scheduler 86.5 84.4 76.6 90.2 77.2 56.8 76.0 82.4 37.8 29.0 44.4 42.8 87.9 66.6 82.5 73.8 67.7 37.5 57.3 32.8 36.0 59.0 38.7 37.2 60.9\nispersonal 52.0 62.0 69.0 54.0 72.0 90.0 61.0 84.0 16.0 43.0 72.0 68.6 54.3 56.0 66.5 62.0 66.3 94.0 67.2 57.0 35.0 48.0 48.0 29.5 59.5\naudi_filter 38.0 93.0 56.0 93.0 63.8 59.5 47.0 57.8 28.1 27.0 55.0 58.0 47.5 58.0 49.0 56.2 81.0 78.8 58.0 92.0 43.0 48.5 44.8 27.0 56.7\nextractjuliacode 56.4 63.3 60.4 65.4 48.2 47.9 41.3 48.6 36.4 41.0 43.6 48.4 54.5 48.7 56.1 52.5 50.4 45.3 44.1 63.8 31.8 52.2 50.4 30.1 49.2\nqanda_extractor 73.5 63.7 62.3 68.0 65.5 57.0 43.3 26.7 26.2 31.7 35.5 36.7 56.7 53.3 49.3 45.3 50.2 54.7 46.8 31.0 38.7 44.7 55.8 36.0 48.0\npig_latinify 30.6 79.8 34.6 67.1 57.0 56.5 49.0 67.1 18.7 24.7 39.8 23.1 54.7 61.4 60.1 54.2 54.8 48.0 33.6 61.7 27.8 28.8 31.6 33.1 45.7","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"","category":"page"},{"location":"examples/summarize_results_paid/","page":"Paid APIs","title":"Paid APIs","text":"This page was generated using Literate.jl.","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"EditURL = \"../../../examples/summarize_results_local.jl\"","category":"page"},{"location":"examples/summarize_results_local/#Results-for-Local-LLM-Models","page":"Local Models","title":"Results for Local LLM Models","text":"","category":"section"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"The below captures the benchmark performance of the local models. Most of these were run through Ollama.ai on a consumer-grade laptop.","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Please note that the below models vary in their \"open-source-ness\" (what has been actually released) and their licencing terms (what they can be used for). Be careful - some of the below models are for research purposes only (eg, Microsoft Phi).","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta\nusing Statistics: mean, median, quantile, std;\nunscrub_string(s::AbstractString) = split(s, \"_\") .|> titlecase |> x -> join(x, \" \");\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4-turbo-2024-04-09\",\n \"gpt-4o-2024-05-13\",\n \"gpt-4o-mini-2024-07-18\",\n \"gpt-4o-2024-08-06\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"claude-3-5-sonnet-20240620\",\n \"claude-2.1\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\",\n \"codestral-2405\",\n \"mistral-large-2407\"\n];\nMODEL_SIZES = Dict(\"orca2:13b\" => \"10-29\",\n \"mistral:7b-instruct-v0.2-q4_0\" => \"4-9\",\n \"nous-hermes2:34b-yi-q4_K_M\" => \"30-69\",\n \"starling-lm:latest\" => \"4-9\",\n \"dolphin-phi:2.7b-v2.6-q6_K\" => \"<4\",\n \"stablelm-zephyr\" => \"<4\",\n \"codellama:13b-python\" => \"10-29\",\n \"magicoder:7b-s-cl-q6_K\" => \"4-9\",\n \"phi:2.7b-chat-v2-q6_K\" => \"<4\",\n \"magicoder\" => \"4-9\",\n \"mistral:7b-instruct-q4_K_M\" => \"4-9\",\n \"solar:10.7b-instruct-v1-q4_K_M\" => \"10-29\",\n \"codellama:13b-instruct\" => \"10-29\",\n \"openhermes2.5-mistral\" => \"4-9\",\n \"llama2\" => \"4-9\",\n \"yi:34b-chat\" => \"30-69\",\n \"deepseek-coder:33b-instruct-q4_K_M\" => \"30-69\",\n \"phind-codellama:34b-v2\" => \"30-69\",\n \"openchat:7b-v3.5-1210-q4_K_M\" => \"4-9\",\n \"mistral:7b-instruct-v0.2-q6_K\" => \"4-9\",\n \"mistral:7b-instruct-v0.2-q4_K_M\" => \"4-9\",\n \"codellama:13b-instruct-q4_K_M\" => \"10-29\",\n \"codellama:7b-instruct-q4_K_M\" => \"4-9\",\n \"codellama:34b-instruct-q4_K_M\" => \"30-69\",\n \"codellama:70b-instruct-q2_K\" => \">70\",\n \"codellama:70b-instruct-q4_K_M\" => \">70\",\n \"qwen:72b-chat-v1.5-q4_K_M\" => \">70\",\n \"qwen:72b-chat-v1.5-q2_K\" => \">70\",\n \"qwen:14b-chat-v1.5-q6_K\" => \"10-29\",\n \"qwen:14b-chat-v1.5-q4_K_M\" => \"10-29\",\n \"qwen:7b-chat-v1.5-q6_K\" => \"4-9\",\n \"qwen:7b-chat-v1.5-q4_K_M\" => \"4-9\",\n \"qwen:4b-chat-v1.5-q6_K\" => \"4-9\",\n \"gemma:7b-instruct-q6_K\" => \"4-9\",\n \"accounts/fireworks/models/dbrx-instruct\" => \">70\",\n \"accounts/fireworks/models/mixtral-8x22b-instruct-preview\" => \">70\",\n \"accounts/fireworks/models/qwen-72b-chat\" => \">70\",\n \"meta-llama/Llama-3-8b-chat-hf\" => \"4-9\",\n \"meta-llama/Llama-3-70b-chat-hf\" => \">70\",\n \"microsoft/WizardLM-2-8x22B\" => \">70\",\n \"mistralai/Mixtral-8x22B-Instruct-v0.1\" => \">70\"\n)\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\"\n];\n# Clean up fireworks names\nfunction model_clean(model::AbstractString)\n model = occursin(\"fireworks\", model) ?\n replace(model, \"accounts/fireworks/models/\" => \"\") * (\"(Fireworks.ai)\") : model\n model = occursin(\"meta-llama/\", model) ?\n replace(model, \"meta-llama/\" => \"\") * (\"(Together.ai)\") : model\n model = occursin(\"mistralai/\", model) ?\n replace(model, \"mistralai/\" => \"\") * (\"(Together.ai)\") : model\n model = occursin(\"microsoft/\", model) ?\n replace(model, \"microsoft/\" => \"\") * (\"(Together.ai)\") : model\nend\n;","category":"page"},{"location":"examples/summarize_results_local/#Load-Results","page":"Local Models","title":"Load Results","text":"","category":"section"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Use only the 5 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"df = @chain begin\n load_evals(DIR_RESULTS; max_history = 5)\n @rsubset !any(startswith.(:model, PAID_MODELS_DEFAULT)) && :prompt_label in PROMPTS\n # remove qwen models as they are not correct! But allow the accounts/fireworks models\n @rsubset !occursin(\"qwen\", :model) || occursin(\"accounts\", :model)\nend;","category":"page"},{"location":"examples/summarize_results_local/#Model-Comparison","page":"Local Models","title":"Model Comparison","text":"","category":"section"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Highest average score by model:","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"fig = @chain df begin\n @by [:model] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n end\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n @orderby -:score\n @rtransform :model_clean = model_clean(:model)\n @rtransform :size_group = MODEL_SIZES[:model]\n @aside local size_order = [\"<4\", \"4-9\", \"10-29\", \"30-69\", \">70\"]\n @aside local order_ = _.model_clean\n data(_) *\n mapping(:model_clean => sorter(order_) => \"Model\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :size_group => sorter(size_order) => \"Parameter Size (Bn)\") *\n visual(BarPlot; bar_labels = :y, label_offset = 0, label_rotation = 1)\n draw(;\n figure = (; size = (900, 600)),\n legend = (; position = :bottom),\n axis = (;\n xautolimitmargin = (0.1, 0.05),\n limits = (nothing, nothing, 0, 100),\n xticklabelrotation = 45,\n title = \"Open-Source LLM Model Performance\"))\nend\nSAVE_PLOTS && save(\"assets/model-comparison-local.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Table:","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"output = @chain df begin\n @by [:model] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :score_std_deviation = std(:score)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n end\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n @orderby -:score\n @rtransform :model = model_clean(:model)\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Model Elapsed Elapsed Median Score Score Median Score Std Deviation Count Zero Score Count Full Score\nMixtral-8x22B-Instruct-v0.1(Together.ai) 14.1 11.0 77.6 90.0 25.8 5.0 151.0\nLlama-3-70b-chat-hf(Together.ai) 4.3 4.1 76.8 88.3 25.2 0.0 160.0\nLlama-3-8b-chat-hf(Together.ai) 1.5 1.4 67.7 66.7 26.4 5.0 70.0\nWizardLM-2-8x22B(Together.ai) 34.7 31.0 62.7 60.0 33.8 33.0 118.0\nphind-codellama:34b-v2 37.1 36.4 61.8 62.5 33.5 36.0 58.0\nmagicoder:7b-s-cl-q6_K 15.6 15.8 59.9 60.0 29.9 18.0 35.0\ncodellama:13b-instruct-q4KM 3.2 3.0 56.4 54.6 33.0 56.0 61.0\nmagicoder 12.8 10.7 53.7 50.0 33.2 49.0 52.0\nnous-hermes2:34b-yi-q4KM 56.8 52.8 50.7 50.0 34.7 78.0 56.0\ndbrx-instruct(Fireworks.ai) 3.7 3.6 50.0 50.0 41.2 121.0 75.0\ncodellama:13b-instruct 18.1 16.7 50.0 50.0 34.4 65.0 44.0\nopenchat:7b-v3.5-1210-q4KM 14.4 13.7 49.4 50.0 30.3 48.0 23.0\nopenhermes2.5-mistral 12.9 12.2 48.9 50.0 31.3 55.0 27.0\nstarling-lm:latest 13.7 12.5 48.4 50.0 30.2 58.0 26.0\ncodellama:7b-instruct-q4KM 2.1 2.0 47.8 50.0 35.3 95.0 38.0\nqwen-72b-chat(Fireworks.ai) 3.2 3.8 45.9 50.0 38.8 117.0 63.0\nyi:34b-chat 43.9 41.3 45.6 50.0 30.5 45.0 34.0\nmistral:7b-instruct-v0.2-q6_K 21.7 20.9 45.4 50.0 31.3 44.0 23.0\nmistral:7b-instruct-v0.2-q4_0 12.4 12.3 44.3 50.0 30.6 75.0 32.0\nmistral:7b-instruct-v0.2-q4KM 15.6 15.1 42.6 50.0 28.6 71.0 23.0\ncodellama:34b-instruct-q4KM 7.5 6.8 39.7 50.0 36.1 127.0 35.0\ncodellama:70b-instruct-q4KM 16.3 13.8 36.4 0.0 41.2 179.0 58.0\nsolar:10.7b-instruct-v1-q4KM 18.8 17.7 35.2 50.0 31.1 107.0 10.0\nmistral:7b-instruct-q4KM 13.9 13.0 34.8 50.0 26.5 80.0 0.0\ncodellama:70b-instruct-q2_K 11.2 9.4 29.8 0.0 37.7 198.0 29.0\nllama2 17.1 16.3 26.5 25.0 26.5 131.0 0.0\ngemma:7b-instruct-q6_K 20.9 22.1 25.9 25.0 25.2 147.0 2.0\norca2:13b 20.1 18.3 23.1 0.0 30.6 166.0 