diff --git a/.buildinfo b/.buildinfo
index 3c26b837..d2a36872 100644
--- a/.buildinfo
+++ b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 5b25f2df92cddedc41025700c107d7a4
+config: 16f37f496281599e7b4d3181c507bc5d
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_sources/integrations/integration-prefect-workflows.ipynb.txt b/_sources/integrations/integration-prefect-workflows.ipynb.txt
index 3140a17d..4c7d029a 100644
--- a/_sources/integrations/integration-prefect-workflows.ipynb.txt
+++ b/_sources/integrations/integration-prefect-workflows.ipynb.txt
@@ -158,20 +158,21 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from prefect import Flow\n",
+    "from prefect import flow\n",
     "\n",
     "\n",
     "n_components = 2\n",
     "n_neighbors = 5\n",
     "is_standardized = True\n",
     "\n",
-    "with Flow(\"Wine Classification\") as flow:\n",
+    "@flow\n",
+    "def wine_flow():\n",
     "    wine_dataset = load_data()\n",
     "    \n",
     "    feature_names = get_feature_names(wine_dataset)\n",
     "    train_test_split = split_data(wine_dataset)\n",
     "    \n",
-    "    accuracy = fit_pred_model(\n",
+    "    return fit_pred_model(\n",
     "        train_test_split,\n",
     "        n_components,\n",
     "        n_neighbors,\n",
@@ -185,15 +186,7 @@
    "source": [
     "### Running a flow and viewing results\n",
     "\n",
-    "Now we'll register our **flow** with the local server. First, we'll have to\n",
-    "use the ``prefect`` CLI one more time to create a project.\n",
-    "\n",
-    "```bash\n",
-    "prefect create project 'Wine Classification'\n",
-    "```\n",
-    "\n",
-    "The URL printed from the call to ``flow.register`` opens the local Prefect UI.\n",
-    "We can use it to run and monitor our **flows**. "
+    "Now we'll run the flow."
    ]
   },
   {
@@ -202,114 +195,207 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Flow URL: http://localhost:8080/default/flow/aef9fb65-c49b-4c46-89be-e31c357a165e\n",
-      " └── ID: 531ffe8c-fb2b-4855-b5d8-f9bcef51ad2d\n",
-      " └── Project: Wine Classification\n",
-      " └── Labels: ['8c859084633f']\n"
-     ]
-    }
-   ],
-   "source": [
-    "flow_id = flow.register(project_name=\"Wine Classification\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We'll also put together a function to run our **flows** and wait for them to finish."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:44.598 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | prefect.engine - Created flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> for flow<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> 'wine-flow'</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:44.598 | \u001b[36mINFO\u001b[0m    | prefect.engine - Created flow run\u001b[35m 'rugged-pony'\u001b[0m for flow\u001b[1;35m 'wine-flow'\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Flow run scheduled. Waiting...\n",
-      "Flow run scheduled. Waiting...\n",
-      "All reference tasks succeeded. Waiting...\n",
-      "Flow run 024457a5-aac4-449a-a5a3-7b3986f90cba was successful!\n"
-     ]
-    }
-   ],
-   "source": [
-    "import time\n",
-    "from prefect import Client\n",
-    "\n",
-    "\n",
-    "prefect_client = Client()\n",
-    "\n",
-    "def run_flow(client, flow_id):\n",
-    "    flow_run_id = client.create_flow_run(flow_id=flow_id)\n",
-    "    \n",
-    "    is_finished = False\n",
-    "    while not is_finished:\n",
-    "        state = client.get_flow_run_info(flow_run_id).state\n",
-    "        print(f\"{state.message.strip('.')}. Waiting...\")\n",
-    "        \n",
-    "        time.sleep(3)\n",
-    "        \n",
-    "        is_finished = state.is_finished()\n",
-    "\n",
-    "    assert state.is_successful()\n",
-    "    print(f\"Flow run {flow_run_id} was successful!\")\n",
-    "    \n",
-    "    return flow_run_id\n",
-    "    \n",
-    "flow_run_id = run_flow(prefect_client, flow_id)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We assigned a few variables in our **flow**, most notably the result of ``fit_pred_model``, ``accuracy``.\n",
-    "This accuracy metric is how we'll determine whether or not the model we trained is a success. However,\n",
-    "retrieving state variables from **flows** is a bit cumbersome."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:44.646 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Created task run 'load_data-0' for task 'load_data'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:44.646 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Created task run 'load_data-0' for task 'load_data'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:44.647 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Executing 'load_data-0' immediately...\n",
+       "</pre>\n"
+      ],
       "text/plain": [
-       "0.9555555555555556"
+       "00:56:44.647 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Executing 'load_data-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.352 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'load_data-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.352 | \u001b[36mINFO\u001b[0m    | Task run 'load_data-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.372 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Created task run 'get_feature_names-0' for task 'get_feature_names'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.372 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Created task run 'get_feature_names-0' for task 'get_feature_names'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.373 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Executing 'get_feature_names-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.373 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Executing 'get_feature_names-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.423 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'get_feature_names-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.423 | \u001b[36mINFO\u001b[0m    | Task run 'get_feature_names-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.440 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Created task run 'split_data-0' for task 'split_data'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.440 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Created task run 'split_data-0' for task 'split_data'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.441 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Executing 'split_data-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.441 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Executing 'split_data-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.547 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'split_data-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.547 | \u001b[36mINFO\u001b[0m    | Task run 'split_data-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.566 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Created task run 'fit_pred_model-0' for task 'fit_pred_model'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.566 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Created task run 'fit_pred_model-0' for task 'fit_pred_model'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.567 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Executing 'fit_pred_model-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.567 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Executing 'fit_pred_model-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.693 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'fit_pred_model-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.693 | \u001b[36mINFO\u001b[0m    | Task run 'fit_pred_model-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.719 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.719 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Finished in state \u001b[32mCompleted\u001b[0m()\n"
       ]
      },
-     "execution_count": 9,
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0.9333333333333333"
+      ]
+     },
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "info = prefect_client.get_flow_run_info(flow_run_id)\n",
-    "\n",
-    "slugs = [t.task_slug for t in info.task_runs]\n",
-    "index = slugs.index(accuracy.slug)\n",
-    "\n",
-    "result = info.task_runs[index].state._result.read(\n",
-    "    info.task_runs[index].state._result.location,\n",
-    ")\n",
-    "result.value"
+    "accuracy = wine_flow()\n",
+    "accuracy"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What's going on here isn't exactly intuitive, and all that only extracted one\n",
-    "piece of data from one task.\n",
-    " \n",
     "### Adding Rubicon to your flow\n",
     "\n",
     "We can leverage the Prefect tasks within the ``rubicon_ml`` library to log all the\n",
@@ -323,7 +409,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -332,17 +418,15 @@
     "from prefect import unmapped\n",
     "\n",
     "\n",
-    "root_dir = os.environ.get(\"RUBICON_ROOT\", \"rubicon-root\")\n",
-    "root_path = f\"{os.path.dirname(os.getcwd())}/{root_dir}\"\n",
-    "\n",
     "n_components = 2\n",
     "n_neighbors = 5\n",
     "is_standardized = True\n",
     "\n",
-    "with Flow(\"Wine Classification with Rubicon\") as flow:    \n",
+    "@flow\n",
+    "def rubicon_wine_flow():    \n",
     "    project = get_or_create_project_task(\n",
-    "        \"filesystem\",\n",
-    "        root_path,\n",
+    "        \"memory\",\n",
+    "        \".\",\n",
     "        \"Wine Classification with Prefect\",\n",
     "    )\n",
     "    experiment = create_experiment_task(\n",
@@ -366,7 +450,9 @@
     "        is_standardized,\n",
     "    )\n",
     "    \n",
-    "    log_metric_task(experiment, \"accuracy\", accuracy)"
+    "    log_metric_task(experiment, \"accuracy\", accuracy)\n",
+    "\n",
+    "    return accuracy"
    ]
   },
   {
@@ -378,285 +464,989 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Flow URL: http://localhost:8080/default/flow/9b91bafc-7e8b-4361-b1d0-bc57dac4cebc\n",
-      " └── ID: 081b9522-5db8-4ce6-ae64-ea8afd5b323e\n",
-      " └── Project: Wine Classification\n",
-      " └── Labels: ['8c859084633f']\n",
-      "Flow run scheduled. Waiting...\n",
-      "Submitted for execution. Waiting...\n",
-      "Running flow. Waiting...\n",
-      "All reference tasks succeeded. Waiting...\n",
-      "Flow run 29cef175-c115-4da2-a9f7-40f79bdb6104 was successful!\n"
-     ]
-    }
-   ],
-   "source": [
-    "flow_with_rubicon_id = flow.register(project_name=\"Wine Classification\")\n",
-    "flow_run_with_rubicon_id = run_flow(prefect_client, flow_with_rubicon_id)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This time we can use ``rubicon_ml`` to inspect our accuracy, among other things!"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.890 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | prefect.engine - Created flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> for flow<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> 'rubicon-wine-flow'</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.890 | \u001b[36mINFO\u001b[0m    | prefect.engine - Created flow run\u001b[35m 'laughing-newt'\u001b[0m for flow\u001b[1;35m 'rubicon-wine-flow'\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "experiment 6b1c3846-5aab-4bda-8c16-15b279d8616c\n",
-      "features: ['alcalinity_of_ash', 'alcohol', 'ash', 'color_intensity', 'flavanoids', 'hue', 'magnesium', 'malic_acid', 'nonflavanoid_phenols', 'od280/od315_of_diluted_wines', 'proanthocyanins', 'proline', 'total_phenols']\n",
-      "parameters: [('is_standardized', True), ('n_components', 2), ('n_neighbors', 5)]\n",
-      "metrics: [('accuracy', 1.0)]\n"
-     ]
-    }
-   ],
-   "source": [
-    "from rubicon_ml import Rubicon\n",
-    "\n",
-    "\n",
-    "rubicon = Rubicon(persistence=\"filesystem\", root_dir=root_path)\n",
-    "project = rubicon.get_project(\"Wine Classification with Prefect\")\n",
-    "    \n",
-    "experiment = project.experiments()[0]\n",
-    "\n",
-    "features = [f.name for f in experiment.features()]\n",
-    "parameters = [(p.name, p.value) for p in experiment.parameters()]\n",
-    "metrics = [(m.name, m.value) for m in experiment.metrics()]\n",
-    "\n",
-    "print(\n",
-    "    f\"experiment {experiment.id}\\n\"\n",
-    "    f\"features: {features}\\nparameters: {parameters}\\n\"\n",
-    "    f\"metrics: {metrics}\"\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Extracting data from ``rubicon_ml`` is much simpler than pulling it from the various\n",
-    "**tasks** as they succeed. Especially in the case where we're running thousands\n",
-    "of **tasks** in a **flow**.\n",
-    "\n",
-    "### Concurrent Logging with Dask\n",
-    "\n",
-    "Prefect plays nicely with Dask in order to provide parallel computing when possible.\n",
-    "The Prefect scheduler is smart enough to know which **tasks** do and do not depend\n",
-    "on each other, so it can intelligently decide when to run independent **tasks** at\n",
-    "the same time.\n",
-    "\n",
-    "Let's run the same **flow** as above, except this time we'll log eight different\n",
-    "experiments with eight different feature sets and accuracy results. First, we'll\n",
-    "need to use Dask to start a local cluster."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import dask.distributed\n",
-    "from prefect.executors import DaskExecutor\n",
-    "\n",
-    "\n",
-    "dask_client = dask.distributed.Client()\n",
-    "dask_executor = DaskExecutor(address=dask_client.cluster.scheduler.address)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Before we look at the new **flow**, let's see how easy it is to make our own \n",
-    "``rubicon_ml`` Prefect **tasks**. Currently, the ``log_feature_task`` logs one \n",
-    "feature to one experiment. Let's say in this example, we want to log our entire\n",
-    "feature set in one **task**. That's slightly different than what we currently\n",
-    "have in the ``log_feature_task``, so let's see how we can make a new one using\n",
-    "the ``rubicon_ml`` logging library."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "@task\n",
-    "def log_feature_set(experiment, feature_names):\n",
-    "    \"\"\"log a set of features to a rubicon experiment\n",
-    "    \n",
-    "    Parameters\n",
-    "    ----------\n",
-    "    experiment : rubicon.Experiment\n",
-    "        the experiment to log the feature set to\n",
-    "    feature_names : list of str\n",
-    "        the names of the features to log to `experiment`\n",
-    "    \"\"\"\n",
-    "    features = []\n",
-    "    \n",
-    "    for name in feature_names:\n",
-    "        features.append(experiment.log_feature(name=name))\n",
-    "        \n",
-    "    return features"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Easy! Even though its so simple, this particular **task** is actually more in-depth\n",
-    "than the ones you'll find in the library. The Prefect **tasks** in the library are\n",
-    "simply wrappers around existing logging library functions, like ``experiment.log_feature``.\n",
-    "\n",
-    "Now we can make our new **flow** to log multiple experiments in parallel."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "n_components =    [2,    2,     2,    2,     4,    4,     4,    4    ]\n",
-    "n_neighbors =     [5,    5,     10,   10,    5,    5,     10,   10   ]\n",
-    "is_standardized = [True, False, True, False, True, False, True, False]\n",
-    "\n",
-    "experiment_names = [f\"mapped run {i}\" for i in range(len(n_components))]\n",
-    "\n",
-    "with Flow(\n",
-    "    \"Wine Classification with Rubicon - Mapped\",\n",
-    "    executor=dask_executor,\n",
-    ") as mapped_flow:\n",
-    "    project = get_or_create_project_task(\n",
-    "        \"filesystem\",\n",
-    "        root_path,\n",
-    "        \"Wine Classification with Prefect - Mapped\",\n",
-    "    )\n",
-    "    experiments = create_experiment_task.map(\n",
-    "        unmapped(project),\n",
-    "        name=experiment_names,\n",
-    "        description=unmapped(\"concurrent example with Prefect\"),\n",
-    "    )\n",
-    "    \n",
-    "    wine_dataset = load_data()\n",
-    "    \n",
-    "    feature_names = get_feature_names(wine_dataset)\n",
-    "    train_test_split = split_data(wine_dataset)\n",
-    "    \n",
-    "    log_feature_set.map(experiments, unmapped(feature_names))\n",
-    "    log_parameter_task.map(experiments, unmapped(\"n_components\"), n_components)\n",
-    "    log_parameter_task.map(experiments, unmapped(\"n_neighbors\"), n_neighbors)\n",
-    "    log_parameter_task.map(experiments, unmapped(\"is_standardized\"), is_standardized)\n",
-    "    \n",
-    "    accuracies = fit_pred_model.map(\n",
-    "        unmapped(train_test_split),\n",
-    "        n_components,\n",
-    "        n_neighbors,\n",
-    "        is_standardized,\n",
-    "    )\n",
-    " \n",
-    "    log_metric_task.map(experiments, unmapped(\"accuracy\"), accuracies)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's register and run one last **flow**. If you check out the timeline for your completed\n",
-    "**flows** on the UI linked by `mapped_flow.register`, you'll notice tasks executing at the same\n",
-    "time now."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.942 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'get_or_create_project_task-0' for task 'get_or_create_project_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.942 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'get_or_create_project_task-0' for task 'get_or_create_project_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.943 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'get_or_create_project_task-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.943 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'get_or_create_project_task-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.995 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'get_or_create_project_task-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.995 | \u001b[36mINFO\u001b[0m    | Task run 'get_or_create_project_task-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.011 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'create_experiment_task-0' for task 'create_experiment_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.011 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'create_experiment_task-0' for task 'create_experiment_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.012 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'create_experiment_task-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.012 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'create_experiment_task-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.052 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'create_experiment_task-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.052 | \u001b[36mINFO\u001b[0m    | Task run 'create_experiment_task-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.068 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'load_data-0' for task 'load_data'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.068 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'load_data-0' for task 'load_data'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.069 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'load_data-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.069 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'load_data-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.112 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'load_data-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.112 | \u001b[36mINFO\u001b[0m    | Task run 'load_data-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.129 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'get_feature_names-0' for task 'get_feature_names'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.129 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'get_feature_names-0' for task 'get_feature_names'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.129 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'get_feature_names-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.129 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'get_feature_names-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.168 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'get_feature_names-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.168 | \u001b[36mINFO\u001b[0m    | Task run 'get_feature_names-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.184 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'split_data-0' for task 'split_data'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.184 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'split_data-0' for task 'split_data'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.185 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'split_data-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.185 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'split_data-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.232 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'split_data-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.232 | \u001b[36mINFO\u001b[0m    | Task run 'split_data-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.311 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-12' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.311 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-12' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.312 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-12' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.312 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-12' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.322 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-7' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.322 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-7' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.323 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-7' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.323 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-7' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.334 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-8' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.334 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-8' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.335 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-8' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.335 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-8' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.356 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-6' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.356 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-6' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.357 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-6' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.357 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-6' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.399 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-3' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.399 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-3' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.400 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-3' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.400 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-3' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.417 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-12' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.425 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-8' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.444 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-10' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.444 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-10' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.445 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-10' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.445 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-10' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.459 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-4' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.459 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-4' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.461 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-4' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.461 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-4' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.499 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-6' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.499 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-6' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.508 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-0' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.508 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-0' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.509 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-0' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.509 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-0' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.524 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-7' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.524 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-7' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.543 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-10' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.543 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-10' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.556 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-11' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.556 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-11' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.557 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-11' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.557 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-11' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.567 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_parameter_task-0' for task 'log_parameter_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.567 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_parameter_task-0' for task 'log_parameter_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Flow URL: http://localhost:8080/default/flow/1ff30ad8-530c-4502-a9ad-cfed39b145fd\n",
-      " └── ID: 5f925f68-877c-4922-952c-927da5cf5a34\n",
-      " └── Project: Wine Classification\n",
-      " └── Labels: ['8c859084633f']\n",
-      "Flow run scheduled. Waiting...\n",
-      "Flow run scheduled. Waiting...\n",
-      "Running flow. Waiting...\n",
-      "Running flow. Waiting...\n",
-      "Running flow. Waiting...\n",
-      "All reference tasks succeeded. Waiting...\n",
-      "Flow run 418550e0-01eb-4d48-b78b-fbe101da0622 was successful!\n"
-     ]
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.568 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'log_parameter_task-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.568 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'log_parameter_task-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.612 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-11' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.612 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-11' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.620 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-3' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.620 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-3' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.627 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_parameter_task-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.627 | \u001b[36mINFO\u001b[0m    | Task run 'log_parameter_task-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.640 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_parameter_task-1' for task 'log_parameter_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.640 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_parameter_task-1' for task 'log_parameter_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.641 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'log_parameter_task-1' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.641 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'log_parameter_task-1' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.651 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.651 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.668 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-1' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.668 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-1' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.669 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-1' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.669 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-1' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.696 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_parameter_task-1' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.696 | \u001b[36mINFO\u001b[0m    | Task run 'log_parameter_task-1' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.713 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_parameter_task-2' for task 'log_parameter_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.713 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_parameter_task-2' for task 'log_parameter_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.714 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'log_parameter_task-2' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.714 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'log_parameter_task-2' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.724 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-1' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.724 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-1' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.749 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_parameter_task-2' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.749 | \u001b[36mINFO\u001b[0m    | Task run 'log_parameter_task-2' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.761 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'fit_pred_model-0' for task 'fit_pred_model'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.761 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'fit_pred_model-0' for task 'fit_pred_model'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.761 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'fit_pred_model-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.761 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'fit_pred_model-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.771 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-2' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.771 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-2' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.772 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-2' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.772 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-2' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.817 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'fit_pred_model-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.817 | \u001b[36mINFO\u001b[0m    | Task run 'fit_pred_model-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.839 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_metric_task-0' for task 'log_metric_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.839 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_metric_task-0' for task 'log_metric_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.840 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'log_metric_task-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.840 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'log_metric_task-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.854 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-2' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.854 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-2' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.871 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-4' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.871 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-4' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.885 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_metric_task-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.885 | \u001b[36mINFO\u001b[0m    | Task run 'log_metric_task-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.971 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-5' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.971 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-5' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.972 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-5' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.972 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-5' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:47.004 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-5' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:47.004 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-5' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:47.083 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-9' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:47.083 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-9' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:47.084 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-9' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:47.084 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-9' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:47.132 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-9' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:47.132 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-9' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:47.152 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:47.152 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "flow_with_concurrent_rubicon_id = mapped_flow.register(\n",
-    "    project_name=\"Wine Classification\",\n",
-    ")\n",
-    "flow_run_with_concurrent_rubicon_id = run_flow(\n",
-    "    prefect_client,\n",
-    "    flow_with_concurrent_rubicon_id,\n",
-    ")"
+    "accuracy = rubicon_wine_flow()\n",
+    "accuracy"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Retrieving all the results of a mapped **task** is even more cumbersome than\n",
-    "retrieving just the accuracy above. We'll simply use the ``rubicon_ml`` Dashboard to\n",
-    "check out all the data we just logged!"
+    "This time we can use ``rubicon_ml`` to inspect our accuracy, among other things!"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      " * Running on http://127.0.0.1:8050/ (Press CTRL+C to quit)\n",
-      "127.0.0.1 - - [16/Apr/2021 15:29:39] \"\u001b[37mGET /_alive_71180c28-37bc-4127-a50b-e754fe3e6812 HTTP/1.1\u001b[0m\" 200 -\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Dash app running on http://127.0.0.1:8050/\n"
+      "experiment 35173154-a912-4ed0-9920-188d62e6f3d2\n",
+      "features: ['proline', 'proanthocyanins', 'flavanoids', 'alcalinity_of_ash', 'nonflavanoid_phenols', 'hue', 'alcohol', 'od280/od315_of_diluted_wines', 'malic_acid', 'ash', 'magnesium', 'total_phenols', 'color_intensity']\n",
+      "parameters: [('n_components', 2), ('n_neighbors', 5), ('is_standardized', True)]\n",
+      "metrics: [('accuracy', 1.0)]\n"
      ]
     }
    ],
    "source": [
-    "from rubicon_ml.viz import Dashboard\n",
+    "from rubicon_ml import Rubicon\n",
     "\n",
     "\n",
-    "project = get_project(\n",
-    "    \"filesystem\",\n",
-    "    root_path,\n",
-    "    \"Wine Classification with Prefect - Mapped\",\n",
-    ")\n",
+    "rubicon = Rubicon(persistence=\"memory\", root_dir=\".\")\n",
+    "project = rubicon.get_project(\"Wine Classification with Prefect\")\n",
+    "    \n",
+    "experiment = project.experiments()[0]\n",
+    "\n",
+    "features = [f.name for f in experiment.features()]\n",
+    "parameters = [(p.name, p.value) for p in experiment.parameters()]\n",
+    "metrics = [(m.name, m.value) for m in experiment.metrics()]\n",
     "\n",
-    "Dashboard(project.experiments()).show()"
+    "print(\n",
+    "    f\"experiment {experiment.id}\\n\"\n",
+    "    f\"features: {features}\\nparameters: {parameters}\\n\"\n",
+    "    f\"metrics: {metrics}\"\n",
+    ")"
    ]
   }
  ],
@@ -676,7 +1466,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.4"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/api_reference.html b/api_reference.html
index af772c6b..1254d145 100644
--- a/api_reference.html
+++ b/api_reference.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Representing model metadata with a schema" href="schema-representation.html" /><link rel="prev" title="FAQs" href="faqs.html" />
 
