From 8639b55d5248c4e17c7f1e2c51898edf8631f97d Mon Sep 17 00:00:00 2001
From: Li Yin
Date: Sat, 18 May 2024 18:57:32 -0700
Subject: [PATCH] added google gen ai client, support gemini-1.0-pro and
gemini-1.5-pro-latest
---
components/api_client/__init__.py | 1 +
components/api_client/google_client.py | 101 +++
components/api_client/transformers_client.py | 15 +-
poetry.lock | 788 ++++++++++++++-----
pyproject.toml | 1 +
use_cases/simple_qa_anthropic.py | 33 +
use_cases/simple_qa_google.py | 33 +
use_cases/simple_qa_groq.py | 5 +-
8 files changed, 755 insertions(+), 222 deletions(-)
create mode 100644 components/api_client/google_client.py
create mode 100644 use_cases/simple_qa_anthropic.py
create mode 100644 use_cases/simple_qa_google.py
diff --git a/components/api_client/__init__.py b/components/api_client/__init__.py
index 5f7512d0..eb30d0dc 100644
--- a/components/api_client/__init__.py
+++ b/components/api_client/__init__.py
@@ -2,3 +2,4 @@
from .groq_client import *
from .anthropic_client import *
from .transformers_client import *
+from .google_client import *
diff --git a/components/api_client/google_client.py b/components/api_client/google_client.py
new file mode 100644
index 00000000..7ae8a9b4
--- /dev/null
+++ b/components/api_client/google_client.py
@@ -0,0 +1,101 @@
+"""
+This demonstrates how to wrap the OpenAI API client to fit into LightRAG APIClient
+"""
+
+import os
+from core.api_client import APIClient
+from typing import Any, Dict, Sequence, Union, Optional, List
+from core.data_classes import ModelType
+import backoff
+
+try:
+ import google.generativeai as genai
+ from google.api_core.exceptions import (
+ InternalServerError,
+ BadRequest,
+ GoogleAPICallError,
+ )
+ from google.generativeai.types import GenerateContentResponse
+except ImportError:
+ raise ImportError("Please install google-generativeai to use GoogleGenAIClient")
+
+
+class GoogleGenAIClient(APIClient):
+ def __init__(self):
+ super().__init__()
+ self.sync_client = self._init_sync_client()
+ self.async_client = None # only initialize if the async call is called
+ self.tested_llm_models = ["gemini-1.0-pro", "gemini-1.5-pro-latest"]
+
+ def _init_sync_client(self):
+ api_key = os.getenv("GOOGLE_API_KEY")
+ if not api_key:
+ raise ValueError("Environment variable GOOGLE_API_KEY must be set")
+ genai.configure(api_key=api_key)
+ return genai
+
+ # def _init_async_client(self):
+ # api_key = os.getenv("GOOGLE_API_KEY")
+ # if not api_key:
+ # raise ValueError("Environment variable GOOGLE_API_KEY must be set")
+ # return AsyncOpenAI()
+
+ def parse_chat_completion(self, completion: GenerateContentResponse) -> str:
+ """
+ Parse the completion to a structure your sytem standarizes. (here is str)
+ # TODO: standardize the completion
+ """
+ print(f"completion: {completion}")
+ return completion.text
+ # result["candidates"][0]["contents"]["parts"][0]["text"]
+
+ def convert_input_to_api_kwargs(
+ self,
+ input: Union[str, Sequence],
+ system_input: Optional[Union[str]] = None,
+ combined_model_kwargs: Dict = {},
+ model_type: ModelType = ModelType.UNDEFINED,
+ ) -> Dict:
+ r"""
+ Specify the API input type and output api_kwargs that will be used in _call and _acall methods.
+ Convert the Component's standard input, and system_input(chat model) and model_kwargs into API-specific format
+ """
+ final_model_kwargs = combined_model_kwargs.copy()
+ if model_type == ModelType.EMBEDDER:
+ if isinstance(input, str):
+ input = [input]
+ # convert input to input
+ assert isinstance(input, Sequence), "input must be a sequence of text"
+ final_model_kwargs["input"] = input
+ elif model_type == ModelType.LLM:
+ prompt: str = f"{system_input}\n\nUser query: {input}\n You:"
+
+ final_model_kwargs["prompt"] = prompt
+ else:
+ raise ValueError(f"model_type {model_type} is not supported")
+ return final_model_kwargs
+
+ @backoff.on_exception(
+ backoff.expo,
+ (
+ InternalServerError,
+ BadRequest,
+ GoogleAPICallError,
+ ),
+ max_time=5,
+ )
+ def call(self, api_kwargs: Dict = {}, model_type: ModelType = ModelType.UNDEFINED):
+ """
+ kwargs is the combined input and model_kwargs
+ """
+
+ if model_type == ModelType.LLM:
+ # remove model from api_kwargs
+ model = api_kwargs.pop("model")
+ prompt = api_kwargs.pop("prompt")
+
+ config = genai.GenerationConfig(**api_kwargs)
+ llm = genai.GenerativeModel(model_name=model, generation_config=config)
+ return llm.generate_content(contents=prompt)
+ else:
+ raise ValueError(f"model_type {model_type} is not supported")
diff --git a/components/api_client/transformers_client.py b/components/api_client/transformers_client.py
index e7781105..9b464c80 100644
--- a/components/api_client/transformers_client.py
+++ b/components/api_client/transformers_client.py
@@ -95,10 +95,10 @@ def __init__(self) -> None:
def _init_sync_client(self):
return TransformerEmbedder()
- def _call(self, kwargs: Dict = {}, model_type: ModelType = ModelType.UNDEFINED):
- return self.sync_client(**kwargs)
+ def call(self, api_kwargs: Dict = {}, model_type: ModelType = ModelType.UNDEFINED):
+ return self.sync_client(**api_kwargs)
- def _combine_input_and_model_kwargs(
+ def convert_input_to_api_kwargs(
self,
input: Any,
combined_model_kwargs: dict = {},
@@ -131,9 +131,16 @@ def test_transformer_client():
"model": "thenlper/gte-base",
"mock": False,
}
+ api_kwargs = transformer_client.convert_input_to_api_kwargs(
+ input="Hello world",
+ combined_model_kwargs=kwargs,
+ model_type=ModelType.EMBEDDER,
+ )
+ print(api_kwargs)
output = transformer_client.call(
- input="Hello world", model_type=ModelType.EMBEDDER, model_kwargs=kwargs
+ api_kwargs=api_kwargs, model_type=ModelType.EMBEDDER
)
+
print(transformer_client)
print(output)
diff --git a/poetry.lock b/poetry.lock
index f49dbaf8..d40ae9ce 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -110,24 +110,16 @@ files = [
frozenlist = ">=1.1.0"
[[package]]
-name = "alembic"
-version = "1.13.1"
-description = "A database migration tool for SQLAlchemy."