11.0\nstablelm-zephyr 9.9 7.7 15.4 0.0 23.5 192.0 1.0\ndolphin-phi:2.7b-v2.6-q6_K 8.9 8.4 14.9 0.0 22.9 188.0 0.0\ncodellama:13b-python 12.5 10.7 12.8 0.0 22.1 155.0 0.0\nphi:2.7b-chat-v2-q6_K 13.0 11.6 8.9 0.0 19.4 222.0 0.0","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Note that our sample size is low, so the rankings could easily change (we have high standard deviations of the estimated means). That the results only as indicative.","category":"page"},{"location":"examples/summarize_results_local/#Overview-by-Prompt-Template","page":"Local Models","title":"Overview by Prompt Template","text":"","category":"section"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Bar chart with all local models and various prompt templates","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"fig = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n @rtransform :model = model_clean(:model)\n @aside local average_ = @by(_, :model, :avg=mean(:score)) |>\n x -> @orderby(x, -:avg).model\n data(_) *\n mapping(:model => sorter(average_) => \"Model\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :prompt_label => \"Prompts\",\n dodge = :prompt_label) * visual(BarPlot)\n draw(; figure = (size = (900, 600),),\n axis = (xautolimitmargin = (0.1, 0.05), xticklabelrotation = 45,\n title = \"Comparison for Local Models\"),\n legend = (; position = :bottom))\nend\nSAVE_PLOTS && save(\"assets/model-prompt-comparison-local.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Table:","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"output = @chain df begin\n @by [:model, :prompt_label] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n end\n @aside average_ = @by _ :model :AverageScore=mean(:score) |> x -> round(x, digits = 1)\n unstack(:model, :prompt_label, :score; fill = 0.0)\n transform(_, names(_, Number) .=> ByRow(x -> round(x, digits = 1)), renamecols = false)\n leftjoin(average_, on = :model)\n @orderby -:AverageScore\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"model InJulia JuliaExpertAsk JuliaExpertCoTTask JuliaRecapCoTTask JuliaRecapTask AverageScore\nmistralai/Mixtral-8x22B-Instruct-v0.1 77.8 79.9 73.1 82.5 74.8 77.6\nmeta-llama/Llama-3-70b-chat-hf 75.5 82.9 75.9 76.7 73.2 76.8\nmeta-llama/Llama-3-8b-chat-hf 65.5 71.8 68.0 65.7 67.6 67.7\nmicrosoft/WizardLM-2-8x22B 52.8 67.1 70.8 63.5 59.1 62.7\nphind-codellama:34b-v2 59.0 68.1 60.1 59.8 62.0 61.8\nmagicoder:7b-s-cl-q6_K 62.2 60.1 52.8 59.4 65.2 59.9\ncodellama:13b-instruct-q4KM 67.6 63.4 42.8 52.5 55.8 56.4\nmagicoder 60.8 50.2 44.7 56.6 56.3 53.7\nnous-hermes2:34b-yi-q4KM 61.8 37.4 51.4 46.1 56.6 50.7\naccounts/fireworks/models/dbrx-instruct 56.3 64.3 47.3 40.8 41.6 50.0\ncodellama:13b-instruct 53.2 51.1 44.5 48.5 53.0 50.0\nopenchat:7b-v3.5-1210-q4KM 50.9 51.0 43.1 49.1 52.9 49.4\nopenhermes2.5-mistral 49.6 50.7 51.9 40.9 51.3 48.9\nstarling-lm:latest 51.1 55.5 36.8 46.1 52.6 48.4\ncodellama:7b-instruct-q4KM 57.7 33.1 32.6 55.4 60.4 47.8\naccounts/fireworks/models/qwen-72b-chat 59.7 51.4 49.2 27.2 42.2 45.9\nyi:34b-chat 44.5 52.7 39.2 44.0 47.6 45.6\nmistral:7b-instruct-v0.2-q6_K 43.2 39.8 47.5 48.2 48.6 45.4\nmistral:7b-instruct-v0.2-q4_0 47.4 40.3 42.8 43.8 47.3 44.3\nmistral:7b-instruct-v0.2-q4KM 41.8 48.4 40.5 38.5 44.0 42.6\ncodellama:34b-instruct-q4KM 50.1 53.0 34.8 29.0 31.6 39.7\ncodellama:70b-instruct-q4KM 43.9 29.9 30.8 35.2 42.4 36.4\nsolar:10.7b-instruct-v1-q4KM 43.9 36.9 19.7 36.7 38.9 35.2\nmistral:7b-instruct-q4KM 37.3 37.3 35.0 31.5 33.0 34.8\ncodellama:70b-instruct-q2_K 34.6 21.3 25.5 30.0 37.4 29.8\nllama2 26.4 31.4 27.2 25.0 22.4 26.5\ngemma:7b-instruct-q6_K 22.6 25.3 19.9 34.9 26.9 25.9\norca2:13b 31.3 16.5 24.2 21.5 21.9 23.1\nstablelm-zephyr 13.3 15.6 12.2 16.5 19.2 15.4\ndolphin-phi:2.7b-v2.6-q6_K 15.6 16.1 12.2 14.1 16.3 14.9\ncodellama:13b-python 11.0 13.3 13.3 12.4 13.9 12.8\nphi:2.7b-chat-v2-q6_K 6.0 8.1 9.9 9.9 10.8 8.9","category":"page"},{"location":"examples/summarize_results_local/#Other-Considerations","page":"Local Models","title":"Other Considerations","text":"","category":"section"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Comparison of Time-to-generate vs Average Score Removed any HOSTED model (that's why you don't see some models that are in other plots).","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"fig = @chain df begin\n @rsubset !occursin(\"HOSTED\", :device)\n @aside local xlims = quantile(df.elapsed_seconds, [0.01, 0.99])\n @by [:model, :prompt_label] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n data(_) * mapping(:elapsed => \"Avg. Elapsed Time (s)\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :model => \"Model\")\n draw(; figure = (size = (800, 900),),\n axis = (xautolimitmargin = (0.1, 0.05), xticklabelrotation = 45,\n title = \"Elapsed Time vs Score for Local Models\",\n limits = (xlims..., nothing, nothing)),\n palettes = (; color = Makie.ColorSchemes.tab20.colors))\nend\nSAVE_PLOTS && save(\"assets/elapsed-vs-score-scatter-local.png\", fig)\nfig","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Table:","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Point per second is the average score divided by the average elapsed time","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"output = @chain df begin\n @rsubset !occursin(\"HOSTED\", :device)\n @by [:model, :prompt_label] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = median(:elapsed_seconds)\n :score_avg = mean(:score)\n :score_median = median(:score)\n :cnt = $nrow\n end\n @rtransform :point_per_second = :score_avg / :elapsed\n @orderby -:point_per_second\n #\n transform(_,\n names(_, Not(:model, :prompt_label)) .=> ByRow(x -> round(x, digits = 1)),\n renamecols = false)\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"Model Prompt Label Elapsed Elapsed Median Score Avg Score Median Cnt Point Per Second\ncodellama:13b-instruct-q4KM JuliaExpertAsk 2.0 1.9 63.4 75.0 70.0 32.1\ncodellama:7b-instruct-q4KM InJulia 2.0 2.0 57.7 55.0 70.0 29.1\ncodellama:7b-instruct-q4KM JuliaExpertAsk 1.2 0.9 33.1 0.0 70.0 26.5\ncodellama:7b-instruct-q4KM JuliaRecapTask 2.6 2.5 60.4 60.0 70.0 23.3\ncodellama:7b-instruct-q4KM JuliaExpertCoTTask 1.6 1.4 32.6 0.0 70.0 20.6\ncodellama:13b-instruct-q4KM InJulia 3.6 3.4 67.6 61.2 70.0 18.7\ncodellama:7b-instruct-q4KM JuliaRecapCoTTask 3.0 2.7 55.4 50.0 70.0 18.3\ncodellama:13b-instruct-q4KM JuliaExpertCoTTask 2.7 2.3 42.8 50.0 70.0 15.9\ncodellama:13b-instruct-q4KM JuliaRecapTask 3.9 3.6 55.8 50.0 70.0 14.2\ncodellama:13b-instruct-q4KM JuliaRecapCoTTask 3.9 4.1 52.5 50.0 70.0 13.5\ncodellama:34b-instruct-q4KM JuliaExpertAsk 6.3 5.8 53.0 50.0 70.0 8.4\nmistral:7b-instruct-v0.2-q4_0 JuliaExpertAsk 5.8 5.6 40.3 50.0 70.0 6.9\nopenchat:7b-v3.5-1210-q4KM JuliaExpertAsk 7.8 6.9 51.0 50.0 55.0 6.5\ncodellama:34b-instruct-q4KM InJulia 8.1 7.9 50.1 50.0 70.0 6.2\nmistral:7b-instruct-v0.2-q4KM JuliaExpertAsk 8.1 6.9 48.4 50.0 70.0 6.0\nopenhermes2.5-mistral JuliaExpertAsk 8.7 8.9 50.7 52.5 58.0 5.8\nstarling-lm:latest JuliaExpertAsk 9.9 9.8 55.5 50.0 58.0 5.6\nmagicoder InJulia 11.0 9.6 60.8 60.0 57.0 5.6\ncodellama:34b-instruct-q4KM JuliaExpertCoTTask 6.4 6.4 34.8 25.0 70.0 5.4\nmagicoder JuliaExpertAsk 9.8 8.7 50.2 50.0 58.0 5.1\ncodellama:13b-instruct JuliaExpertAsk 10.4 8.5 51.1 50.0 58.0 4.9\nmistral:7b-instruct-q4KM JuliaExpertAsk 7.7 7.4 37.3 50.0 57.0 4.9\nopenhermes2.5-mistral InJulia 10.8 9.8 49.6 50.0 58.0 4.6\nstarling-lm:latest InJulia 11.1 11.1 51.1 50.0 58.0 4.6\nopenchat:7b-v3.5-1210-q4KM InJulia 11.9 11.7 50.9 50.0 55.0 4.3\nmagicoder:7b-s-cl-q6_K InJulia 14.6 15.3 62.2 55.0 42.0 4.3\nmagicoder JuliaRecapCoTTask 13.4 12.0 56.6 50.0 57.0 4.2\nmagicoder JuliaRecapTask 13.4 10.9 56.3 50.0 57.0 4.2\ncodellama:34b-instruct-q4KM JuliaRecapTask 7.6 6.2 31.6 0.0 70.0 4.2\nmagicoder:7b-s-cl-q6_K JuliaExpertAsk 14.6 14.7 60.1 58.1 42.0 4.1\nmagicoder:7b-s-cl-q6_K JuliaRecapTask 16.1 16.5 65.2 60.0 42.0 4.1\nmistral:7b-instruct-v0.2-q6_K JuliaExpertAsk 10.0 8.2 39.8 50.0 42.0 4.0\nmistral:7b-instruct-v0.2-q4_0 InJulia 12.1 11.3 47.4 50.0 70.0 3.9\nmistral:7b-instruct-q4KM InJulia 10.3 10.0 37.3 50.0 57.0 3.6\nmagicoder:7b-s-cl-q6_K JuliaRecapCoTTask 16.9 16.4 59.4 55.6 42.0 3.5\nopenhermes2.5-mistral JuliaRecapTask 15.0 14.7 51.3 50.0 58.0 3.4\nmagicoder:7b-s-cl-q6_K JuliaExpertCoTTask 16.0 16.5 52.8 58.1 42.0 3.3\nstarling-lm:latest JuliaRecapTask 16.0 13.6 52.6 50.0 58.0 3.3\ncodellama:34b-instruct-q4KM JuliaRecapCoTTask 8.8 7.4 29.0 12.5 70.0 3.3\ncodellama:13b-instruct InJulia 16.4 14.7 53.2 50.0 58.0 3.2\nmistral:7b-instruct-v0.2-q4_0 JuliaExpertCoTTask 13.2 12.9 42.8 50.0 70.0 3.2\ncodellama:70b-instruct-q2_K JuliaRecapTask 11.7 9.5 37.4 25.0 70.0 3.2\nllama2 JuliaExpertAsk 9.8 9.1 31.4 50.0 59.0 3.2\nopenhermes2.5-mistral JuliaExpertCoTTask 16.6 16.0 51.9 50.0 57.0 3.1\nstarling-lm:latest JuliaRecapCoTTask 14.8 13.2 46.1 50.0 58.0 3.1\nopenhermes2.5-mistral JuliaRecapCoTTask 13.3 13.5 40.9 50.0 58.0 3.1\nopenchat:7b-v3.5-1210-q4KM JuliaRecapTask 17.2 