     <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>API Reference - rubicon-ml v0.7.4</title>
+        <title>API Reference - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
@@ -181,7 +181,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -209,7 +209,7 @@
     <img class="sidebar-logo only-dark" src="_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -386,7 +386,7 @@ <h2>Rubicon<a class="headerlink" href="#rubicon" title="Link to this heading">¶
 
 <dl class="py method">
 <dt class="sig sig-object py" id="rubicon_ml.Rubicon.get_or_create_project">
-<span class="sig-name descname"><span class="pre">get_or_create_project</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rubicon_ml.Rubicon.get_or_create_project" title="Link to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">get_or_create_project</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#rubicon_ml.Project" title="rubicon_ml.client.project.Project"><span class="pre">Project</span></a></span></span><a class="headerlink" href="#rubicon_ml.Rubicon.get_or_create_project" title="Link to this definition">¶</a></dt>
 <dd><p>Get or create a project.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3693,7 +3693,7 @@ <h2>sklearn<a class="headerlink" href="#sklearn" title="Link to this heading">¶
 client.</p>
 <span class="target" id="module-rubicon_ml.workflow.prefect"></span><dl class="py function">
 <dt class="sig sig-object py" id="rubicon_ml.workflow.prefect.create_experiment_task">
-<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">create_experiment_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mapped</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task_args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upstream_tasks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flow</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Flow</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Task</span></span></span><a class="headerlink" href="#rubicon_ml.workflow.prefect.create_experiment_task" title="Link to this definition">¶</a></dt>
+<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">create_experiment_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rubicon_ml.workflow.prefect.create_experiment_task" title="Link to this definition">¶</a></dt>
 <dd><p>Create an experiment within a <cite>prefect</cite> flow.</p>
 <p>This <cite>prefect</cite> task can be used within a flow to
 create a new experiment under an existing project.</p>
@@ -3718,7 +3718,7 @@ <h2>sklearn<a class="headerlink" href="#sklearn" title="Link to this heading">¶
 
 <dl class="py function">
 <dt class="sig sig-object py" id="rubicon_ml.workflow.prefect.get_or_create_project_task">
-<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">get_or_create_project_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">persistence</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">root_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">auto_git_enabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">storage_options</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mapped</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task_args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upstream_tasks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flow</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Flow</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Task</span></span></span><a class="headerlink" href="#rubicon_ml.workflow.prefect.get_or_create_project_task" title="Link to this definition">¶</a></dt>
+<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">get_or_create_project_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">persistence</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">root_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">auto_git_enabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">storage_options</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rubicon_ml.workflow.prefect.get_or_create_project_task" title="Link to this definition">¶</a></dt>
 <dd><p>Get or create a project within a <cite>prefect</cite> flow.</p>
 <p>This <cite>prefect</cite> task can be used within a flow to
 create a new project or get an existing one. It should
@@ -3759,7 +3759,7 @@ <h2>sklearn<a class="headerlink" href="#sklearn" title="Link to this heading">¶
 
 <dl class="py function">
 <dt class="sig sig-object py" id="rubicon_ml.workflow.prefect.log_artifact_task">
-<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">log_artifact_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parent</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mapped</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task_args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upstream_tasks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flow</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Flow</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Task</span></span></span><a class="headerlink" href="#rubicon_ml.workflow.prefect.log_artifact_task" title="Link to this definition">¶</a></dt>
+<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">log_artifact_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parent</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rubicon_ml.workflow.prefect.log_artifact_task" title="Link to this definition">¶</a></dt>
 <dd><p>Log an artifact within a <cite>prefect</cite> flow.</p>
 <p>This <cite>prefect</cite> task can be used within a flow to
 log an artifact to an existing project or experiment.</p>
@@ -3784,7 +3784,7 @@ <h2>sklearn<a class="headerlink" href="#sklearn" title="Link to this heading">¶
 
 <dl class="py function">
 <dt class="sig sig-object py" id="rubicon_ml.workflow.prefect.log_dataframe_task">
-<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">log_dataframe_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parent</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mapped</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task_args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upstream_tasks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flow</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Flow</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Task</span></span></span><a class="headerlink" href="#rubicon_ml.workflow.prefect.log_dataframe_task" title="Link to this definition">¶</a></dt>
+<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">log_dataframe_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parent</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rubicon_ml.workflow.prefect.log_dataframe_task" title="Link to this definition">¶</a></dt>
 <dd><p>Log a dataframe within a <cite>prefect</cite> flow.</p>
 <p>This <cite>prefect</cite> task can be used within a flow to
 log a dataframe to an existing project or experiment.</p>
@@ -3811,7 +3811,7 @@ <h2>sklearn<a class="headerlink" href="#sklearn" title="Link to this heading">¶
 
 <dl class="py function">
 <dt class="sig sig-object py" id="rubicon_ml.workflow.prefect.log_feature_task">
-<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">log_feature_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">experiment</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mapped</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task_args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upstream_tasks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flow</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Flow</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Task</span></span></span><a class="headerlink" href="#rubicon_ml.workflow.prefect.log_feature_task" title="Link to this definition">¶</a></dt>
+<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">log_feature_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">experiment</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rubicon_ml.workflow.prefect.log_feature_task" title="Link to this definition">¶</a></dt>
 <dd><p>Log a feature within a <cite>prefect</cite> flow.</p>
 <p>This <cite>prefect</cite> task can be used within a flow to
 log a feature to an existing experiment.</p>
@@ -3839,7 +3839,7 @@ <h2>sklearn<a class="headerlink" href="#sklearn" title="Link to this heading">¶
 
 <dl class="py function">
 <dt class="sig sig-object py" id="rubicon_ml.workflow.prefect.log_metric_task">
-<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">log_metric_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">experiment</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metric_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metric_value</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mapped</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task_args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upstream_tasks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flow</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Flow</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Task</span></span></span><a class="headerlink" href="#rubicon_ml.workflow.prefect.log_metric_task" title="Link to this definition">¶</a></dt>
+<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">log_metric_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">experiment</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metric_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metric_value</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rubicon_ml.workflow.prefect.log_metric_task" title="Link to this definition">¶</a></dt>
 <dd><p>Log a metric within a <cite>prefect</cite> flow.</p>
 <p>This <cite>prefect</cite> task can be used within a flow to
 log a metric to an existing experiment.</p>
@@ -3870,7 +3870,7 @@ <h2>sklearn<a class="headerlink" href="#sklearn" title="Link to this heading">¶
 
 <dl class="py function">
 <dt class="sig sig-object py" id="rubicon_ml.workflow.prefect.log_parameter_task">
-<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">log_parameter_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">experiment</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameter_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameter_value</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mapped</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task_args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upstream_tasks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flow</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Flow</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Task</span></span></span><a class="headerlink" href="#rubicon_ml.workflow.prefect.log_parameter_task" title="Link to this definition">¶</a></dt>
+<span class="sig-prename descclassname"><span class="pre">rubicon_ml.workflow.prefect.</span></span><span class="sig-name descname"><span class="pre">log_parameter_task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">experiment</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameter_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameter_value</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rubicon_ml.workflow.prefect.log_parameter_task" title="Link to this definition">¶</a></dt>
 <dd><p>Log a parameter within a <cite>prefect</cite> flow.</p>
 <p>This <cite>prefect</cite> task can be used within a flow to
 log a parameter to an existing experiment.</p>
diff --git a/contribute-schema.html b/contribute-schema.html
index cb136bd2..799c521c 100644
--- a/contribute-schema.html
+++ b/contribute-schema.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="prev" title="Contributing" href="contributing.html" />
 
     <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Contribute a schema - rubicon-ml v0.7.4</title>
+        <title>Contribute a schema - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
@@ -181,7 +181,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -209,7 +209,7 @@
     <img class="sidebar-logo only-dark" src="_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/contributing.html b/contributing.html
index caf326e3..51baeb57 100644
--- a/contributing.html
+++ b/contributing.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Contribute a schema" href="contribute-schema.html" /><link rel="prev" title="Representing model metadata with a schema" href="schema-representation.html" />
 
     <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Contributing - rubicon-ml v0.7.4</title>
+        <title>Contributing - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
@@ -181,7 +181,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -209,7 +209,7 @@
     <img class="sidebar-logo only-dark" src="_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/faqs.html b/faqs.html
index 2506948f..fae0b785 100644
--- a/faqs.html
+++ b/faqs.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="API Reference" href="api_reference.html" /><link rel="prev" title="Glossary" href="glossary.html" />
 
     <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>FAQs - rubicon-ml v0.7.4</title>
+        <title>FAQs - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
@@ -181,7 +181,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -209,7 +209,7 @@
     <img class="sidebar-logo only-dark" src="_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/genindex.html b/genindex.html
index aa0622de..adc21d70 100644
--- a/genindex.html
+++ b/genindex.html
@@ -4,7 +4,7 @@
     <meta name="viewport" content="width=device-width,initial-scale=1"/>
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="#" /><link rel="search" title="Search" href="search.html" />
 
-    <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 --><title>Index - rubicon-ml v0.7.4</title>
+    <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 --><title>Index - rubicon-ml v0.8.0</title>
 <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
@@ -179,7 +179,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -207,7 +207,7 @@
     <img class="sidebar-logo only-dark" src="_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/glossary.html b/glossary.html
index 8ef78fc6..038c8721 100644
--- a/glossary.html
+++ b/glossary.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="FAQs" href="faqs.html" /><link rel="prev" title="Visualize Logged Dataframes" href="logging-examples/visualizing-logged-dataframes.html" />
 
     <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Glossary - rubicon-ml v0.7.4</title>
+        <title>Glossary - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
@@ -181,7 +181,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -209,7 +209,7 @@
     <img class="sidebar-logo only-dark" src="_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/index.html b/index.html
index e95c4fd3..8702ccd6 100644
--- a/index.html
+++ b/index.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Logging Experiments" href="quick-look/logging-experiments.html" />
 
     <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>rubicon-ml v0.7.4</title>
+        <title>rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
@@ -181,7 +181,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="#"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="#"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -209,7 +209,7 @@
     <img class="sidebar-logo only-dark" src="_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/integrations/integration-git.html b/integrations/integration-git.html
index c006b347..9718d003 100644
--- a/integrations/integration-git.html
+++ b/integrations/integration-git.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Integrate with Prefect" href="integration-prefect-workflows.html" /><link rel="prev" title="Distinguish Failed Experiments" href="../logging-examples/logging-experiment-failures.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Integrate with Git - rubicon-ml v0.7.4</title>
+        <title>Integrate with Git - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/integrations/integration-prefect-workflows.html b/integrations/integration-prefect-workflows.html
index 3224990c..326c3814 100644
--- a/integrations/integration-prefect-workflows.html
+++ b/integrations/integration-prefect-workflows.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Integrate with Scikit-learn" href="integration-sklearn.html" /><link rel="prev" title="Integrate with Git" href="integration-git.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Integrate with Prefect - rubicon-ml v0.7.4</title>
+        <title>Integrate with Prefect - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -436,20 +436,21 @@ <h2>Setting up a simple flow<a class="headerlink" href="#Setting-up-a-simple-flo
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
 </pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">prefect</span> <span class="kn">import</span> <span class="n">Flow</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">prefect</span> <span class="kn">import</span> <span class="n">flow</span>
 
 
 <span class="n">n_components</span> <span class="o">=</span> <span class="mi">2</span>
 <span class="n">n_neighbors</span> <span class="o">=</span> <span class="mi">5</span>
 <span class="n">is_standardized</span> <span class="o">=</span> <span class="kc">True</span>
 
-<span class="k">with</span> <span class="n">Flow</span><span class="p">(</span><span class="s2">&quot;Wine Classification&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">flow</span><span class="p">:</span>
+<span class="nd">@flow</span>
+<span class="k">def</span> <span class="nf">wine_flow</span><span class="p">():</span>
     <span class="n">wine_dataset</span> <span class="o">=</span> <span class="n">load_data</span><span class="p">()</span>
 
     <span class="n">feature_names</span> <span class="o">=</span> <span class="n">get_feature_names</span><span class="p">(</span><span class="n">wine_dataset</span><span class="p">)</span>
     <span class="n">train_test_split</span> <span class="o">=</span> <span class="n">split_data</span><span class="p">(</span><span class="n">wine_dataset</span><span class="p">)</span>
 
-    <span class="n">accuracy</span> <span class="o">=</span> <span class="n">fit_pred_model</span><span class="p">(</span>
+    <span class="k">return</span> <span class="n">fit_pred_model</span><span class="p">(</span>
         <span class="n">train_test_split</span><span class="p">,</span>
         <span class="n">n_components</span><span class="p">,</span>
         <span class="n">n_neighbors</span><span class="p">,</span>
@@ -461,107 +462,130 @@ <h2>Setting up a simple flow<a class="headerlink" href="#Setting-up-a-simple-flo
 </section>
 <section id="Running-a-flow-and-viewing-results">
 <h2>Running a flow and viewing results<a class="headerlink" href="#Running-a-flow-and-viewing-results" title="Link to this heading">¶</a></h2>
-<p>Now we’ll register our <strong>flow</strong> with the local server. First, we’ll have to use the <code class="docutils literal notranslate"><span class="pre">prefect</span></code> CLI one more time to create a project.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>prefect<span class="w"> </span>create<span class="w"> </span>project<span class="w"> </span><span class="s1">&#39;Wine Classification&#39;</span>
-</pre></div>
-</div>
-<p>The URL printed from the call to <code class="docutils literal notranslate"><span class="pre">flow.register</span></code> opens the local Prefect UI. We can use it to run and monitor our <strong>flows</strong>.</p>
+<p>Now we’ll run the flow.</p>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
 </pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">flow_id</span> <span class="o">=</span> <span class="n">flow</span><span class="o">.</span><span class="n">register</span><span class="p">(</span><span class="n">project_name</span><span class="o">=</span><span class="s2">&quot;Wine Classification&quot;</span><span class="p">)</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">accuracy</span> <span class="o">=</span> <span class="n">wine_flow</span><span class="p">()</span>
+<span class="n">accuracy</span>
 </pre></div>
 </div>
 </div>
-<div class="nboutput nblast docutils container">
+<div class="nboutput docutils container">
 <div class="prompt empty docutils container">
 </div>
-<div class="output_area docutils container">
-<div class="highlight"><pre>
-Flow URL: http://localhost:8080/default/flow/aef9fb65-c49b-4c46-89be-e31c357a165e
- └── ID: 531ffe8c-fb2b-4855-b5d8-f9bcef51ad2d
- └── Project: Wine Classification
- └── Labels: [&#39;8c859084633f&#39;]
-</pre></div></div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:44.598 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | prefect.engine - Created flow run<span style="color: #800080; text-decoration-color: #800080"> 'rugged-pony'</span> for flow<span style="color: #800080; text-decoration-color: #800080; font-weight: bold"> 'wine-flow'</span>
+</pre></div>
 </div>
-<p>We’ll also put together a function to run our <strong>flows</strong> and wait for them to finish.</p>
-<div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:44.646 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'rugged-pony'</span> - Created task run 'load_data-0' for task 'load_data'
 </pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">time</span>
-<span class="kn">from</span> <span class="nn">prefect</span> <span class="kn">import</span> <span class="n">Client</span>
-
-
-<span class="n">prefect_client</span> <span class="o">=</span> <span class="n">Client</span><span class="p">()</span>
-
-<span class="k">def</span> <span class="nf">run_flow</span><span class="p">(</span><span class="n">client</span><span class="p">,</span> <span class="n">flow_id</span><span class="p">):</span>
-    <span class="n">flow_run_id</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">create_flow_run</span><span class="p">(</span><span class="n">flow_id</span><span class="o">=</span><span class="n">flow_id</span><span class="p">)</span>
-
-    <span class="n">is_finished</span> <span class="o">=</span> <span class="kc">False</span>
-    <span class="k">while</span> <span class="ow">not</span> <span class="n">is_finished</span><span class="p">:</span>
-        <span class="n">state</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">get_flow_run_info</span><span class="p">(</span><span class="n">flow_run_id</span><span class="p">)</span><span class="o">.</span><span class="n">state</span>
-        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">state</span><span class="o">.</span><span class="n">message</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)</span><span class="si">}</span><span class="s2">. Waiting...&quot;</span><span class="p">)</span>
-
-        <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
-
-        <span class="n">is_finished</span> <span class="o">=</span> <span class="n">state</span><span class="o">.</span><span class="n">is_finished</span><span class="p">()</span>
-
-    <span class="k">assert</span> <span class="n">state</span><span class="o">.</span><span class="n">is_successful</span><span class="p">()</span>
-    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Flow run </span><span class="si">{</span><span class="n">flow_run_id</span><span class="si">}</span><span class="s2"> was successful!&quot;</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">flow_run_id</span>
-
-<span class="n">flow_run_id</span> <span class="o">=</span> <span class="n">run_flow</span><span class="p">(</span><span class="n">prefect_client</span><span class="p">,</span> <span class="n">flow_id</span><span class="p">)</span>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:44.647 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'rugged-pony'</span> - Executing 'load_data-0' immediately...
 </pre></div>
 </div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
 </div>
-<div class="nboutput nblast docutils container">
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.352 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'load_data-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
 <div class="prompt empty docutils container">
 </div>
-<div class="output_area docutils container">
-<div class="highlight"><pre>
-Flow run scheduled. Waiting...
-Flow run scheduled. Waiting...
-All reference tasks succeeded. Waiting...
-Flow run 024457a5-aac4-449a-a5a3-7b3986f90cba was successful!
-</pre></div></div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.372 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'rugged-pony'</span> - Created task run 'get_feature_names-0' for task 'get_feature_names'
+</pre></div>
 </div>
-<p>We assigned a few variables in our <strong>flow</strong>, most notably the result of <code class="docutils literal notranslate"><span class="pre">fit_pred_model</span></code>, <code class="docutils literal notranslate"><span class="pre">accuracy</span></code>. This accuracy metric is how we’ll determine whether or not the model we trained is a success. However, retrieving state variables from <strong>flows</strong> is a bit cumbersome.</p>
-<div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.373 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'rugged-pony'</span> - Executing 'get_feature_names-0' immediately...
 </pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">info</span> <span class="o">=</span> <span class="n">prefect_client</span><span class="o">.</span><span class="n">get_flow_run_info</span><span class="p">(</span><span class="n">flow_run_id</span><span class="p">)</span>
-
-<span class="n">slugs</span> <span class="o">=</span> <span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">task_slug</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">info</span><span class="o">.</span><span class="n">task_runs</span><span class="p">]</span>
-<span class="n">index</span> <span class="o">=</span> <span class="n">slugs</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">accuracy</span><span class="o">.</span><span class="n">slug</span><span class="p">)</span>
-
-<span class="n">result</span> <span class="o">=</span> <span class="n">info</span><span class="o">.</span><span class="n">task_runs</span><span class="p">[</span><span class="n">index</span><span class="p">]</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">_result</span><span class="o">.</span><span class="n">read</span><span class="p">(</span>
-    <span class="n">info</span><span class="o">.</span><span class="n">task_runs</span><span class="p">[</span><span class="n">index</span><span class="p">]</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">_result</span><span class="o">.</span><span class="n">location</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="n">result</span><span class="o">.</span><span class="n">value</span>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.423 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'get_feature_names-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.440 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'rugged-pony'</span> - Created task run 'split_data-0' for task 'split_data'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.441 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'rugged-pony'</span> - Executing 'split_data-0' immediately...
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.547 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'split_data-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
 </pre></div>
 </div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.566 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'rugged-pony'</span> - Created task run 'fit_pred_model-0' for task 'fit_pred_model'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.567 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'rugged-pony'</span> - Executing 'fit_pred_model-0' immediately...
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.693 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'fit_pred_model-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.719 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'rugged-pony'</span> - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
 </div>
 <div class="nboutput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
 </pre></div>
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-0.9555555555555556
+0.9333333333333333
 </pre></div></div>
 </div>
-<p>What’s going on here isn’t exactly intuitive, and all that only extracted one piece of data from one task.</p>
 </section>
 <section id="Adding-Rubicon-to-your-flow">
 <h2>Adding Rubicon to your flow<a class="headerlink" href="#Adding-Rubicon-to-your-flow" title="Link to this heading">¶</a></h2>
 <p>We can leverage the Prefect tasks within the <code class="docutils literal notranslate"><span class="pre">rubicon_ml</span></code> library to log all the info we want about our model run. Then, we can use the standard <code class="docutils literal notranslate"><span class="pre">rubicon_ml</span></code> logging library to retrieve and inspect our metrics and other logged data. This is much simpler than digging through the state of each executed <strong>task</strong> and extracting its results.</p>
 <p>Here’s the same flow from above, this time with <code class="docutils literal notranslate"><span class="pre">rubicon_ml</span></code> <strong>tasks</strong> integrated.</p>
 <div class="nbinput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
@@ -569,17 +593,15 @@ <h2>Adding Rubicon to your flow<a class="headerlink" href="#Adding-Rubicon-to-yo
 <span class="kn">from</span> <span class="nn">prefect</span> <span class="kn">import</span> <span class="n">unmapped</span>
 