15.8 52.9 50.0 55.0 3.1\nmistral:7b-instruct-v0.2-q4KM InJulia 14.1 13.9 41.8 50.0 70.0 3.0\nmistral:7b-instruct-v0.2-q4_0 JuliaRecapCoTTask 14.8 14.2 43.8 50.0 70.0 3.0\nmistral:7b-instruct-v0.2-q4_0 JuliaRecapTask 16.2 15.4 47.3 50.0 70.0 2.9\nopenchat:7b-v3.5-1210-q4KM JuliaRecapCoTTask 16.9 15.7 49.1 50.0 55.0 2.9\nsolar:10.7b-instruct-v1-q4KM JuliaExpertAsk 13.0 12.5 36.9 50.0 57.0 2.8\ncodellama:70b-instruct-q2_K JuliaExpertCoTTask 9.1 8.4 25.5 0.0 70.0 2.8\nmagicoder JuliaExpertCoTTask 16.2 15.1 44.7 37.5 58.0 2.8\norca2:13b InJulia 11.4 10.5 31.3 25.0 57.0 2.7\ncodellama:70b-instruct-q4KM InJulia 16.5 14.7 43.9 50.0 70.0 2.7\ncodellama:70b-instruct-q2_K InJulia 13.0 10.9 34.6 25.0 70.0 2.7\nsolar:10.7b-instruct-v1-q4KM InJulia 17.4 15.7 43.9 50.0 57.0 2.5\nstablelm-zephyr JuliaExpertAsk 6.3 6.6 15.6 0.0 57.0 2.5\nmistral:7b-instruct-v0.2-q4KM JuliaExpertCoTTask 16.4 15.9 40.5 50.0 70.0 2.5\ncodellama:70b-instruct-q2_K JuliaRecapCoTTask 12.3 9.7 30.0 0.0 70.0 2.4\ncodellama:13b-instruct JuliaRecapTask 21.9 20.6 53.0 50.0 58.0 2.4\ngemma:7b-instruct-q6_K JuliaExpertAsk 10.5 6.2 25.3 25.0 70.0 2.4\ndolphin-phi:2.7b-v2.6-q6_K JuliaExpertAsk 6.8 6.3 16.1 0.0 56.0 2.4\nopenchat:7b-v3.5-1210-q4KM JuliaExpertCoTTask 18.2 17.9 43.1 50.0 55.0 2.4\ncodellama:70b-instruct-q4KM JuliaRecapTask 17.9 14.1 42.4 37.5 70.0 2.4\nphind-codellama:34b-v2 JuliaExpertAsk 29.5 27.7 68.1 66.7 57.0 2.3\ncodellama:13b-instruct JuliaRecapCoTTask 21.7 20.8 48.5 50.0 58.0 2.2\ncodellama:13b-instruct JuliaExpertCoTTask 20.0 19.3 44.5 50.0 58.0 2.2\nmistral:7b-instruct-v0.2-q6_K InJulia 19.4 17.1 43.2 50.0 42.0 2.2\nstarling-lm:latest JuliaExpertCoTTask 16.6 16.2 36.8 50.0 58.0 2.2\ncodellama:70b-instruct-q2_K JuliaExpertAsk 9.8 8.8 21.3 0.0 70.0 2.2\nmistral:7b-instruct-q4KM JuliaExpertCoTTask 16.3 15.8 35.0 25.0 57.0 2.1\nmistral:7b-instruct-v0.2-q4KM JuliaRecapTask 20.5 18.7 44.0 50.0 70.0 2.1\ncodellama:70b-instruct-q4KM JuliaRecapCoTTask 16.7 12.8 35.2 0.0 70.0 2.1\ncodellama:70b-instruct-q4KM JuliaExpertCoTTask 14.8 13.3 30.8 0.0 70.0 2.1\nmistral:7b-instruct-v0.2-q4KM JuliaRecapCoTTask 18.9 17.9 38.5 50.0 70.0 2.0\nyi:34b-chat JuliaExpertAsk 26.1 22.8 52.7 52.5 58.0 2.0\nmistral:7b-instruct-v0.2-q6_K JuliaExpertCoTTask 23.8 25.1 47.5 50.0 42.0 2.0\nmistral:7b-instruct-q4KM JuliaRecapTask 16.7 15.9 33.0 25.0 55.0 2.0\ncodellama:70b-instruct-q4KM JuliaExpertAsk 15.7 13.3 29.9 0.0 70.0 1.9\nsolar:10.7b-instruct-v1-q4KM JuliaRecapCoTTask 19.7 19.1 36.7 50.0 57.0 1.9\nsolar:10.7b-instruct-v1-q4KM JuliaRecapTask 21.3 21.0 38.9 50.0 57.0 1.8\nmistral:7b-instruct-v0.2-q6_K JuliaRecapCoTTask 26.9 24.7 48.2 50.0 42.0 1.8\nphind-codellama:34b-v2 InJulia 33.2 34.3 59.0 61.2 57.0 1.8\ndolphin-phi:2.7b-v2.6-q6_K JuliaRecapTask 9.5 9.3 16.3 0.0 56.0 1.7\nllama2 InJulia 15.3 13.9 26.4 25.0 59.0 1.7\nmistral:7b-instruct-v0.2-q6_K JuliaRecapTask 28.3 27.2 48.6 50.0 42.0 1.7\nmistral:7b-instruct-q4KM JuliaRecapCoTTask 18.7 17.6 31.5 50.0 55.0 1.7\nphind-codellama:34b-v2 JuliaRecapCoTTask 37.1 36.9 59.8 61.2 57.0 1.6\nstablelm-zephyr JuliaRecapTask 12.1 8.3 19.2 0.0 57.0 1.6\nstablelm-zephyr InJulia 8.5 6.6 13.3 0.0 57.0 1.6\nphind-codellama:34b-v2 JuliaRecapTask 41.1 40.6 62.0 61.2 57.0 1.5\ndolphin-phi:2.7b-v2.6-q6_K JuliaExpertCoTTask 8.1 8.0 12.2 0.0 56.0 1.5\ndolphin-phi:2.7b-v2.6-q6_K JuliaRecapCoTTask 9.4 8.9 14.1 0.0 56.0 1.5\norca2:13b JuliaExpertAsk 11.0 9.2 16.5 0.0 57.0 1.5\ndolphin-phi:2.7b-v2.6-q6_K InJulia 10.6 9.4 15.6 0.0 56.0 1.5\nstablelm-zephyr JuliaRecapCoTTask 11.4 8.8 16.5 0.0 57.0 1.4\nllama2 JuliaExpertCoTTask 18.9 17.3 27.2 25.0 59.0 1.4\ngemma:7b-instruct-q6_K JuliaRecapCoTTask 25.7 25.0 34.9 50.0 70.0 1.4\nphind-codellama:34b-v2 JuliaExpertCoTTask 44.6 46.5 60.1 66.7 57.0 1.3\ncodellama:13b-python JuliaRecapCoTTask 9.5 6.4 12.4 0.0 42.0 1.3\nllama2 JuliaRecapCoTTask 19.3 19.2 25.0 25.0 59.0 1.3\ncodellama:13b-python JuliaExpertAsk 10.4 7.9 13.3 0.0 44.0 1.3\nnous-hermes2:34b-yi-q4KM InJulia 52.0 45.5 61.8 60.0 67.0 1.2\ngemma:7b-instruct-q6_K InJulia 19.7 20.3 22.6 25.0 70.0 1.1\ngemma:7b-instruct-q6_K JuliaRecapTask 24.8 23.6 26.9 25.0 70.0 1.1\nphi:2.7b-chat-v2-q6_K JuliaExpertCoTTask 9.3 5.7 9.9 0.0 55.0 1.1\nstablelm-zephyr JuliaExpertCoTTask 11.4 9.6 12.2 0.0 57.0 1.1\nnous-hermes2:34b-yi-q4KM JuliaExpertAsk 35.9 32.9 37.4 50.0 67.0 1.0\ncodellama:13b-python JuliaExpertCoTTask 12.8 12.9 13.3 0.0 43.0 1.0\nllama2 JuliaRecapTask 22.1 22.2 22.4 0.0 59.0 1.0\norca2:13b JuliaExpertCoTTask 23.9 23.1 24.2 0.0 57.0 1.0\nyi:34b-chat JuliaRecapTask 50.8 48.8 47.6 50.0 58.0 0.9\nyi:34b-chat JuliaExpertCoTTask 42.1 40.6 39.2 25.0 58.0 0.9\nyi:34b-chat JuliaRecapCoTTask 49.5 45.6 44.0 50.0 57.0 0.9\nsolar:10.7b-instruct-v1-q4KM JuliaExpertCoTTask 22.5 22.4 19.7 0.0 58.0 0.9\nyi:34b-chat InJulia 51.1 48.6 44.5 50.0 58.0 0.9\ncodellama:13b-python JuliaRecapTask 16.3 10.9 13.9 0.0 43.0 0.9\nnous-hermes2:34b-yi-q4KM JuliaRecapTask 67.6 61.9 56.6 50.0 65.0 0.8\ngemma:7b-instruct-q6_K JuliaExpertCoTTask 23.8 23.3 19.9 25.0 70.0 0.8\nphi:2.7b-chat-v2-q6_K JuliaRecapCoTTask 12.1 10.8 9.9 0.0 55.0 0.8\ncodellama:13b-python InJulia 13.7 12.5 11.0 0.0 44.0 0.8\norca2:13b JuliaRecapCoTTask 26.7 25.4 21.5 0.0 57.0 0.8\nphi:2.7b-chat-v2-q6_K JuliaRecapTask 13.6 12.9 10.8 0.0 55.0 0.8\norca2:13b JuliaRecapTask 27.5 24.8 21.9 0.0 57.0 0.8\nnous-hermes2:34b-yi-q4KM JuliaRecapCoTTask 58.5 60.0 46.1 50.0 65.0 0.8\nnous-hermes2:34b-yi-q4KM JuliaExpertCoTTask 70.4 65.5 51.4 55.0 67.0 0.7\nphi:2.7b-chat-v2-q6_K JuliaExpertAsk 14.6 13.4 8.1 0.0 55.0 0.6\nphi:2.7b-chat-v2-q6_K InJulia 15.7 17.8 6.0 0.0 55.0 0.4","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"","category":"page"},{"location":"examples/summarize_results_local/","page":"Local Models","title":"Local Models","text":"This page was generated using Literate.jl.","category":"page"},{"location":"reference/#Reference","page":"Reference","title":"Reference","text":"","category":"section"},{"location":"reference/","page":"Reference","title":"Reference","text":"","category":"page"},{"location":"reference/","page":"Reference","title":"Reference","text":"Modules = [JuliaLLMLeaderboard]","category":"page"},{"location":"reference/#InteractiveUtils.edit","page":"Reference","title":"InteractiveUtils.edit","text":"InteractiveUtils.edit(conversation::AbstractVector{<:PT.AbstractMessage}, bookmark::Int=-1)\n\nOpens the conversation in a preview window formatted as markdown (In VSCode, right click on the tab and select \"Open Preview\" to format it nicely).\n\nSee also: preview (for rendering as markdown in REPL)\n\n\n\n\n\n","category":"function"},{"location":"reference/#JuliaLLMLeaderboard.evaluate_1shot-Tuple{}","page":"Reference","title":"JuliaLLMLeaderboard.evaluate_1shot","text":"evaluate_1shot(; conversation, fn_definition, definition, model, prompt_label, schema, parameters::NamedTuple=NamedTuple(), device=\"UNKNOWN\", timestamp=timestamp_now(), version_pt=string(pkgversion(PromptingTools)), prompt_strategy=\"1SHOT\", verbose::Bool=false,\nauto_save::Bool=true, save_dir::AbstractString=dirname(fn_definition), experiment::AbstractString=\"\",\nexecution_timeout::Int=60, capture_stdout::Bool=true)\n\nRuns evaluation for a single test case (parse, execute, run examples, run unit tests), including saving the files.\n\nIf auto_save=true, it saves the following files\n\n/evaluation__PROMPTABC__1SHOT__TIMESTAMP.json\n/conversation__PROMPTABC__1SHOT__TIMESTAMP.json \n\ninto a sub-folder of where the definition file was stored.\n\nKeyword Arguments\n\nconversation: the conversation to evaluate (vector of messages), eg, from aigenerate when return_all=true\nfn_definition: path to the definition file (eg, joinpath(\"code_generation\", \"utility_functions\", \"event_scheduler\", \"definition.toml\"))\ndefinition: the test case definition dict loaded from the definition file. It's subset to only the relevant keys for code generation, eg, definition=load_definition(fn_definition)[\"code_generation\"]\nmodel: the model name, eg, model=\"gpt4t\"\nprompt_label: the prompt label, eg, prompt_label=\"JuliaExpertAsk\"\nschema: the schema used for the prompt, eg, schema=\"-\" or schema=\"OllamaManagedSchema()\"\nparameters: the parameters used for the generation like temperature or top_p, eg, parameters=(; top_p=0.9)\ndevice: the device used for the generation, eg, device=\"Apple-MacBook-Pro-M1\"\ntimestamp: the timestamp used for the generation. Defaults to timestamp=timestamp_now() which is like \"20231201_120000\"\nversion_pt: the version of PromptingTools used for the generation, eg, version_pt=\"0.1.0\"\nprompt_strategy: the prompt strategy used for the generation, eg, prompt_strategy=\"1SHOT\". Fixed for now!\nverbose: if verbose=true, it will print out more information about the evaluation process, eg, the evaluation errors\nauto_save: if auto_save=true, it will save the evaluation and conversation files into a sub-folder of where the definition file was stored.