 
-<span class="n">root_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;RUBICON_ROOT&quot;</span><span class="p">,</span> <span class="s2">&quot;rubicon-root&quot;</span><span class="p">)</span>
-<span class="n">root_path</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">())</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">root_dir</span><span class="si">}</span><span class="s2">&quot;</span>
-
 <span class="n">n_components</span> <span class="o">=</span> <span class="mi">2</span>
 <span class="n">n_neighbors</span> <span class="o">=</span> <span class="mi">5</span>
 <span class="n">is_standardized</span> <span class="o">=</span> <span class="kc">True</span>
 
-<span class="k">with</span> <span class="n">Flow</span><span class="p">(</span><span class="s2">&quot;Wine Classification with Rubicon&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">flow</span><span class="p">:</span>
+<span class="nd">@flow</span>
+<span class="k">def</span> <span class="nf">rubicon_wine_flow</span><span class="p">():</span>
     <span class="n">project</span> <span class="o">=</span> <span class="n">get_or_create_project_task</span><span class="p">(</span>
-        <span class="s2">&quot;filesystem&quot;</span><span class="p">,</span>
-        <span class="n">root_path</span><span class="p">,</span>
+        <span class="s2">&quot;memory&quot;</span><span class="p">,</span>
+        <span class="s2">&quot;.&quot;</span><span class="p">,</span>
         <span class="s2">&quot;Wine Classification with Prefect&quot;</span><span class="p">,</span>
     <span class="p">)</span>
     <span class="n">experiment</span> <span class="o">=</span> <span class="n">create_experiment_task</span><span class="p">(</span>
@@ -604,229 +626,561 @@ <h2>Adding Rubicon to your flow<a class="headerlink" href="#Adding-Rubicon-to-yo
     <span class="p">)</span>
 
     <span class="n">log_metric_task</span><span class="p">(</span><span class="n">experiment</span><span class="p">,</span> <span class="s2">&quot;accuracy&quot;</span><span class="p">,</span> <span class="n">accuracy</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">accuracy</span>
 </pre></div>
 </div>
 </div>
 <p>Again, we’ll register and run the <strong>flow</strong>.</p>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[11]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
 </pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">flow_with_rubicon_id</span> <span class="o">=</span> <span class="n">flow</span><span class="o">.</span><span class="n">register</span><span class="p">(</span><span class="n">project_name</span><span class="o">=</span><span class="s2">&quot;Wine Classification&quot;</span><span class="p">)</span>
-<span class="n">flow_run_with_rubicon_id</span> <span class="o">=</span> <span class="n">run_flow</span><span class="p">(</span><span class="n">prefect_client</span><span class="p">,</span> <span class="n">flow_with_rubicon_id</span><span class="p">)</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">accuracy</span> <span class="o">=</span> <span class="n">rubicon_wine_flow</span><span class="p">()</span>
+<span class="n">accuracy</span>
 </pre></div>
 </div>
 </div>
-<div class="nboutput nblast docutils container">
+<div class="nboutput docutils container">
 <div class="prompt empty docutils container">
 </div>
-<div class="output_area docutils container">
-<div class="highlight"><pre>
-Flow URL: http://localhost:8080/default/flow/9b91bafc-7e8b-4361-b1d0-bc57dac4cebc
- └── ID: 081b9522-5db8-4ce6-ae64-ea8afd5b323e
- └── Project: Wine Classification
- └── Labels: [&#39;8c859084633f&#39;]
-Flow run scheduled. Waiting...
-Submitted for execution. Waiting...
-Running flow. Waiting...
-All reference tasks succeeded. Waiting...
-Flow run 29cef175-c115-4da2-a9f7-40f79bdb6104 was successful!
-</pre></div></div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.890 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | prefect.engine - Created flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> for flow<span style="color: #800080; text-decoration-color: #800080; font-weight: bold"> 'rubicon-wine-flow'</span>
+</pre></div>
 </div>
-<p>This time we can use <code class="docutils literal notranslate"><span class="pre">rubicon_ml</span></code> to inspect our accuracy, among other things!</p>
-<div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[12]:
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.942 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'get_or_create_project_task-0' for task 'get_or_create_project_task'
 </pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">rubicon_ml</span> <span class="kn">import</span> <span class="n">Rubicon</span>
-
-
-<span class="n">rubicon</span> <span class="o">=</span> <span class="n">Rubicon</span><span class="p">(</span><span class="n">persistence</span><span class="o">=</span><span class="s2">&quot;filesystem&quot;</span><span class="p">,</span> <span class="n">root_dir</span><span class="o">=</span><span class="n">root_path</span><span class="p">)</span>
-<span class="n">project</span> <span class="o">=</span> <span class="n">rubicon</span><span class="o">.</span><span class="n">get_project</span><span class="p">(</span><span class="s2">&quot;Wine Classification with Prefect&quot;</span><span class="p">)</span>
-
-<span class="n">experiment</span> <span class="o">=</span> <span class="n">project</span><span class="o">.</span><span class="n">experiments</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
-
-<span class="n">features</span> <span class="o">=</span> <span class="p">[</span><span class="n">f</span><span class="o">.</span><span class="n">name</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">experiment</span><span class="o">.</span><span class="n">features</span><span class="p">()]</span>
-<span class="n">parameters</span> <span class="o">=</span> <span class="p">[(</span><span class="n">p</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">experiment</span><span class="o">.</span><span class="n">parameters</span><span class="p">()]</span>
-<span class="n">metrics</span> <span class="o">=</span> <span class="p">[(</span><span class="n">m</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">m</span><span class="o">.</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">experiment</span><span class="o">.</span><span class="n">metrics</span><span class="p">()]</span>
-
-<span class="nb">print</span><span class="p">(</span>
-    <span class="sa">f</span><span class="s2">&quot;experiment </span><span class="si">{</span><span class="n">experiment</span><span class="o">.</span><span class="n">id</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span>
-    <span class="sa">f</span><span class="s2">&quot;features: </span><span class="si">{</span><span class="n">features</span><span class="si">}</span><span class="se">\n</span><span class="s2">parameters: </span><span class="si">{</span><span class="n">parameters</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span>
-    <span class="sa">f</span><span class="s2">&quot;metrics: </span><span class="si">{</span><span class="n">metrics</span><span class="si">}</span><span class="s2">&quot;</span>
-<span class="p">)</span>
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+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:45.943 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Executing 'get_or_create_project_task-0' immediately...
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-experiment 6b1c3846-5aab-4bda-8c16-15b279d8616c
-features: [&#39;alcalinity_of_ash&#39;, &#39;alcohol&#39;, &#39;ash&#39;, &#39;color_intensity&#39;, &#39;flavanoids&#39;, &#39;hue&#39;, &#39;magnesium&#39;, &#39;malic_acid&#39;, &#39;nonflavanoid_phenols&#39;, &#39;od280/od315_of_diluted_wines&#39;, &#39;proanthocyanins&#39;, &#39;proline&#39;, &#39;total_phenols&#39;]
-parameters: [(&#39;is_standardized&#39;, True), (&#39;n_components&#39;, 2), (&#39;n_neighbors&#39;, 5)]
-metrics: [(&#39;accuracy&#39;, 1.0)]
-</pre></div></div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.011 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'create_experiment_task-0' for task 'create_experiment_task'
+</pre></div>
 </div>
-<p>Extracting data from <code class="docutils literal notranslate"><span class="pre">rubicon_ml</span></code> is much simpler than pulling it from the various <strong>tasks</strong> as they succeed. Especially in the case where we’re running thousands of <strong>tasks</strong> in a <strong>flow</strong>.</p>
-</section>
-<section id="Concurrent-Logging-with-Dask">
-<h2>Concurrent Logging with Dask<a class="headerlink" href="#Concurrent-Logging-with-Dask" title="Link to this heading">¶</a></h2>
-<p>Prefect plays nicely with Dask in order to provide parallel computing when possible. The Prefect scheduler is smart enough to know which <strong>tasks</strong> do and do not depend on each other, so it can intelligently decide when to run independent <strong>tasks</strong> at the same time.</p>
-<p>Let’s run the same <strong>flow</strong> as above, except this time we’ll log eight different experiments with eight different feature sets and accuracy results. First, we’ll need to use Dask to start a local cluster.</p>
-<div class="nbinput nblast docutils container">
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+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.012 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Executing 'create_experiment_task-0' immediately...
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-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">dask.distributed</span>
-<span class="kn">from</span> <span class="nn">prefect.executors</span> <span class="kn">import</span> <span class="n">DaskExecutor</span>
-
-
-<span class="n">dask_client</span> <span class="o">=</span> <span class="n">dask</span><span class="o">.</span><span class="n">distributed</span><span class="o">.</span><span class="n">Client</span><span class="p">()</span>
-<span class="n">dask_executor</span> <span class="o">=</span> <span class="n">DaskExecutor</span><span class="p">(</span><span class="n">address</span><span class="o">=</span><span class="n">dask_client</span><span class="o">.</span><span class="n">cluster</span><span class="o">.</span><span class="n">scheduler</span><span class="o">.</span><span class="n">address</span><span class="p">)</span>
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+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.052 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'create_experiment_task-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
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-<p>Before we look at the new <strong>flow</strong>, let’s see how easy it is to make our own <code class="docutils literal notranslate"><span class="pre">rubicon_ml</span></code> Prefect <strong>tasks</strong>. Currently, the <code class="docutils literal notranslate"><span class="pre">log_feature_task</span></code> logs one feature to one experiment. Let’s say in this example, we want to log our entire feature set in one <strong>task</strong>. That’s slightly different than what we currently have in the <code class="docutils literal notranslate"><span class="pre">log_feature_task</span></code>, so let’s see how we can make a new one using the <code class="docutils literal notranslate"><span class="pre">rubicon_ml</span></code> logging library.</p>
-<div class="nbinput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[14]:
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.068 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'load_data-0' for task 'load_data'
 </pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span>
-<span class="k">def</span> <span class="nf">log_feature_set</span><span class="p">(</span><span class="n">experiment</span><span class="p">,</span> <span class="n">feature_names</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;log a set of features to a rubicon experiment</span>
-
-<span class="sd">    Parameters</span>
-<span class="sd">    ----------</span>
-<span class="sd">    experiment : rubicon.Experiment</span>
-<span class="sd">        the experiment to log the feature set to</span>
-<span class="sd">    feature_names : list of str</span>
-<span class="sd">        the names of the features to log to `experiment`</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">features</span> <span class="o">=</span> <span class="p">[]</span>
-
-    <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">feature_names</span><span class="p">:</span>
-        <span class="n">features</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">experiment</span><span class="o">.</span><span class="n">log_feature</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">name</span><span class="p">))</span>
-
-    <span class="k">return</span> <span class="n">features</span>
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+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.069 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Executing 'load_data-0' immediately...
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-<p>Easy! Even though its so simple, this particular <strong>task</strong> is actually more in-depth than the ones you’ll find in the library. The Prefect <strong>tasks</strong> in the library are simply wrappers around existing logging library functions, like <code class="docutils literal notranslate"><span class="pre">experiment.log_feature</span></code>.</p>
-<p>Now we can make our new <strong>flow</strong> to log multiple experiments in parallel.</p>
-<div class="nbinput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[15]:
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.112 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'load_data-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
 </pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">n_components</span> <span class="o">=</span>    <span class="p">[</span><span class="mi">2</span><span class="p">,</span>    <span class="mi">2</span><span class="p">,</span>     <span class="mi">2</span><span class="p">,</span>    <span class="mi">2</span><span class="p">,</span>     <span class="mi">4</span><span class="p">,</span>    <span class="mi">4</span><span class="p">,</span>     <span class="mi">4</span><span class="p">,</span>    <span class="mi">4</span>    <span class="p">]</span>
-<span class="n">n_neighbors</span> <span class="o">=</span>     <span class="p">[</span><span class="mi">5</span><span class="p">,</span>    <span class="mi">5</span><span class="p">,</span>     <span class="mi">10</span><span class="p">,</span>   <span class="mi">10</span><span class="p">,</span>    <span class="mi">5</span><span class="p">,</span>    <span class="mi">5</span><span class="p">,</span>     <span class="mi">10</span><span class="p">,</span>   <span class="mi">10</span>   <span class="p">]</span>
-<span class="n">is_standardized</span> <span class="o">=</span> <span class="p">[</span><span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">,</span> <span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">,</span> <span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">,</span> <span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">]</span>
-
-<span class="n">experiment_names</span> <span class="o">=</span> <span class="p">[</span><span class="sa">f</span><span class="s2">&quot;mapped run </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">n_components</span><span class="p">))]</span>
-
-<span class="k">with</span> <span class="n">Flow</span><span class="p">(</span>
-    <span class="s2">&quot;Wine Classification with Rubicon - Mapped&quot;</span><span class="p">,</span>
-    <span class="n">executor</span><span class="o">=</span><span class="n">dask_executor</span><span class="p">,</span>
-<span class="p">)</span> <span class="k">as</span> <span class="n">mapped_flow</span><span class="p">:</span>
-    <span class="n">project</span> <span class="o">=</span> <span class="n">get_or_create_project_task</span><span class="p">(</span>
-        <span class="s2">&quot;filesystem&quot;</span><span class="p">,</span>
-        <span class="n">root_path</span><span class="p">,</span>
-        <span class="s2">&quot;Wine Classification with Prefect - Mapped&quot;</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">experiments</span> <span class="o">=</span> <span class="n">create_experiment_task</span><span class="o">.</span><span class="n">map</span><span class="p">(</span>
-        <span class="n">unmapped</span><span class="p">(</span><span class="n">project</span><span class="p">),</span>
-        <span class="n">name</span><span class="o">=</span><span class="n">experiment_names</span><span class="p">,</span>
-        <span class="n">description</span><span class="o">=</span><span class="n">unmapped</span><span class="p">(</span><span class="s2">&quot;concurrent example with Prefect&quot;</span><span class="p">),</span>
-    <span class="p">)</span>
-
-    <span class="n">wine_dataset</span> <span class="o">=</span> <span class="n">load_data</span><span class="p">()</span>
-
-    <span class="n">feature_names</span> <span class="o">=</span> <span class="n">get_feature_names</span><span class="p">(</span><span class="n">wine_dataset</span><span class="p">)</span>
-    <span class="n">train_test_split</span> <span class="o">=</span> <span class="n">split_data</span><span class="p">(</span><span class="n">wine_dataset</span><span class="p">)</span>
-
-    <span class="n">log_feature_set</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">experiments</span><span class="p">,</span> <span class="n">unmapped</span><span class="p">(</span><span class="n">feature_names</span><span class="p">))</span>
-    <span class="n">log_parameter_task</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">experiments</span><span class="p">,</span> <span class="n">unmapped</span><span class="p">(</span><span class="s2">&quot;n_components&quot;</span><span class="p">),</span> <span class="n">n_components</span><span class="p">)</span>
-    <span class="n">log_parameter_task</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">experiments</span><span class="p">,</span> <span class="n">unmapped</span><span class="p">(</span><span class="s2">&quot;n_neighbors&quot;</span><span class="p">),</span> <span class="n">n_neighbors</span><span class="p">)</span>
-    <span class="n">log_parameter_task</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">experiments</span><span class="p">,</span> <span class="n">unmapped</span><span class="p">(</span><span class="s2">&quot;is_standardized&quot;</span><span class="p">),</span> <span class="n">is_standardized</span><span class="p">)</span>
-
-    <span class="n">accuracies</span> <span class="o">=</span> <span class="n">fit_pred_model</span><span class="o">.</span><span class="n">map</span><span class="p">(</span>
-        <span class="n">unmapped</span><span class="p">(</span><span class="n">train_test_split</span><span class="p">),</span>
-        <span class="n">n_components</span><span class="p">,</span>
-        <span class="n">n_neighbors</span><span class="p">,</span>
-        <span class="n">is_standardized</span><span class="p">,</span>
-    <span class="p">)</span>
-
-    <span class="n">log_metric_task</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">experiments</span><span class="p">,</span> <span class="n">unmapped</span><span class="p">(</span><span class="s2">&quot;accuracy&quot;</span><span class="p">),</span> <span class="n">accuracies</span><span class="p">)</span>
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+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.129 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'get_feature_names-0' for task 'get_feature_names'
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-<p>Let’s register and run one last <strong>flow</strong>. If you check out the timeline for your completed <strong>flows</strong> on the UI linked by <code class="docutils literal notranslate"><span class="pre">mapped_flow.register</span></code>, you’ll notice tasks executing at the same time now.</p>
-<div class="nbinput docutils container">
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+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.129 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Executing 'get_feature_names-0' immediately...
 </pre></div>
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-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">flow_with_concurrent_rubicon_id</span> <span class="o">=</span> <span class="n">mapped_flow</span><span class="o">.</span><span class="n">register</span><span class="p">(</span>
-    <span class="n">project_name</span><span class="o">=</span><span class="s2">&quot;Wine Classification&quot;</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="n">flow_run_with_concurrent_rubicon_id</span> <span class="o">=</span> <span class="n">run_flow</span><span class="p">(</span>
-    <span class="n">prefect_client</span><span class="p">,</span>
-    <span class="n">flow_with_concurrent_rubicon_id</span><span class="p">,</span>
-<span class="p">)</span>
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+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.168 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'get_feature_names-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
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+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.184 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'split_data-0' for task 'split_data'
+</pre></div>
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+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.185 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Executing 'split_data-0' immediately...
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+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.232 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'split_data-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
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+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.311 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-12' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.312 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-12' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.322 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-7' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.323 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-7' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.334 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-8' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.335 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-8' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.356 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-6' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.357 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-6' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.399 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-3' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.400 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-3' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.417 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-12' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.425 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-8' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.444 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-10' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.445 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-10' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.459 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-4' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.461 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-4' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.499 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-6' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.508 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-0' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.509 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-0' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.524 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-7' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.543 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-10' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.556 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-11' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.557 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-11' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.567 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_parameter_task-0' for task 'log_parameter_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.568 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Executing 'log_parameter_task-0' immediately...
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.612 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-11' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.620 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-3' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.627 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_parameter_task-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.640 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_parameter_task-1' for task 'log_parameter_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.641 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Executing 'log_parameter_task-1' immediately...
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.651 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.668 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-1' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.669 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-1' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.696 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_parameter_task-1' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.713 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_parameter_task-2' for task 'log_parameter_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
 <div class="prompt empty docutils container">
 </div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.714 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Executing 'log_parameter_task-2' immediately...
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.724 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-1' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.749 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_parameter_task-2' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.761 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'fit_pred_model-0' for task 'fit_pred_model'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.761 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Executing 'fit_pred_model-0' immediately...
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.771 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-2' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.772 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-2' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.817 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'fit_pred_model-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.839 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_metric_task-0' for task 'log_metric_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.840 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Executing 'log_metric_task-0' immediately...
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.854 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-2' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.871 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-4' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.885 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_metric_task-0' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.971 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-5' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:46.972 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-5' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:47.004 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-5' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:47.083 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Created task run 'log_feature_task-9' for task 'log_feature_task'
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:47.084 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-9' for execution.
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:47.132 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Task run 'log_feature_task-9' - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<pre style="white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace">00:56:47.152 | <span style="color: #008080; text-decoration-color: #008080">INFO</span>    | Flow run<span style="color: #800080; text-decoration-color: #800080"> 'laughing-newt'</span> - Finished in state <span style="color: #008000; text-decoration-color: #008000">Completed</span>()
+</pre></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
+</pre></div>
+</div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-Flow URL: http://localhost:8080/default/flow/1ff30ad8-530c-4502-a9ad-cfed39b145fd
- └── ID: 5f925f68-877c-4922-952c-927da5cf5a34
- └── Project: Wine Classification
- └── Labels: [&#39;8c859084633f&#39;]
-Flow run scheduled. Waiting...
-Flow run scheduled. Waiting...
-Running flow. Waiting...
-Running flow. Waiting...
-Running flow. Waiting...
-All reference tasks succeeded. Waiting...
-Flow run 418550e0-01eb-4d48-b78b-fbe101da0622 was successful!
+1.0
 </pre></div></div>
 </div>
-<p>Retrieving all the results of a mapped <strong>task</strong> is even more cumbersome than retrieving just the accuracy above. We’ll simply use the <code class="docutils literal notranslate"><span class="pre">rubicon_ml</span></code> Dashboard to check out all the data we just logged!</p>
+<p>This time we can use <code class="docutils literal notranslate"><span class="pre">rubicon_ml</span></code> to inspect our accuracy, among other things!</p>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[17]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
 </pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">rubicon_ml.viz</span> <span class="kn">import</span> <span class="n">Dashboard</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">rubicon_ml</span> <span class="kn">import</span> <span class="n">Rubicon</span>
 
 
-<span class="n">project</span> <span class="o">=</span> <span class="n">get_project</span><span class="p">(</span>
-    <span class="s2">&quot;filesystem&quot;</span><span class="p">,</span>
-    <span class="n">root_path</span><span class="p">,</span>
-    <span class="s2">&quot;Wine Classification with Prefect - Mapped&quot;</span><span class="p">,</span>
-<span class="p">)</span>
+<span class="n">rubicon</span> <span class="o">=</span> <span class="n">Rubicon</span><span class="p">(</span><span class="n">persistence</span><span class="o">=</span><span class="s2">&quot;memory&quot;</span><span class="p">,</span> <span class="n">root_dir</span><span class="o">=</span><span class="s2">&quot;.&quot;</span><span class="p">)</span>
+<span class="n">project</span> <span class="o">=</span> <span class="n">rubicon</span><span class="o">.</span><span class="n">get_project</span><span class="p">(</span><span class="s2">&quot;Wine Classification with Prefect&quot;</span><span class="p">)</span>
+
+<span class="n">experiment</span> <span class="o">=</span> <span class="n">project</span><span class="o">.</span><span class="n">experiments</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
 