\nsave_dir: the directory where the evaluation and conversation files are saved. Defaults to dirname(fn_definition).\nexperiment: the experiment name, eg, experiment=\"my_experiment\" (eg, when you're doing a parameter search). Defaults to \"\" for standard benchmark run.\nexecution_timeout: the timeout for the AICode code execution in seconds. Defaults to 60s.\ncapture_stdout: if capture_stdout=true, AICode will capture the stdout of the code execution. Set to false if you're evaluating with multithreading (stdout capture is not thread-safe). Defaults to true to avoid poluting the benchmark.\nremove_tests: if remove_tests=true, AICode will remove any @testset blocks and unit tests from the main code definition (shields against model defining wrong unit tests inadvertedly).\n\nExamples\n\nusing JuliaLLMLeaderboard\nusing PromptingTools\n\nfn_definition = joinpath(\"code_generation\", \"utility_functions\", \"event_scheduler\", \"definition.toml\")\nd = load_definition(fn_definition)\n\nmsg = aigenerate(:JuliaExpertAsk; ask=d[\"code_generation\"][\"prompt\"], model=\"gpt4t\", return_all=true)\n\n# Try evaluating it -- auto_save=false not to polute our benchmark\nevals = evaluate_1shot(; conversation=msg, fn_definition, definition=d[\"code_generation\"], model=\"gpt4t\", prompt_label=\"JuliaExpertAsk\", timestamp=timestamp_now(), device=\"Apple-MacBook-Pro-M1\", schema=\"-\", prompt_strategy=\"1SHOT\", verbose=true, auto_save=false)\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.find_definitions","page":"Reference","title":"JuliaLLMLeaderboard.find_definitions","text":"Finds all definition.toml filenames in the given path. Returns a list of filenames to load.\n\n\n\n\n\n","category":"function"},{"location":"reference/#JuliaLLMLeaderboard.load_conversation_from_eval-Tuple{AbstractString}","page":"Reference","title":"JuliaLLMLeaderboard.load_conversation_from_eval","text":"Loads the conversation from the corresponding evaluation file.\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.load_definition-Tuple{Any}","page":"Reference","title":"JuliaLLMLeaderboard.load_definition","text":"Loads the test case definition from a TOML file under filename.\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.load_evals-Tuple{AbstractString}","page":"Reference","title":"JuliaLLMLeaderboard.load_evals","text":"load_evals(base_dir::AbstractString; score::Bool=true, max_history::Int=5, new_columns::Vector{Symbol}=Symbol[], kwargs...)\n\nLoads all evaluation JSONs from a given director loaded in a DataFrame as rows. The directory is searched recursively, and all files starting with the prefix evaluation__ are loaded.\n\nKeyword Arguments\n\nscore::Bool=true: If score=true, the function will also call score_eval on the resulting DataFrame.\nmax_history::Int=5: Only max_history most recent evaluations are loaded. If max_history=0, all evaluations are loaded.\n\nReturns: DataFrame\n\nNote: It loads a fixed set of columns (set in a local variable eval_cols), so if you added some new columns, you'll need to pass them to new_columns::Vector{Symbol} argument.\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.preview-Tuple{AbstractVector{<:PromptingTools.AbstractMessage}}","page":"Reference","title":"JuliaLLMLeaderboard.preview","text":"preview(conversation::AbstractVector{<:PT.AbstractMessage})\n\nRender a conversation, which is a vector of AbstractMessage objects, as a single markdown-formatted string. Each message is rendered individually and concatenated with separators for clear readability.\n\nThis function is particularly useful for displaying the flow of a conversation in a structured and readable format. It leverages the PT.preview method for individual messages to create a cohesive view of the entire conversation.\n\nArguments\n\nconversation::AbstractVector{<:PT.AbstractMessage}: A vector of messages representing the conversation.\n\nReturns\n\nString: A markdown-formatted string representing the entire conversation.\n\nExample\n\nconversation = [\n PT.SystemMessage(\"Welcome\"),\n PT.UserMessage(\"Hello\"),\n PT.AIMessage(\"Hi, how can I help you?\")\n]\nprintln(PT.preview(conversation))\n\nThis will output:\n\n# System Message\nWelcome\n---\n# User Message\nHello\n---\n# AI Message\nHi, how can I help you?\n---\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.preview-Tuple{PromptingTools.AbstractMessage}","page":"Reference","title":"JuliaLLMLeaderboard.preview","text":"preview(msg::PT.AbstractMessage)\n\nRender a single AbstractMessage as a markdown-formatted string, highlighting the role of the message sender and the content of the message.\n\nThis function identifies the type of the message (User, Data, System, AI, or Unknown) and formats it with a header indicating the sender's role, followed by the content of the message. The output is suitable for nicer rendering, especially in REPL or markdown environments.\n\nArguments\n\nmsg::PT.AbstractMessage: The message to be rendered.\n\nReturns\n\nString: A markdown-formatted string representing the message.\n\nExample\n\nmsg = PT.UserMessage(\"Hello, world!\")\nprintln(PT.preview(msg))\n\nThis will output:\n\n# User Message\nHello, world!\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.run_benchmark-Tuple{}","page":"Reference","title":"JuliaLLMLeaderboard.run_benchmark","text":"run_benchmark(; fn_definitions::Vector{<:AbstractString}=find_definitons(joinpath(@__DIR__, \"..\", \"code_generation\")),\nmodels::Vector{String}=[\"gpt-3.5-turbo-1106\"], model_suffix::String=\"\", prompt_labels::Vector{<:AbstractString}=[\"JuliaExpertCoTTask\", \"JuliaExpertAsk\", \"InJulia\", \"AsIs\", \"JuliaRecapTask\", \"JuliaRecapCoTTask\"],\napi_kwargs::NamedTuple=NamedTuple(), http_kwargs::NamedTuple=(; readtimeout=300),\nexperiment::AbstractString=\"\", save_dir::AbstractString=\"\", auto_save::Bool=true, verbose::Union{Int,Bool}=true, device::AbstractString=\"-\",\nnum_samples::Int=1, schema_lookup::AbstractDict{String,<:Any}=Dict{String,<:Any}())\n\nRuns the code generation benchmark with specified models and prompts for the specified number of samples.\n\nIt will generate the response, evaluate it and, optionally, also save it.\n\nNote: This benchmark is not parallelized, because locally hosted models would be overwhelmed. However, you can take this code and apply Threads.@spawn to it. The evaluation itself should be thread-safe.\n\nKeyword Arguments\n\nfn_definitions: a vector of paths to definitions of test cases to run (definition.toml). If not specified, it will run all definition files in the code_generation folder.\nmodels: a vector of models to run. If not specified, it will run only gpt-3.5-turbo-1106.\nmodel_suffix: a string to append to the model name in the evaluation data, eg, \"–optim\" if you provide some tuned API kwargs.\nprompt_labels: a vector of prompt labels to run. If not specified, it will run all available.\nnum_samples: an integer to specify the number of samples to generate for each model/prompt combination. If not specified, it will generate 1 sample.\napi_kwargs: a named tuple of API kwargs to pass to the aigenerate function. If not specified, it will use the default values. Example: (; temperature=0.5, top_p=0.5)\nhttp_kwargs: a named tuple of HTTP.jl kwargs to pass to the aigenerate function. Defaults to 300s timeout. Example: http_kwargs = (; readtimeout=300)\nschema_lookup: a dictionary of schemas to use for each model. If not specified, it will use the default schemas in the registry. Example: Dict(\"mistral-tiny\" => PT.MistralOpenAISchema())\ncodefixing_num_rounds: an integer to specify the number of rounds of codefixing to run (with AICodeFixer). If not specified, it will NOT be used.\ncodefixing_prompt_labels: a vector of prompt labels to use for codefixing. If not specified, it will default to only \"CodeFixerTiny\".\nexperiment: a string to save in the evaluation data. Useful for future analysis.\ndevice: specify the device the benchmark is running on, eg, \"Apple-MacBook-Pro-M1\" or \"NVIDIA-GTX-1080Ti\", broadly \"manufacturer-model\".\nsave_dir: a string of path where to save the evaluation data. If not specified, it will save in the same folder as the definition file. Useful for small experiments not to pollute the main benchmark.\nauto_save: a boolean whether to automatically save the evaluation data. If not specified, it will save the data. Otherwise, it only returns the vector of evals\nverbose: a boolean or integer to print progress. If not specified, it will print highlevel progress (verbose = 1 or true), for more details, set verbose=2 or =3.\nexecution_timeout: an integer to specify the timeout in seconds for the execution of the generated code. If not specified, it will use 10s (per run/test item).\n\nReturn\n\nVector of evals, ie, a dictionary of evaluation data for each model/prompt combination and each sample.\n\nNotes\n\nIn general, use HTTP timeouts because both local models and APIs can get stuck, eg, http_kwargs=(; readtimeout=150)\nOn Mac M1 with Ollama, you want to set apikwargs=(; options=(; numgpu=99)) for Ollama to have normal performance (ie, offload all model layers to the GPU)\nFor commercial providers (MistralAI, OpenAI), we automatically inject a different random seed for each run to avoid caching\n\nExample\n\nfn_definitions = find_definitions(\"code_generation/\") # all test cases\n\nevals = run_benchmark(; fn_definitions, models=[\"gpt-3.5-turbo-1106\"], prompt_labels=[\"JuliaExpertAsk\"],\n experiment=\"my-first-run\", save_dir=\"temp\", auto_save=true, verbose=true, device=\"Apple-MacBook-Pro-M1\",\n num_samples=1);\n\n# not using `schema_lookup` as it's not needed for OpenAI models\n\nOr if you want only one test case use: fn_definitions = [joinpath(\"code_generation\", \"utility_functions\", \"event_scheduler\", \"definition.toml\")]\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.run_code_blocks_additive-Tuple{AICode, AbstractVector{<:AbstractString}}","page":"Reference","title":"JuliaLLMLeaderboard.run_code_blocks_additive","text":"run_code_blocks_additive(cb::AICode, code_blocks::AbstractVector{<:AbstractString};\n verbose::Bool = false,\n setup_code::AbstractString = \"\", teardown_code::AbstractString = \"\",\n capture_stdout::Bool = true, execution_timeout::Int = 60)\n\nRunner for the additional code_blocks (can be either unit tests or examples), returns count of examples executed without an error. \n\ncode_blocks should be a vector of strings, each of which is a valid Julia expression that can be evaluated without an error thrown. Each successful run (no error thrown) is counted as a successful example.\n\nKeyword Arguments\n\nverbose=true will provide more information about the test failures.\nsetup_code is a string that will be prepended to each code block before it's evaluated. Useful for setting up the environment/test objects.\nteardown_code is a string that will be appended to each code block before it's evaluated. Useful for cleaning up the environment/test objects.\ncapture_stdout is a boolean whether to capture the stdout of the code execution. Set to false if you're evaluating with multithreading (stdout capture is not thread-safe).\nexecution_timeout is the timeout for the AICode code execution in seconds. Defaults to 60s.\n\nReturns\n\ncount_successful the number of examples that were executed without an error thrown.\n\nExample\n\nusing JuliaLLMLeaderboard: run_code_blocks\nusing PromptingTools: AICode\n\ncb = AICode(\"mysum(a,b)=a+b\")\ncode = \"mysum(1,2)\"\nrun_code_blocks(cb, [code])\n# Output: 1 (= 1 example executed without an error thrown)\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.run_code_main-Tuple{AIMessage}","page":"Reference","title":"JuliaLLMLeaderboard.run_code_main","text":"run_code_main(msg::PT.AIMessage; verbose::Bool = true, function_name::AbstractString = \"\",\n prefix::String = \"\",\n execution_timeout::Int = 60,\n capture_stdout::Bool = true,\n expression_transform::Symbol = :remove_all_tests)\n\nRuns the code block in the message msg and returns the result as an AICode object.\n\nLogic:\n\nAlways execute with a timeout\nAlways execute in a \"safe mode\" (inside a custom module, safe_eval=true)\nSkip any package imports or environment changes (skip_unsafe=true)\nSkip invalid/broken lines (skip_invalid=true)\nRemove any unit tests (expression_transform=:remove_all_tests), because model might have added some without being asked for it explicitly\nFirst, evaluate the code block as a whole, and if it fails, try to extract the function definition and evaluate it separately (fallback)\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.save_definition-Tuple{AbstractString, AbstractDict}","page":"Reference","title":"JuliaLLMLeaderboard.save_definition","text":"Saves the test case definition to a TOML file under filename.\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.score_eval-NTuple{4, Any}","page":"Reference","title":"JuliaLLMLeaderboard.score_eval","text":"score_eval(parsed, executed, unit_tests_success_ratio, examples_success_ratio; max_points::Int=100)\n\nScore the evaluation result by distributing max_points equally across the available criteria.\n\nExample\n\ndf=@rtransform df :score = score_eval(:parsed, :executed, :unit_tests_passed / :unit_tests_count, :examples_executed / :examples_count)\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.score_eval-Tuple{AbstractDict}","page":"Reference","title":"JuliaLLMLeaderboard.score_eval","text":"score_eval(eval::AbstractDict; max_points::Int=100)\n\nscore_eval(parsed, executed, unit_tests_success_ratio, examples_success_ratio; max_points::Int=100)\n\nScores the evaluation result eval by distributing max_points equally across the available criteria. Alternatively, you can provide the individual scores as arguments (see above) with values in the 0-1 range.\n\nEg, if all 4 criteria are available, each will be worth 25% of points:\n\nparsed (25% if true)\nexecuted (25% if true)\nunit_tests (25% if all unit tests passed)\nexamples (25% if all examples executed without an error thrown)\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.timestamp_now-Tuple{}","page":"Reference","title":"JuliaLLMLeaderboard.timestamp_now","text":"Provide a current timestamp in the format yyyymmddHHMMSS. If `addrandom` is true, a random number between 100 and 999 is appended to avoid overrides.\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.tmapreduce-Tuple{Any, Any, Any}","page":"Reference","title":"JuliaLLMLeaderboard.tmapreduce","text":"tmapreduce(f, op, itr; tasks_per_thread::Int = 2, kwargs...)\n\nA parallelized version of the mapreduce function leveraging multi-threading.\n\nThe function f is applied to each element of itr, and then the results are reduced using an associative two-argument function op.\n\nArguments\n\nf: A function to apply to each element of itr.\nop: An associative two-argument reduction function.\nitr: An iterable collection of data.\n\nKeyword Arguments\n\ntasks_per_thread::Int = 2: The number of tasks spawned per thread. Determines the granularity of parallelism.\nkwargs...: Additional keyword arguments to pass to the inner mapreduce calls.\n\nImplementation Details\n\nThe function divides itr into chunks, spawning tasks for processing each chunk in parallel. The size of each chunk is determined by tasks_per_thread and the number of available threads (nthreads). The results from each task are then aggregated using the op function.\n\nNotes\n\nThis implementation serves as a general replacement for older patterns. The goal is to introduce this function or a version of it to base Julia in the future.\n\nExample\n\nusing Base.Threads: nthreads, @spawn\nresult = tmapreduce(x -> x^2, +, 1:10)\n\nThe above example squares each number in the range 1 through 10 and then sums them up in parallel.\n\nSource: Julia Blog post\n\n\n\n\n\n","category":"method"},{"location":"reference/#JuliaLLMLeaderboard.validate_definition-Tuple{AbstractDict}","page":"Reference","title":"JuliaLLMLeaderboard.validate_definition","text":"validate_definition(definition::AbstractDict; evaluate::Bool=true, verbose::Bool=true)\n\nValidates the definition.toml file for the code generation benchmark. \n\nReturns true if the definition is valid.\n\nKeyword Arguments\n\nevaluate: a boolean whether to evaluate the definition. If not specified, it will evaluate the definition.\nverbose: a boolean whether to print progress during the evaluation. If not specified, it will print progress.\nkwargs: keyword arguments to pass to code parsing function (PT.AICode).\n\nExample\n\nfn_definition = joinpath(\"code_generation\", \"utility_functions\", \"event_scheduler\", \"definition.toml\")\ndefinition = load_definition(fn_definition)\nvalidate_definition(definition)\n# output: true\n\n\n\n\n\n","category":"method"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"EditURL = \"../../../examples/compare_paid_vs_local.jl\"","category":"page"},{"location":"examples/compare_paid_vs_local/#Comparison-of-Paid-LLM-APIs-vs-Local-Models","page":"Paid vs Local Models","title":"Comparison of Paid LLM APIs vs Local Models","text":"","category":"section"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"While several locally-hosted models are very impressive, there is still a big gap in performance.","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"This gap would be smaller if we could run any of the 70bn models locally, unfortunately, that’s not the case for me.","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"Reminder: The below scores are on a scale 0-100, where 100 is the best possible score and 0 means the generated code was not even parseable.","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"# Imports\nusing JuliaLLMLeaderboard\nusing CairoMakie, AlgebraOfGraphics\nusing MarkdownTables, DataFramesMeta\nusing Statistics: mean, median, quantile;\nunscrub_string(s::AbstractString) = split(s, \"_\") .