-<span class="n">Dashboard</span><span class="p">(</span><span class="n">project</span><span class="o">.</span><span class="n">experiments</span><span class="p">())</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+<span class="n">features</span> <span class="o">=</span> <span class="p">[</span><span class="n">f</span><span class="o">.</span><span class="n">name</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">experiment</span><span class="o">.</span><span class="n">features</span><span class="p">()]</span>
+<span class="n">parameters</span> <span class="o">=</span> <span class="p">[(</span><span class="n">p</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">experiment</span><span class="o">.</span><span class="n">parameters</span><span class="p">()]</span>
+<span class="n">metrics</span> <span class="o">=</span> <span class="p">[(</span><span class="n">m</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">m</span><span class="o">.</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">experiment</span><span class="o">.</span><span class="n">metrics</span><span class="p">()]</span>
+
+<span class="nb">print</span><span class="p">(</span>
+    <span class="sa">f</span><span class="s2">&quot;experiment </span><span class="si">{</span><span class="n">experiment</span><span class="o">.</span><span class="n">id</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span>
+    <span class="sa">f</span><span class="s2">&quot;features: </span><span class="si">{</span><span class="n">features</span><span class="si">}</span><span class="se">\n</span><span class="s2">parameters: </span><span class="si">{</span><span class="n">parameters</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span>
+    <span class="sa">f</span><span class="s2">&quot;metrics: </span><span class="si">{</span><span class="n">metrics</span><span class="si">}</span><span class="s2">&quot;</span>
+<span class="p">)</span>
 </pre></div>
 </div>
 </div>
-<div class="nboutput docutils container">
-<div class="prompt empty docutils container">
-</div>
-<div class="output_area stderr docutils container">
-<div class="highlight"><pre>
- * Running on http://127.0.0.1:8050/ (Press CTRL+C to quit)
-127.0.0.1 - - [16/Apr/2021 15:29:39] &#34;<span class="ansi-white-fg">GET /_alive_71180c28-37bc-4127-a50b-e754fe3e6812 HTTP/1.1</span>&#34; 200 -
-</pre></div></div>
-</div>
 <div class="nboutput nblast docutils container">
 <div class="prompt empty docutils container">
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-Dash app running on http://127.0.0.1:8050/
+experiment 35173154-a912-4ed0-9920-188d62e6f3d2
+features: [&#39;proline&#39;, &#39;proanthocyanins&#39;, &#39;flavanoids&#39;, &#39;alcalinity_of_ash&#39;, &#39;nonflavanoid_phenols&#39;, &#39;hue&#39;, &#39;alcohol&#39;, &#39;od280/od315_of_diluted_wines&#39;, &#39;malic_acid&#39;, &#39;ash&#39;, &#39;magnesium&#39;, &#39;total_phenols&#39;, &#39;color_intensity&#39;]
+parameters: [(&#39;n_components&#39;, 2), (&#39;n_neighbors&#39;, 5), (&#39;is_standardized&#39;, True)]
+metrics: [(&#39;accuracy&#39;, 1.0)]
 </pre></div></div>
 </div>
 </section>
@@ -891,7 +1245,6 @@ <h2>Concurrent Logging with Dask<a class="headerlink" href="#Concurrent-Logging-
 <li><a class="reference internal" href="#Setting-up-a-simple-flow">Setting up a simple flow</a></li>
 <li><a class="reference internal" href="#Running-a-flow-and-viewing-results">Running a flow and viewing results</a></li>
 <li><a class="reference internal" href="#Adding-Rubicon-to-your-flow">Adding Rubicon to your flow</a></li>
-<li><a class="reference internal" href="#Concurrent-Logging-with-Dask">Concurrent Logging with Dask</a></li>
 </ul>
 </li>
 </ul>
diff --git a/integrations/integration-prefect-workflows.ipynb b/integrations/integration-prefect-workflows.ipynb
index 3140a17d..4c7d029a 100644
--- a/integrations/integration-prefect-workflows.ipynb
+++ b/integrations/integration-prefect-workflows.ipynb
@@ -158,20 +158,21 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from prefect import Flow\n",
+    "from prefect import flow\n",
     "\n",
     "\n",
     "n_components = 2\n",
     "n_neighbors = 5\n",
     "is_standardized = True\n",
     "\n",
-    "with Flow(\"Wine Classification\") as flow:\n",
+    "@flow\n",
+    "def wine_flow():\n",
     "    wine_dataset = load_data()\n",
     "    \n",
     "    feature_names = get_feature_names(wine_dataset)\n",
     "    train_test_split = split_data(wine_dataset)\n",
     "    \n",
-    "    accuracy = fit_pred_model(\n",
+    "    return fit_pred_model(\n",
     "        train_test_split,\n",
     "        n_components,\n",
     "        n_neighbors,\n",
@@ -185,15 +186,7 @@
    "source": [
     "### Running a flow and viewing results\n",
     "\n",
-    "Now we'll register our **flow** with the local server. First, we'll have to\n",
-    "use the ``prefect`` CLI one more time to create a project.\n",
-    "\n",
-    "```bash\n",
-    "prefect create project 'Wine Classification'\n",
-    "```\n",
-    "\n",
-    "The URL printed from the call to ``flow.register`` opens the local Prefect UI.\n",
-    "We can use it to run and monitor our **flows**. "
+    "Now we'll run the flow."
    ]
   },
   {
@@ -202,114 +195,207 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Flow URL: http://localhost:8080/default/flow/aef9fb65-c49b-4c46-89be-e31c357a165e\n",
-      " └── ID: 531ffe8c-fb2b-4855-b5d8-f9bcef51ad2d\n",
-      " └── Project: Wine Classification\n",
-      " └── Labels: ['8c859084633f']\n"
-     ]
-    }
-   ],
-   "source": [
-    "flow_id = flow.register(project_name=\"Wine Classification\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We'll also put together a function to run our **flows** and wait for them to finish."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:44.598 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | prefect.engine - Created flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> for flow<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> 'wine-flow'</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:44.598 | \u001b[36mINFO\u001b[0m    | prefect.engine - Created flow run\u001b[35m 'rugged-pony'\u001b[0m for flow\u001b[1;35m 'wine-flow'\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Flow run scheduled. Waiting...\n",
-      "Flow run scheduled. Waiting...\n",
-      "All reference tasks succeeded. Waiting...\n",
-      "Flow run 024457a5-aac4-449a-a5a3-7b3986f90cba was successful!\n"
-     ]
-    }
-   ],
-   "source": [
-    "import time\n",
-    "from prefect import Client\n",
-    "\n",
-    "\n",
-    "prefect_client = Client()\n",
-    "\n",
-    "def run_flow(client, flow_id):\n",
-    "    flow_run_id = client.create_flow_run(flow_id=flow_id)\n",
-    "    \n",
-    "    is_finished = False\n",
-    "    while not is_finished:\n",
-    "        state = client.get_flow_run_info(flow_run_id).state\n",
-    "        print(f\"{state.message.strip('.')}. Waiting...\")\n",
-    "        \n",
-    "        time.sleep(3)\n",
-    "        \n",
-    "        is_finished = state.is_finished()\n",
-    "\n",
-    "    assert state.is_successful()\n",
-    "    print(f\"Flow run {flow_run_id} was successful!\")\n",
-    "    \n",
-    "    return flow_run_id\n",
-    "    \n",
-    "flow_run_id = run_flow(prefect_client, flow_id)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We assigned a few variables in our **flow**, most notably the result of ``fit_pred_model``, ``accuracy``.\n",
-    "This accuracy metric is how we'll determine whether or not the model we trained is a success. However,\n",
-    "retrieving state variables from **flows** is a bit cumbersome."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:44.646 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Created task run 'load_data-0' for task 'load_data'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:44.646 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Created task run 'load_data-0' for task 'load_data'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:44.647 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Executing 'load_data-0' immediately...\n",
+       "</pre>\n"
+      ],
       "text/plain": [
-       "0.9555555555555556"
+       "00:56:44.647 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Executing 'load_data-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.352 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'load_data-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.352 | \u001b[36mINFO\u001b[0m    | Task run 'load_data-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.372 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Created task run 'get_feature_names-0' for task 'get_feature_names'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.372 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Created task run 'get_feature_names-0' for task 'get_feature_names'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.373 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Executing 'get_feature_names-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.373 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Executing 'get_feature_names-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.423 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'get_feature_names-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.423 | \u001b[36mINFO\u001b[0m    | Task run 'get_feature_names-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.440 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Created task run 'split_data-0' for task 'split_data'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.440 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Created task run 'split_data-0' for task 'split_data'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.441 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Executing 'split_data-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.441 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Executing 'split_data-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.547 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'split_data-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.547 | \u001b[36mINFO\u001b[0m    | Task run 'split_data-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.566 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Created task run 'fit_pred_model-0' for task 'fit_pred_model'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.566 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Created task run 'fit_pred_model-0' for task 'fit_pred_model'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.567 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Executing 'fit_pred_model-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.567 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Executing 'fit_pred_model-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.693 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'fit_pred_model-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.693 | \u001b[36mINFO\u001b[0m    | Task run 'fit_pred_model-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.719 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'rugged-pony'</span> - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.719 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'rugged-pony'\u001b[0m - Finished in state \u001b[32mCompleted\u001b[0m()\n"
       ]
      },
-     "execution_count": 9,
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0.9333333333333333"
+      ]
+     },
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "info = prefect_client.get_flow_run_info(flow_run_id)\n",
-    "\n",
-    "slugs = [t.task_slug for t in info.task_runs]\n",
-    "index = slugs.index(accuracy.slug)\n",
-    "\n",
-    "result = info.task_runs[index].state._result.read(\n",
-    "    info.task_runs[index].state._result.location,\n",
-    ")\n",
-    "result.value"
+    "accuracy = wine_flow()\n",
+    "accuracy"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "What's going on here isn't exactly intuitive, and all that only extracted one\n",
-    "piece of data from one task.\n",
-    " \n",
     "### Adding Rubicon to your flow\n",
     "\n",
     "We can leverage the Prefect tasks within the ``rubicon_ml`` library to log all the\n",
@@ -323,7 +409,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -332,17 +418,15 @@
     "from prefect import unmapped\n",
     "\n",
     "\n",
-    "root_dir = os.environ.get(\"RUBICON_ROOT\", \"rubicon-root\")\n",
-    "root_path = f\"{os.path.dirname(os.getcwd())}/{root_dir}\"\n",
-    "\n",
     "n_components = 2\n",
     "n_neighbors = 5\n",
     "is_standardized = True\n",
     "\n",
-    "with Flow(\"Wine Classification with Rubicon\") as flow:    \n",
+    "@flow\n",
+    "def rubicon_wine_flow():    \n",
     "    project = get_or_create_project_task(\n",
-    "        \"filesystem\",\n",
-    "        root_path,\n",
+    "        \"memory\",\n",
+    "        \".\",\n",
     "        \"Wine Classification with Prefect\",\n",
     "    )\n",
     "    experiment = create_experiment_task(\n",
@@ -366,7 +450,9 @@
     "        is_standardized,\n",
     "    )\n",
     "    \n",
-    "    log_metric_task(experiment, \"accuracy\", accuracy)"
+    "    log_metric_task(experiment, \"accuracy\", accuracy)\n",
+    "\n",
+    "    return accuracy"
    ]
   },
   {
@@ -378,285 +464,989 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Flow URL: http://localhost:8080/default/flow/9b91bafc-7e8b-4361-b1d0-bc57dac4cebc\n",
-      " └── ID: 081b9522-5db8-4ce6-ae64-ea8afd5b323e\n",
-      " └── Project: Wine Classification\n",
-      " └── Labels: ['8c859084633f']\n",
-      "Flow run scheduled. Waiting...\n",
-      "Submitted for execution. Waiting...\n",
-      "Running flow. Waiting...\n",
-      "All reference tasks succeeded. Waiting...\n",
-      "Flow run 29cef175-c115-4da2-a9f7-40f79bdb6104 was successful!\n"
-     ]
-    }
-   ],
-   "source": [
-    "flow_with_rubicon_id = flow.register(project_name=\"Wine Classification\")\n",
-    "flow_run_with_rubicon_id = run_flow(prefect_client, flow_with_rubicon_id)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This time we can use ``rubicon_ml`` to inspect our accuracy, among other things!"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.890 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | prefect.engine - Created flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> for flow<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> 'rubicon-wine-flow'</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.890 | \u001b[36mINFO\u001b[0m    | prefect.engine - Created flow run\u001b[35m 'laughing-newt'\u001b[0m for flow\u001b[1;35m 'rubicon-wine-flow'\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "experiment 6b1c3846-5aab-4bda-8c16-15b279d8616c\n",
-      "features: ['alcalinity_of_ash', 'alcohol', 'ash', 'color_intensity', 'flavanoids', 'hue', 'magnesium', 'malic_acid', 'nonflavanoid_phenols', 'od280/od315_of_diluted_wines', 'proanthocyanins', 'proline', 'total_phenols']\n",
-      "parameters: [('is_standardized', True), ('n_components', 2), ('n_neighbors', 5)]\n",
-      "metrics: [('accuracy', 1.0)]\n"
-     ]
-    }
-   ],
-   "source": [
-    "from rubicon_ml import Rubicon\n",
-    "\n",
-    "\n",
-    "rubicon = Rubicon(persistence=\"filesystem\", root_dir=root_path)\n",
-    "project = rubicon.get_project(\"Wine Classification with Prefect\")\n",
-    "    \n",
-    "experiment = project.experiments()[0]\n",
-    "\n",
-    "features = [f.name for f in experiment.features()]\n",
-    "parameters = [(p.name, p.value) for p in experiment.parameters()]\n",
-    "metrics = [(m.name, m.value) for m in experiment.metrics()]\n",
-    "\n",
-    "print(\n",
-    "    f\"experiment {experiment.id}\\n\"\n",
-    "    f\"features: {features}\\nparameters: {parameters}\\n\"\n",
-    "    f\"metrics: {metrics}\"\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Extracting data from ``rubicon_ml`` is much simpler than pulling it from the various\n",
-    "**tasks** as they succeed. Especially in the case where we're running thousands\n",
-    "of **tasks** in a **flow**.\n",
-    "\n",
-    "### Concurrent Logging with Dask\n",
-    "\n",
-    "Prefect plays nicely with Dask in order to provide parallel computing when possible.\n",
-    "The Prefect scheduler is smart enough to know which **tasks** do and do not depend\n",
-    "on each other, so it can intelligently decide when to run independent **tasks** at\n",
-    "the same time.\n",
-    "\n",
-    "Let's run the same **flow** as above, except this time we'll log eight different\n",
-    "experiments with eight different feature sets and accuracy results. First, we'll\n",
-    "need to use Dask to start a local cluster."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import dask.distributed\n",
-    "from prefect.executors import DaskExecutor\n",
-    "\n",
-    "\n",
-    "dask_client = dask.distributed.Client()\n",
-    "dask_executor = DaskExecutor(address=dask_client.cluster.scheduler.address)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Before we look at the new **flow**, let's see how easy it is to make our own \n",
-    "``rubicon_ml`` Prefect **tasks**. Currently, the ``log_feature_task`` logs one \n",
-    "feature to one experiment. Let's say in this example, we want to log our entire\n",
-    "feature set in one **task**. That's slightly different than what we currently\n",
-    "have in the ``log_feature_task``, so let's see how we can make a new one using\n",
-    "the ``rubicon_ml`` logging library."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "@task\n",
-    "def log_feature_set(experiment, feature_names):\n",
-    "    \"\"\"log a set of features to a rubicon experiment\n",
-    "    \n",
-    "    Parameters\n",
-    "    ----------\n",
-    "    experiment : rubicon.Experiment\n",
-    "        the experiment to log the feature set to\n",
-    "    feature_names : list of str\n",
-    "        the names of the features to log to `experiment`\n",
-    "    \"\"\"\n",
-    "    features = []\n",
-    "    \n",
-    "    for name in feature_names:\n",
-    "        features.append(experiment.log_feature(name=name))\n",
-    "        \n",
-    "    return features"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Easy! Even though its so simple, this particular **task** is actually more in-depth\n",
-    "than the ones you'll find in the library. The Prefect **tasks** in the library are\n",
-    "simply wrappers around existing logging library functions, like ``experiment.log_feature``.\n",
-    "\n",
-    "Now we can make our new **flow** to log multiple experiments in parallel."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "n_components =    [2,    2,     2,    2,     4,    4,     4,    4    ]\n",
-    "n_neighbors =     [5,    5,     10,   10,    5,    5,     10,   10   ]\n",
-    "is_standardized = [True, False, True, False, True, False, True, False]\n",
-    "\n",
-    "experiment_names = [f\"mapped run {i}\" for i in range(len(n_components))]\n",
-    "\n",
-    "with Flow(\n",
-    "    \"Wine Classification with Rubicon - Mapped\",\n",
-    "    executor=dask_executor,\n",
-    ") as mapped_flow:\n",
-    "    project = get_or_create_project_task(\n",
-    "        \"filesystem\",\n",
-    "        root_path,\n",
-    "        \"Wine Classification with Prefect - Mapped\",\n",
-    "    )\n",
-    "    experiments = create_experiment_task.map(\n",
-    "        unmapped(project),\n",
-    "        name=experiment_names,\n",
-    "        description=unmapped(\"concurrent example with Prefect\"),\n",
-    "    )\n",
-    "    \n",
-    "    wine_dataset = load_data()\n",
-    "    \n",
-    "    feature_names = get_feature_names(wine_dataset)\n",
-    "    train_test_split = split_data(wine_dataset)\n",
-    "    \n",
-    "    log_feature_set.map(experiments, unmapped(feature_names))\n",
-    "    log_parameter_task.map(experiments, unmapped(\"n_components\"), n_components)\n",
-    "    log_parameter_task.map(experiments, unmapped(\"n_neighbors\"), n_neighbors)\n",
-    "    log_parameter_task.map(experiments, unmapped(\"is_standardized\"), is_standardized)\n",
-    "    \n",
-    "    accuracies = fit_pred_model.map(\n",
-    "        unmapped(train_test_split),\n",
-    "        n_components,\n",
-    "        n_neighbors,\n",
-    "        is_standardized,\n",
-    "    )\n",
-    " \n",
-    "    log_metric_task.map(experiments, unmapped(\"accuracy\"), accuracies)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's register and run one last **flow**. If you check out the timeline for your completed\n",
-    "**flows** on the UI linked by `mapped_flow.register`, you'll notice tasks executing at the same\n",
-    "time now."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.942 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'get_or_create_project_task-0' for task 'get_or_create_project_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.942 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'get_or_create_project_task-0' for task 'get_or_create_project_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.943 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'get_or_create_project_task-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.943 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'get_or_create_project_task-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:45.995 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'get_or_create_project_task-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:45.995 | \u001b[36mINFO\u001b[0m    | Task run 'get_or_create_project_task-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.011 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'create_experiment_task-0' for task 'create_experiment_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.011 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'create_experiment_task-0' for task 'create_experiment_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.012 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'create_experiment_task-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.012 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'create_experiment_task-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.052 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'create_experiment_task-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.052 | \u001b[36mINFO\u001b[0m    | Task run 'create_experiment_task-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.068 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'load_data-0' for task 'load_data'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.068 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'load_data-0' for task 'load_data'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.069 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'load_data-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.069 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'load_data-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.112 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'load_data-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.112 | \u001b[36mINFO\u001b[0m    | Task run 'load_data-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.129 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'get_feature_names-0' for task 'get_feature_names'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.129 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'get_feature_names-0' for task 'get_feature_names'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.129 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'get_feature_names-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.129 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'get_feature_names-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.168 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'get_feature_names-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.168 | \u001b[36mINFO\u001b[0m    | Task run 'get_feature_names-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.184 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'split_data-0' for task 'split_data'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.184 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'split_data-0' for task 'split_data'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.185 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'split_data-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.185 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'split_data-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.232 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'split_data-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.232 | \u001b[36mINFO\u001b[0m    | Task run 'split_data-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.311 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-12' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.311 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-12' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.312 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-12' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.312 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-12' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.322 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-7' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.322 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-7' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.323 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-7' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.323 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-7' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.334 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-8' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.334 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-8' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.335 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-8' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.335 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-8' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.356 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-6' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.356 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-6' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.357 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-6' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.357 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-6' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.399 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-3' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.399 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-3' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.400 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-3' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.400 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-3' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.417 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-12' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.417 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-12' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.425 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-8' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.425 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-8' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.444 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-10' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.444 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-10' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.445 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-10' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.445 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-10' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.459 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-4' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.459 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-4' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.461 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-4' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.461 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-4' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.499 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-6' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
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+     "data": {
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.508 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-0' for task 'log_feature_task'\n"
+      ]
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+     "metadata": {},
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+     "data": {
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+       "</pre>\n"
+      ],
+      "text/plain": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.524 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-7' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+       "</pre>\n"
+      ],
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.556 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-11' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+       "</pre>\n"
+      ],
+      "text/plain": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.567 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_parameter_task-0' for task 'log_parameter_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Flow URL: http://localhost:8080/default/flow/1ff30ad8-530c-4502-a9ad-cfed39b145fd\n",
-      " └── ID: 5f925f68-877c-4922-952c-927da5cf5a34\n",
-      " └── Project: Wine Classification\n",
-      " └── Labels: ['8c859084633f']\n",
-      "Flow run scheduled. Waiting...\n",
-      "Flow run scheduled. Waiting...\n",
-      "Running flow. Waiting...\n",
-      "Running flow. Waiting...\n",
-      "Running flow. Waiting...\n",
-      "All reference tasks succeeded. Waiting...\n",
-      "Flow run 418550e0-01eb-4d48-b78b-fbe101da0622 was successful!\n"
-     ]
+     "data": {
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+       "</pre>\n"
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+     "metadata": {},
+     "output_type": "display_data"
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+     "data": {
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+       "</pre>\n"
+      ],
+      "text/plain": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
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+    {
+     "data": {
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+       "</pre>\n"
+      ],
+      "text/plain": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
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+    {
+     "data": {
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.627 | \u001b[36mINFO\u001b[0m    | Task run 'log_parameter_task-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.640 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_parameter_task-1' for task 'log_parameter_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.640 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_parameter_task-1' for task 'log_parameter_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.668 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-1' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.669 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-1' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+       "</pre>\n"
+      ],
+      "text/plain": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.713 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_parameter_task-2' for task 'log_parameter_task'\n"
+      ]
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+     "metadata": {},
+     "output_type": "display_data"
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+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.714 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'log_parameter_task-2' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.724 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-1' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.749 | \u001b[36mINFO\u001b[0m    | Task run 'log_parameter_task-2' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.761 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'fit_pred_model-0' for task 'fit_pred_model'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.761 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'fit_pred_model-0' for task 'fit_pred_model'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.761 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'fit_pred_model-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.761 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'fit_pred_model-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.771 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-2' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.771 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-2' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.772 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-2' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.772 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-2' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.817 | \u001b[36mINFO\u001b[0m    | Task run 'fit_pred_model-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.839 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_metric_task-0' for task 'log_metric_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.840 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Executing 'log_metric_task-0' immediately...\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.840 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Executing 'log_metric_task-0' immediately...\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.854 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-2' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.854 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-2' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.871 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-4' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.871 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-4' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.885 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_metric_task-0' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.885 | \u001b[36mINFO\u001b[0m    | Task run 'log_metric_task-0' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.971 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-5' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.971 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-5' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:46.972 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-5' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:46.972 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-5' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:47.004 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-5' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:47.004 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-5' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:47.083 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Created task run 'log_feature_task-9' for task 'log_feature_task'\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:47.083 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Created task run 'log_feature_task-9' for task 'log_feature_task'\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:47.084 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Submitted task run 'log_feature_task-9' for execution.\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:47.084 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Submitted task run 'log_feature_task-9' for execution.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:47.132 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Task run 'log_feature_task-9' - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:47.132 | \u001b[36mINFO\u001b[0m    | Task run 'log_feature_task-9' - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">00:56:47.152 | <span style=\"color: #008080; text-decoration-color: #008080\">INFO</span>    | Flow run<span style=\"color: #800080; text-decoration-color: #800080\"> 'laughing-newt'</span> - Finished in state <span style=\"color: #008000; text-decoration-color: #008000\">Completed</span>()\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "00:56:47.152 | \u001b[36mINFO\u001b[0m    | Flow run\u001b[35m 'laughing-newt'\u001b[0m - Finished in state \u001b[32mCompleted\u001b[0m()\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "flow_with_concurrent_rubicon_id = mapped_flow.register(\n",
-    "    project_name=\"Wine Classification\",\n",
-    ")\n",
-    "flow_run_with_concurrent_rubicon_id = run_flow(\n",
-    "    prefect_client,\n",
-    "    flow_with_concurrent_rubicon_id,\n",
-    ")"
+    "accuracy = rubicon_wine_flow()\n",
+    "accuracy"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Retrieving all the results of a mapped **task** is even more cumbersome than\n",
-    "retrieving just the accuracy above. We'll simply use the ``rubicon_ml`` Dashboard to\n",
-    "check out all the data we just logged!"
+    "This time we can use ``rubicon_ml`` to inspect our accuracy, among other things!"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      " * Running on http://127.0.0.1:8050/ (Press CTRL+C to quit)\n",
-      "127.0.0.1 - - [16/Apr/2021 15:29:39] \"\u001b[37mGET /_alive_71180c28-37bc-4127-a50b-e754fe3e6812 HTTP/1.1\u001b[0m\" 200 -\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Dash app running on http://127.0.0.1:8050/\n"
+      "experiment 35173154-a912-4ed0-9920-188d62e6f3d2\n",
+      "features: ['proline', 'proanthocyanins', 'flavanoids', 'alcalinity_of_ash', 'nonflavanoid_phenols', 'hue', 'alcohol', 'od280/od315_of_diluted_wines', 'malic_acid', 'ash', 'magnesium', 'total_phenols', 'color_intensity']\n",
+      "parameters: [('n_components', 2), ('n_neighbors', 5), ('is_standardized', True)]\n",
+      "metrics: [('accuracy', 1.0)]\n"
      ]
     }
    ],
    "source": [
-    "from rubicon_ml.viz import Dashboard\n",
+    "from rubicon_ml import Rubicon\n",
     "\n",
     "\n",
-    "project = get_project(\n",
-    "    \"filesystem\",\n",
-    "    root_path,\n",
-    "    \"Wine Classification with Prefect - Mapped\",\n",
-    ")\n",
+    "rubicon = Rubicon(persistence=\"memory\", root_dir=\".\")\n",
+    "project = rubicon.get_project(\"Wine Classification with Prefect\")\n",
+    "    \n",
+    "experiment = project.experiments()[0]\n",
+    "\n",
+    "features = [f.name for f in experiment.features()]\n",
+    "parameters = [(p.name, p.value) for p in experiment.parameters()]\n",
+    "metrics = [(m.name, m.value) for m in experiment.metrics()]\n",
     "\n",
-    "Dashboard(project.experiments()).show()"
+    "print(\n",
+    "    f\"experiment {experiment.id}\\n\"\n",
+    "    f\"features: {features}\\nparameters: {parameters}\\n\"\n",
+    "    f\"metrics: {metrics}\"\n",
+    ")"
    ]
   }
  ],
@@ -676,7 +1466,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.4"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/integrations/integration-sklearn.html b/integrations/integration-sklearn.html
index 2ce0aa80..a95c69fe 100644
--- a/integrations/integration-sklearn.html
+++ b/integrations/integration-sklearn.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Link Plots to Features" href="../logging-examples/logging-feature-plots.html" /><link rel="prev" title="Integrate with Prefect" href="integration-prefect-workflows.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Integrate with Scikit-learn - rubicon-ml v0.7.4</title>
+        <title>Integrate with Scikit-learn - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/log-with-schema.html b/logging-examples/log-with-schema.html
index 75d76d35..62e223cb 100644
--- a/logging-examples/log-with-schema.html
+++ b/logging-examples/log-with-schema.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Tagging" href="tagging.html" /><link rel="prev" title="Logging Concurrently" href="logging-concurrently.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Logging with a schema - rubicon-ml v0.7.4</title>
+        <title>Logging with a schema - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/logging-concurrently.html b/logging-examples/logging-concurrently.html
index c920ed5a..f67952b1 100644
--- a/logging-examples/logging-concurrently.html
+++ b/logging-examples/logging-concurrently.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Logging with a schema" href="log-with-schema.html" /><link rel="prev" title="Logging Plots as PNGs" href="logging-plots.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Logging Concurrently - rubicon-ml v0.7.4</title>
+        <title>Logging Concurrently - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/logging-experiment-failures.html b/logging-examples/logging-experiment-failures.html
index e67ce30c..a1bb6344 100644
--- a/logging-examples/logging-experiment-failures.html
+++ b/logging-examples/logging-experiment-failures.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Integrate with Git" href="../integrations/integration-git.html" /><link rel="prev" title="Dashboard" href="../visualizations/dashboard.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Distinguish Failed Experiments - rubicon-ml v0.7.4</title>
+        <title>Distinguish Failed Experiments - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/logging-feature-plots.html b/logging-examples/logging-feature-plots.html
index 6acffc82..f78fc126 100644
--- a/logging-examples/logging-feature-plots.html
+++ b/logging-examples/logging-feature-plots.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Log with Multiple Backends" href="multiple-backend.html" /><link rel="prev" title="Integrate with Scikit-learn" href="../integrations/integration-sklearn.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Link Plots to Features - rubicon-ml v0.7.4</title>
+        <title>Link Plots to Features - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/logging-plots.html b/logging-examples/logging-plots.html
index 89c2c83c..4e48c23b 100644
--- a/logging-examples/logging-plots.html
+++ b/logging-examples/logging-plots.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Logging Concurrently" href="logging-concurrently.html" /><link rel="prev" title="Logging Training Metadata" href="logging-training-metadata.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Logging Plots as PNGs - rubicon-ml v0.7.4</title>
+        <title>Logging Plots as PNGs - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/logging-training-metadata.html b/logging-examples/logging-training-metadata.html
index c228a192..ceb5d6fd 100644
--- a/logging-examples/logging-training-metadata.html
+++ b/logging-examples/logging-training-metadata.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Logging Plots as PNGs" href="logging-plots.html" /><link rel="prev" title="Ignoring Exceptions with Failure Modes" href="../tutorials/failure-modes.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Logging Training Metadata - rubicon-ml v0.7.4</title>
+        <title>Logging Training Metadata - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
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     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/manage-experiment-relationships.html b/logging-examples/manage-experiment-relationships.html
index e3d353a6..427fdac5 100644
--- a/logging-examples/manage-experiment-relationships.html
+++ b/logging-examples/manage-experiment-relationships.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Register a custom schema" href="register-custom-schema.html" /><link rel="prev" title="Log with Multiple Backends" href="multiple-backend.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Manage Experiment Relationships - rubicon-ml v0.7.4</title>
+        <title>Manage Experiment Relationships - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/multiple-backend.html b/logging-examples/multiple-backend.html
index 7eedc143..f675f371 100644
--- a/logging-examples/multiple-backend.html
+++ b/logging-examples/multiple-backend.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Manage Experiment Relationships" href="manage-experiment-relationships.html" /><link rel="prev" title="Link Plots to Features" href="logging-feature-plots.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Log with Multiple Backends - rubicon-ml v0.7.4</title>
+        <title>Log with Multiple Backends - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
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     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
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     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/register-custom-schema.html b/logging-examples/register-custom-schema.html
index 749e45a5..dc9ea211 100644
--- a/logging-examples/register-custom-schema.html
+++ b/logging-examples/register-custom-schema.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Set a schema on a project" href="set-schema.html" /><link rel="prev" title="Manage Experiment Relationships" href="manage-experiment-relationships.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Register a custom schema - rubicon-ml v0.7.4</title>
+        <title>Register a custom schema - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
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     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/rubiconJSON-querying.html b/logging-examples/rubiconJSON-querying.html
index 3c3b12d5..16801d87 100644
--- a/logging-examples/rubiconJSON-querying.html
+++ b/logging-examples/rubiconJSON-querying.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Visualizations" href="../visualizations.html" /><link rel="prev" title="Tagging" href="tagging.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Query projects &amp; experiments with RubiconJSON - rubicon-ml v0.7.4</title>
+        <title>Query projects &amp; experiments with RubiconJSON - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
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     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/set-schema.html b/logging-examples/set-schema.html
index aff2323b..073353a4 100644
--- a/logging-examples/set-schema.html
+++ b/logging-examples/set-schema.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Visualize Logged Dataframes" href="visualizing-logged-dataframes.html" /><link rel="prev" title="Register a custom schema" href="register-custom-schema.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Set a schema on a project - rubicon-ml v0.7.4</title>
+        <title>Set a schema on a project - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
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     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/tagging.html b/logging-examples/tagging.html
index c037cf96..f4484ebb 100644
--- a/logging-examples/tagging.html
+++ b/logging-examples/tagging.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Query projects &amp; experiments with RubiconJSON" href="rubiconJSON-querying.html" /><link rel="prev" title="Logging with a schema" href="log-with-schema.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Tagging - rubicon-ml v0.7.4</title>
+        <title>Tagging - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/logging-examples/visualizing-logged-dataframes.html b/logging-examples/visualizing-logged-dataframes.html
index 227e61f6..2572b333 100644
--- a/logging-examples/visualizing-logged-dataframes.html
+++ b/logging-examples/visualizing-logged-dataframes.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Glossary" href="../glossary.html" /><link rel="prev" title="Set a schema on a project" href="set-schema.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Visualize Logged Dataframes - rubicon-ml v0.7.4</title>
+        <title>Visualize Logged Dataframes - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/objects.inv b/objects.inv
index 6ef593b5..afbc178c 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git a/py-modindex.html b/py-modindex.html
index 33669d39..b85fac49 100644
--- a/py-modindex.html
+++ b/py-modindex.html
@@ -4,7 +4,7 @@
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     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" />
 