|> titlecase |> x -> join(x, \" \");\n\n# ! Configuration\nSAVE_PLOTS = false\nDIR_RESULTS = joinpath(pkgdir(JuliaLLMLeaderboard), \"code_generation\")\nPAID_MODELS_DEFAULT = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-3.5-turbo-0125\",\n \"gpt-4-1106-preview\",\n \"gpt-4-0125-preview\",\n \"gpt-4-turbo-2024-04-09\",\n \"gpt-4o-2024-05-13\",\n \"gpt-4o-mini-2024-07-18\",\n \"gpt-4o-2024-08-06\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n \"mistral-large\",\n \"mistral-small-2402\",\n \"mistral-medium-2312\",\n \"mistral-large-2402\",\n \"claude-3-opus-20240229\",\n \"claude-3-sonnet-20240229\",\n \"claude-3-haiku-20240307\",\n \"claude-3-5-sonnet-20240620\",\n \"claude-2.1\",\n \"gemini-1.0-pro-latest\",\n \"deepseek-chat\",\n \"deepseek-coder\",\n \"codestral-2405\",\n \"mistral-large-2407\"\n];\nPROMPTS = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\"\n];","category":"page"},{"location":"examples/compare_paid_vs_local/#Load-Latest-Results","page":"Paid vs Local Models","title":"Load Latest Results","text":"","category":"section"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"Use only the 5 most recent evaluations available for each definition/model/prompt","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"df = @chain begin\n load_evals(DIR_RESULTS; max_history = 5)\n @rsubset :prompt_label in PROMPTS\n # remove qwen models as they are not correct!\n @rsubset !occursin(\"qwen\", :model)\nend;","category":"page"},{"location":"examples/compare_paid_vs_local/#Comparison-by-Model","page":"Paid vs Local Models","title":"Comparison by Model","text":"","category":"section"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"Highest average score by model:","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"fig = @chain df begin\n @by [:model] begin\n :cost = mean(:cost)\n :elapsed = mean(:elapsed_seconds)\n :score = mean(:score)\n end\n @orderby -:score\n @rtransform :is_paid = :model in PAID_MODELS_DEFAULT\n @rsubset !endswith(:model, \"--optim\")\n @aside local order_ = _.model\n data(_) *\n mapping(:model => sorter(order_) => \"Model\",\n :score => \"Avg. Score (Max 100 pts)\",\n color = :is_paid => \"Paid API or Locally-hosted\") *\n visual(BarPlot; bar_labels = :y, label_offset = 0, label_formatter = x -> round(Int, x))\n draw(;\n figure = (; size = (900, 600)),\n legend = (; position = :bottom),\n axis = (;\n limits = (nothing, nothing, 0, 100),\n xticklabelrotation = 45,\n title = \"LLM Model Performance [PRELIMINARY]\"))\nend\nfig","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"Table:","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"output = @chain df begin\n @by [:model] begin\n :elapsed = mean(:elapsed_seconds)\n :elapsed_median = mean(:elapsed_seconds)\n :score = mean(:score)\n :score_median = median(:score)\n :count_zero_score = count(iszero, :score)\n :count_full_score = count(==(100), :score)\n end\n @rtransform :is_paid = :model in PAID_MODELS_DEFAULT\n @rsubset !endswith(:model, \"--optim\")\n transform(_,\n names(_, Not(:model, :is_paid)) .=> ByRow(x -> round(x, digits = 1)),\n renamecols = false)\n @orderby -:score\n rename(_, names(_) .|> unscrub_string)\nend\n# markdown_table(output, String) |> clipboard\nmarkdown_table(output)","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"Model Elapsed Elapsed Median Score Score Median Count Zero Score Count Full Score Is Paid\nclaude-3-5-sonnet-20240620 6.3 6.3 86.0 100.0 5.0 179.0 true\nclaude-3-opus-20240229 20.5 20.5 83.0 90.0 1.0 161.0 true\nclaude-3-sonnet-20240229 8.7 8.7 79.0 95.0 15.0 161.0 true\ncodestral-2405 1.9 1.9 78.0 95.0 16.0 146.0 true\nmistralai/Mixtral-8x22B-Instruct-v0.1 14.1 14.1 77.6 90.0 5.0 151.0 false\ngpt-4o-2024-08-06 4.7 4.7 77.3 90.0 12.0 155.0 true\nmeta-llama/Llama-3-70b-chat-hf 4.3 4.3 76.8 88.3 0.0 160.0 false\ngpt-4-turbo-2024-04-09 10.9 10.9 74.9 90.0 22.0 146.0 true\ngpt-4-1106-preview 22.4 22.4 74.4 90.0 19.0 142.0 true\nclaude-3-haiku-20240307 4.0 4.0 74.1 84.2 4.0 125.0 true\nmistral-large-2407 11.3 11.3 73.6 83.1 15.0 137.0 true\ngpt-4o-mini-2024-07-18 5.2 5.2 73.5 86.7 19.0 137.0 true\ngpt-4-0125-preview 30.2 30.2 73.1 88.8 26.0 140.0 true\ngpt-4o-2024-05-13 4.3 4.3 72.2 86.7 21.0 122.0 true\ndeepseek-coder 13.0 13.0 71.6 83.3 39.0 115.0 true\ndeepseek-chat 17.9 17.9 71.3 80.6 30.0 138.0 true\nmistral-large-2402 8.6 8.6 71.1 80.0 5.0 103.0 true\nmeta-llama/Llama-3-8b-chat-hf 1.5 1.5 67.7 66.7 5.0 70.0 false\nclaude-2.1 10.1 10.1 67.3 75.0 27.0 116.0 true\nmicrosoft/WizardLM-2-8x22B 34.7 34.7 62.7 60.0 33.0 118.0 false\ngpt-3.5-turbo-0125 1.2 1.2 62.1 67.1 62.0 95.0 true\nphind-codellama:34b-v2 37.1 37.1 61.8 62.5 36.0 58.0 false\nmistral-medium 18.1 18.1 60.8 60.0 22.0 90.0 true\nmistral-small-2402 5.0 5.0 60.2 55.0 15.0 84.0 true\nmistral-small 5.9 5.9 60.1 55.0 27.0 76.0 true\nmagicoder:7b-s-cl-q6_K 15.6 15.6 59.9 60.0 18.0 35.0 false\ngpt-3.5-turbo-1106 2.1 2.1 58.4 62.5 82.0 97.0 true\ncodellama:13b-instruct-q4KM 3.2 3.2 56.4 54.6 56.0 61.0 false\ndeepseek-coder:33b-instruct-q4KM 46.7 46.7 55.0 50.0 62.0 68.0 false\nmagicoder 12.8 12.8 53.7 50.0 49.0 52.0 false\nnous-hermes2:34b-yi-q4KM 56.8 56.8 50.7 50.0 78.0 56.0 false\naccounts/fireworks/models/dbrx-instruct 3.7 3.7 50.0 50.0 121.0 75.0 false\ncodellama:13b-instruct 18.1 18.1 50.0 50.0 65.0 44.0 false\nopenchat:7b-v3.5-1210-q4KM 14.4 14.4 49.4 50.0 48.0 23.0 false\nopenhermes2.5-mistral 12.9 12.9 48.9 50.0 55.0 27.0 false\nstarling-lm:latest 13.7 13.7 48.4 50.0 58.0 26.0 false\ncodellama:7b-instruct-q4KM 2.1 2.1 47.8 50.0 95.0 38.0 false\nmistral-tiny 4.6 4.6 46.9 50.0 75.0 42.0 true\nyi:34b-chat 43.9 43.9 45.6 50.0 45.0 34.0 false\nmistral:7b-instruct-v0.2-q6_K 21.7 21.7 45.4 50.0 44.0 23.0 false\nmistral:7b-instruct-v0.2-q4_0 12.4 12.4 44.3 50.0 75.0 32.0 false\nmistral:7b-instruct-v0.2-q4KM 15.6 15.6 42.6 50.0 71.0 23.0 false\ngpt-3.5-turbo 3.6 3.6 42.3 50.0 132.0 54.0 true\ncodellama:34b-instruct-q4KM 7.5 7.5 39.7 50.0 127.0 35.0 false\ncodellama:70b-instruct-q4KM 16.3 16.3 36.4 0.0 179.0 58.0 false\ngemini-1.0-pro-latest 4.2 4.2 35.9 50.0 76.0 9.0 true\nsolar:10.7b-instruct-v1-q4KM 18.8 18.8 35.2 50.0 107.0 10.0 false\nmistral:7b-instruct-q4KM 13.9 13.9 34.8 50.0 80.0 0.0 false\ncodellama:70b-instruct-q2_K 11.2 11.2 29.8 0.0 198.0 29.0 false\nllama2 17.1 17.1 26.5 25.0 131.0 0.0 false\ngemma:7b-instruct-q6_K 20.9 20.9 25.9 25.0 147.0 2.0 false\norca2:13b 20.1 20.1 23.1 0.0 166.0 11.0 false\nstablelm-zephyr 9.9 9.9 15.4 0.0 192.0 1.0 false\ndolphin-phi:2.7b-v2.6-q6_K 8.9 8.9 14.9 0.0 188.0 0.0 false\ncodellama:13b-python 12.5 12.5 12.8 0.0 155.0 0.0 false\nphi:2.7b-chat-v2-q6_K 13.0 13.0 8.9 0.0 222.0 0.0 false","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"","category":"page"},{"location":"examples/compare_paid_vs_local/","page":"Paid vs Local Models","title":"Paid vs Local Models","text":"This page was generated using Literate.jl.","category":"page"},{"location":"getting_started/#Getting-Started","page":"Getting Started","title":"Getting Started","text":"","category":"section"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"A few different options to get you started:","category":"page"},{"location":"getting_started/#Run-the-Benchmark","page":"Getting Started","title":"Run the Benchmark","text":"","category":"section"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"See examples/code_gen_benchmark.jl for an example of how to run the benchmark.","category":"page"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"You can start by launching the benchmark with the default settings:","category":"page"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"using JuliaLLMLeaderboard\n\n# set your device for reference\ndevice = \"Apple-MacBook-Pro-M1\" # \"Apple-MacBook-Pro-M1\" or \"NVIDIA-GTX-1080Ti\", broadly \"manufacturer-model\"\n\n# which models\nmodel_options = [\n \"gpt-3.5-turbo\",\n \"gpt-3.5-turbo-1106\",\n \"gpt-4-1106-preview\",\n \"mistral-tiny\",\n \"mistral-small\",\n \"mistral-medium\",\n]\n\n\n# which prompts\nprompt_options = [\n \"JuliaExpertCoTTask\",\n \"JuliaExpertAsk\",\n \"InJulia\",\n \"JuliaRecapTask\",\n \"JuliaRecapCoTTask\",\n]\n\n# Which test cases\nfn_definitions = find_definitions(\"code_generation/\")\n\n# What experiment are you running (for future reference)\nexperiment = \"my-first-benchmark\"\n\n# Run the benchmark -- set `auto_save = false` to disable saving results into files\nevals = run_benchmark(; fn_definitions, models = model_options,\n prompt_labels = prompt_options,\n experiment, auto_save = true, verbose = true, device,\n num_samples = 1, http_kwargs = (; readtimeout = 150));\n\n# You can then easily score each of these evaluation runs\nscores = score_evals.(evals)","category":"page"},{"location":"getting_started/#Create-Your-Analysis","page":"Getting Started","title":"Create Your Analysis","text":"","category":"section"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"To inspect individual model answers and their associated scores, see examples/inspect_results.jl or examples/debugging_results.jl.","category":"page"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"To compare different models, see examples/summarize_results_paid.jl","category":"page"},{"location":"getting_started/#Run-an-Experiment","page":"Getting Started","title":"Run an Experiment","text":"","category":"section"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"Want to run some experiments and save the results? Check out examples/experiment_hyperparameter_scan.jl for finding the optimal temperature and top_p !","category":"page"},{"location":"getting_started/#Contributing-Results","page":"Getting Started","title":"Contributing Results","text":"","category":"section"},{"location":"getting_started/","page":"Getting Started","title":"Getting Started","text":"Run Your Evaluation: Choose your model and prompt, and run the test.\nSave Results: Store both the conversation and the evaluation.\nOpen a PR: Include the part of the code snippet you changed in the PR comments. We generally require 1-2 independent verifications of your result or at least 3 samples for each combination (for validity).","category":"page"},{"location":"frequently_asked_questions/#Frequently-Asked-Questions","page":"F.A.Q.","title":"Frequently Asked Questions","text":"","category":"section"},{"location":"frequently_asked_questions/#What-are-the-so-whats?","page":"F.A.Q.","title":"What are the so-whats?","text":"","category":"section"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"There is limited guidance or comments in the docs, because it’s meant to be automatically generated (and, hence, can move around slightly). For the resulting insights, see the associated blog posts!","category":"page"},{"location":"frequently_asked_questions/#Want-to-add-a-new-model?","page":"F.A.Q.","title":"Want to add a new model?","text":"","category":"section"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"In the short term, we don't foresee adding more models, unless there is some transformative new option that runs on a consumer-grade hardware. ","category":"page"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"If you want to add the benchmark for some specific model, submit your evals in a PR. We'll review it and, if it's good, we'll merge it.","category":"page"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"The expectations for a successful PR are:","category":"page"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"the model is publicly available and the submission can be verified\nyou have executed at least 5 different samples for each of the 5 basic prompt templates (see examples/code_gen_benchmark.jl for the list of templates) and for each test cases\nie, 14 * 5 * 5 = 350 evaluations and conversations are to be submitted in the PR","category":"page"},{"location":"frequently_asked_questions/#What’s-Next?","page":"F.A.Q.","title":"What’s Next?","text":"","category":"section"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"We'd like to add more tests and, potentially, also types of tests (code questions).","category":"page"},{"location":"frequently_asked_questions/","page":"F.A.Q.","title":"F.A.Q.","text":"It would be good to grow the number of prompt templates tested, as those are more versatile.","category":"page"},{"location":"","page":"Home","title":"Home","text":"CurrentModule = JuliaLLMLeaderboard","category":"page"},{"location":"#JuliaLLMLeaderboard","page":"Home","title":"JuliaLLMLeaderboard","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Documentation for Julia LLM Leaderboard.","category":"page"},{"location":"#Introduction","page":"Home","title":"Introduction","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Welcome to the Julia Code Generation Benchmark Repository! ","category":"page"},{"location":"","page":"Home","title":"Home","text":"This project is designed for the Julia community to compare the code generation capabilities of various AI models. Unlike academic benchmarks, our focus is practicality and simplicity: \"Generate code, run it, and see if it works(-ish).\"","category":"page"},{"location":"","page":"Home","title":"Home","text":"This repository aims to understand how different AI models and prompting strategies perform in generating syntactically correct Julia code to guide users in choosing the best model for their needs.","category":"page"},{"location":"","page":"Home","title":"Home","text":"Itchy fingers? Open the Results section or just run your own benchmark with run_benchmark() (eg, examples/code_gen_benchmark.jl).","category":"page"},{"location":"#First-Steps","page":"Home","title":"First Steps","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"To get started with benchmarking, see the Getting Started section, or simply continue to results: ","category":"page"},{"location":"","page":"Home","title":"Home","text":"Results for Local LLM Models\nResults for Paid LLM APIs\nResults by Prompt Templates\nResults by Test Cases","category":"page"},{"location":"#Feedback-and-Improvements","page":"Home","title":"Feedback and Improvements","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"We highly value community input. If you have suggestions or ideas for improvement, please open an issue. All contributions are welcome!","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"CurrentModule = JuliaLLMLeaderboard","category":"page"},{"location":"test_definitions/#Develop-Your-Test-Case","page":"Test Definitions","title":"Develop Your Test Case","text":"","category":"section"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"All test cases are defined in definition.toml files with the structure described below.","category":"page"},{"location":"test_definitions/#Folder-Structure","page":"Test Definitions","title":"Folder Structure","text":"","category":"section"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"Definitions are saved in the following file paths code_generation/category/test_case_name/definition.toml.","category":"page"},{"location":"test_definitions/#Anatomy-of-definition.toml","page":"Test Definitions","title":"Anatomy of definition.toml","text":"","category":"section"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"Required fields in definition.toml include:","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"name: Corresponding to the file path.\ncontributor: The creator of the test case (and their collaborators).\ncriteria: The evaluation criteria (eg, parsing, execution, unit_tests, examples).\nprompt: The problem statement or task.\nversion: The version of the test case. Starts at \"1.0\".\nexamples: Example scenarios for testing, provided as a vector of executable statements using the function name (eg, my_function(1, 2)).\nunit_tests: Tests to validate the code, provided as a vector of @test X = Z statements.\nimports: Packages that are made available to the model (to avoid failures due to a failed dependency).\nreference_solution: A reference solution to the problem, provided as a string of Julia code (no code fences).","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"There are several optional fields:","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"examples_setup: Code to run before each example eval, provided as a string of Julia code (no code fences). Used to setup any variables or functions needed for the examples.\nexamples_teardown: Code to run after each example eval, provided as a string of Julia code (no code fences). Used to clean up any variables or functions needed for the examples.\nunittestssetup: Code to run before each unit test eval, provided as a string of Julia code (no code fences). Used to setup any variables or functions needed for the unit tests.\nunitteststeardown: Code to run after each unit test eval, provided as a string of Julia code (no code fences). Used to clean up any variables or functions needed for the unit tests.","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"The above fields can improve re-use of code across the examples/unit tests.","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"See an example in examples/create_definition.jl. ","category":"page"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"You can validate your test case definitions with validate_definition.","category":"page"},{"location":"test_definitions/#Feedback-and-Improvements","page":"Test Definitions","title":"Feedback and Improvements","text":"","category":"section"},{"location":"test_definitions/","page":"Test Definitions","title":"Test Definitions","text":"We highly value community input. If you have suggestions or ideas for improvement, please open an issue. All contributions are welcome!","category":"page"}] } diff --git a/dev/test_definitions/index.html b/dev/test_definitions/index.html index 546dfaa195..20a685bcf0 100644 --- a/dev/test_definitions/index.html +++ b/dev/test_definitions/index.html @@ -1,2 +1,2 @@ -Test Definitions · JuliaLLMLeaderboard.jl
GitHub