-    <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 --><title>Python Module Index - rubicon-ml v0.7.4</title>
+    <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 --><title>Python Module Index - rubicon-ml v0.8.0</title>
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@@ -179,7 +179,7 @@
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     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -207,7 +207,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/quick-look/logging-experiments.html b/quick-look/logging-experiments.html
index 95aadf61..944adc96 100644
--- a/quick-look/logging-experiments.html
+++ b/quick-look/logging-experiments.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Sharing Experiments" href="sharing-experiments.html" /><link rel="prev" title="Welcome to the rubicon-ml Docs!" href="../index.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Logging Experiments - rubicon-ml v0.7.4</title>
+        <title>Logging Experiments - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/quick-look/sharing-experiments.html b/quick-look/sharing-experiments.html
index fff00f07..3e776c18 100644
--- a/quick-look/sharing-experiments.html
+++ b/quick-look/sharing-experiments.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Visualizing Experiments" href="visualizing-experiments.html" /><link rel="prev" title="Logging Experiments" href="logging-experiments.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Sharing Experiments - rubicon-ml v0.7.4</title>
+        <title>Sharing Experiments - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/quick-look/visualizing-experiments.html b/quick-look/visualizing-experiments.html
index c56fe894..b4d9e68e 100644
--- a/quick-look/visualizing-experiments.html
+++ b/quick-look/visualizing-experiments.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Ignoring Exceptions with Failure Modes" href="../tutorials/failure-modes.html" /><link rel="prev" title="Sharing Experiments" href="sharing-experiments.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Visualizing Experiments - rubicon-ml v0.7.4</title>
+        <title>Visualizing Experiments - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/schema-representation.html b/schema-representation.html
index 91b2efa1..e124f062 100644
--- a/schema-representation.html
+++ b/schema-representation.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Contributing" href="contributing.html" /><link rel="prev" title="API Reference" href="api_reference.html" />
 