Develop Your Test Case

All test cases are defined in definition.toml files with the structure described below.

Folder Structure

Definitions are saved in the following file paths code_generation/category/test_case_name/definition.toml.

Anatomy of definition.toml

Required fields in definition.toml include:

  • name: Corresponding to the file path.
  • contributor: The creator of the test case (and their collaborators).
  • criteria: The evaluation criteria (eg, parsing, execution, unit_tests, examples).
  • prompt: The problem statement or task.
  • version: The version of the test case. Starts at "1.0".
  • examples: Example scenarios for testing, provided as a vector of executable statements using the function name (eg, my_function(1, 2)).
  • unit_tests: Tests to validate the code, provided as a vector of @test X = Z statements.
  • imports: Packages that are made available to the model (to avoid failures due to a failed dependency).
  • reference_solution: A reference solution to the problem, provided as a string of Julia code (no code fences).

There are several optional fields:

  • examples_setup: Code to run before each example eval, provided as a string of Julia code (no code fences). Used to setup any variables or functions needed for the examples.
  • examples_teardown: Code to run after each example eval, provided as a string of Julia code (no code fences). Used to clean up any variables or functions needed for the examples.
  • unittestssetup: Code to run before each unit test eval, provided as a string of Julia code (no code fences). Used to setup any variables or functions needed for the unit tests.
  • unitteststeardown: Code to run after each unit test eval, provided as a string of Julia code (no code fences). Used to clean up any variables or functions needed for the unit tests.

The above fields can improve re-use of code across the examples/unit tests.

See an example in examples/create_definition.jl.

You can validate your test case definitions with validate_definition.

Feedback and Improvements

We highly value community input. If you have suggestions or ideas for improvement, please open an issue. All contributions are welcome!

+Test Definitions · JuliaLLMLeaderboard.jl
GitHub

Develop Your Test Case

All test cases are defined in definition.toml files with the structure described below.

Folder Structure

Definitions are saved in the following file paths code_generation/category/test_case_name/definition.toml.

Anatomy of definition.toml

Required fields in definition.toml include:

  • name: Corresponding to the file path.
  • contributor: The creator of the test case (and their collaborators).
  • criteria: The evaluation criteria (eg, parsing, execution, unit_tests, examples).
  • prompt: The problem statement or task.
  • version: The version of the test case. Starts at "1.0".
  • examples: Example scenarios for testing, provided as a vector of executable statements using the function name (eg, my_function(1, 2)).
  • unit_tests: Tests to validate the code, provided as a vector of @test X = Z statements.
  • imports: Packages that are made available to the model (to avoid failures due to a failed dependency).
  • reference_solution: A reference solution to the problem, provided as a string of Julia code (no code fences).

There are several optional fields:

  • examples_setup: Code to run before each example eval, provided as a string of Julia code (no code fences). Used to setup any variables or functions needed for the examples.
  • examples_teardown: Code to run after each example eval, provided as a string of Julia code (no code fences). Used to clean up any variables or functions needed for the examples.
  • unittestssetup: Code to run before each unit test eval, provided as a string of Julia code (no code fences). Used to setup any variables or functions needed for the unit tests.
  • unitteststeardown: Code to run after each unit test eval, provided as a string of Julia code (no code fences). Used to clean up any variables or functions needed for the unit tests.

The above fields can improve re-use of code across the examples/unit tests.

See an example in examples/create_definition.jl.

You can validate your test case definitions with validate_definition.

Feedback and Improvements

We highly value community input. If you have suggestions or ideas for improvement, please open an issue. All contributions are welcome!