     <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Representing model metadata with a schema - rubicon-ml v0.7.4</title>
+        <title>Representing model metadata with a schema - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
@@ -181,7 +181,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -209,7 +209,7 @@
     <img class="sidebar-logo only-dark" src="_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/search.html b/search.html
index 58dc8406..dc8f1391 100644
--- a/search.html
+++ b/search.html
@@ -7,7 +7,7 @@
 
     <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
 <meta name="robots" content="noindex" />
-<title>Search - <div class='version'>rubicon-ml v0.7.4</div></title><link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
+<title>Search - <div class='version'>rubicon-ml v0.8.0</div></title><link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=387cc868" />
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@@ -181,7 +181,7 @@
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     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
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     <div class="header-right">
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@@ -209,7 +209,7 @@
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   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="#" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/searchindex.js b/searchindex.js
index 46d286fa..3aa7269a 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/tutorials/failure-modes.html b/tutorials/failure-modes.html
index 4c844e6b..747a7b06 100644
--- a/tutorials/failure-modes.html
+++ b/tutorials/failure-modes.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Logging Training Metadata" href="../logging-examples/logging-training-metadata.html" /><link rel="prev" title="Visualizing Experiments" href="../quick-look/visualizing-experiments.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Ignoring Exceptions with Failure Modes - rubicon-ml v0.7.4</title>
+        <title>Ignoring Exceptions with Failure Modes - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/visualizations.html b/visualizations.html
index 2ac0b5a3..edca4fbf 100644
--- a/visualizations.html
+++ b/visualizations.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="Dataframe Plot" href="visualizations/dataframe-plot.html" /><link rel="prev" title="Query projects &amp; experiments with RubiconJSON" href="logging-examples/rubiconJSON-querying.html" />
 
     <link rel="shortcut icon" href="_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Visualizations - rubicon-ml v0.7.4</title>
+        <title>Visualizations - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
@@ -181,7 +181,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -209,7 +209,7 @@
     <img class="sidebar-logo only-dark" src="_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/visualizations/dashboard.html b/visualizations/dashboard.html
index 918939a7..4eda0f79 100644
--- a/visualizations/dashboard.html
+++ b/visualizations/dashboard.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Distinguish Failed Experiments" href="../logging-examples/logging-experiment-failures.html" /><link rel="prev" title="Metric Lists Comparison" href="metric-lists-comparisons.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Dashboard - rubicon-ml v0.7.4</title>
+        <title>Dashboard - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/visualizations/dataframe-plot.html b/visualizations/dataframe-plot.html
index 84d42319..58ed916f 100644
--- a/visualizations/dataframe-plot.html
+++ b/visualizations/dataframe-plot.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Experiments Table" href="experiments-table.html" /><link rel="prev" title="Visualizations" href="../visualizations.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Dataframe Plot - rubicon-ml v0.7.4</title>
+        <title>Dataframe Plot - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/visualizations/experiments-table.html b/visualizations/experiments-table.html
index a3346902..aa901b82 100644
--- a/visualizations/experiments-table.html
+++ b/visualizations/experiments-table.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Metric Correlation Plot" href="metric-correlation-plot.html" /><link rel="prev" title="Dataframe Plot" href="dataframe-plot.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Experiments Table - rubicon-ml v0.7.4</title>
+        <title>Experiments Table - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/visualizations/metric-correlation-plot.html b/visualizations/metric-correlation-plot.html
index 6c52335c..adc29ab9 100644
--- a/visualizations/metric-correlation-plot.html
+++ b/visualizations/metric-correlation-plot.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Metric Lists Comparison" href="metric-lists-comparisons.html" /><link rel="prev" title="Experiments Table" href="experiments-table.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Metric Correlation Plot - rubicon-ml v0.7.4</title>
+        <title>Metric Correlation Plot - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
diff --git a/visualizations/metric-lists-comparisons.html b/visualizations/metric-lists-comparisons.html
index 7e67c56a..e5860374 100644
--- a/visualizations/metric-lists-comparisons.html
+++ b/visualizations/metric-lists-comparisons.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Dashboard" href="dashboard.html" /><link rel="prev" title="Metric Correlation Plot" href="metric-correlation-plot.html" />
 
     <link rel="shortcut icon" href="../_static/rubicon_ml_logo_favicon.png"/><!-- Generated with Sphinx 7.3.7 and Furo 2024.05.06 -->
-        <title>Metric Lists Comparison - rubicon-ml v0.7.4</title>
+        <title>Metric Lists Comparison - rubicon-ml v0.8.0</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=387cc868" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
@@ -182,7 +182,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.7.4</div></div></a>
+      <a href="../index.html"><div class="brand"><div class='version'>rubicon-ml v0.8.0</div></div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -210,7 +210,7 @@
     <img class="sidebar-logo only-dark" src="../_static/images/rubicon_ml_logo_only.svg" alt="Dark Logo"/>
   </div>
   
-  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.7.4</div></span>
+  <span class="sidebar-brand-text"><div class='version'>rubicon-ml v0.8.0</div></span>
   
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">