+name = "alabaster"
+version = "0.7.16"
+description = "A light, configurable Sphinx theme"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
files = [
- {file = "alembic-1.13.1-py3-none-any.whl", hash = "sha256:2edcc97bed0bd3272611ce3a98d98279e9c209e7186e43e75bbb1b2bdfdbcc43"},
- {file = "alembic-1.13.1.tar.gz", hash = "sha256:4932c8558bf68f2ee92b9bbcb8218671c627064d5b08939437af6d77dc05e595"},
+ {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
+ {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
]
-[package.dependencies]
-Mako = "*"
-SQLAlchemy = ">=1.3.0"
-typing-extensions = ">=4"
-
-[package.extras]
-tz = ["backports.zoneinfo"]
-
[[package]]
name = "annotated-types"
version = "0.6.0"
@@ -220,6 +212,20 @@ tests = ["attrs[tests-no-zope]", "zope-interface"]
tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+[[package]]
+name = "babel"
+version = "2.15.0"
+description = "Internationalization utilities"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
+ {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
+]
+
+[package.extras]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
+
[[package]]
name = "backoff"
version = "2.2.1"
@@ -263,6 +269,17 @@ files = [
{file = "boilerpy3-1.0.7.tar.gz", hash = "sha256:a9fede212f80a36dbc7d4f93e35d8636911cb6b37085a3230557d16ad0f076c8"},
]
+[[package]]
+name = "cachetools"
+version = "5.3.3"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
+ {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
+]
+
[[package]]
name = "certifi"
version = "2024.2.2"
@@ -409,23 +426,6 @@ files = [
{file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
]
-[[package]]
-name = "colorlog"
-version = "6.8.2"
-description = "Add colours to the output of Python's logging module."
-optional = false
-python-versions = ">=3.6"
-files = [
- {file = "colorlog-6.8.2-py3-none-any.whl", hash = "sha256:4dcbb62368e2800cb3c5abd348da7e53f6c362dda502ec27c560b2e58a66bd33"},
- {file = "colorlog-6.8.2.tar.gz", hash = "sha256:3e3e079a41feb5a1b64f978b5ea4f46040a94f11f0e8bbb8261e3dbbeca64d44"},
-]
-
-[package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-
-[package.extras]
-development = ["black", "flake8", "mypy", "pytest", "types-colorama"]
-
[[package]]
name = "contourpy"
version = "1.2.1"
@@ -521,25 +521,26 @@ typing-inspect = ">=0.4.0,<1"
[[package]]
name = "datasets"
-version = "2.14.7"
+version = "2.19.1"
description = "HuggingFace community-driven open-source library of datasets"
optional = false
python-versions = ">=3.8.0"
files = [
- {file = "datasets-2.14.7-py3-none-any.whl", hash = "sha256:1a64041a7da4f4130f736fc371c1f528b8ddd208cebe156400f65719bdbba79d"},
- {file = "datasets-2.14.7.tar.gz", hash = "sha256:394cf9b4ec0694b25945977b16ad5d18d5c15fb0e94141713eb8ead7452caf9e"},
+ {file = "datasets-2.19.1-py3-none-any.whl", hash = "sha256:f7a78d15896f45004ccac1c298f3c7121f92f91f6f2bfbd4e4f210f827e6e411"},
+ {file = "datasets-2.19.1.tar.gz", hash = "sha256:0df9ef6c5e9138cdb996a07385220109ff203c204245578b69cca905eb151d3a"},
]
[package.dependencies]
aiohttp = "*"
-dill = ">=0.3.0,<0.3.8"
-fsspec = {version = ">=2023.1.0,<=2023.10.0", extras = ["http"]}
-huggingface-hub = ">=0.14.0,<1.0.0"
+dill = ">=0.3.0,<0.3.9"
+filelock = "*"
+fsspec = {version = ">=2023.1.0,<=2024.3.1", extras = ["http"]}
+huggingface-hub = ">=0.21.2"
multiprocess = "*"
numpy = ">=1.17"
packaging = "*"
pandas = "*"
-pyarrow = ">=8.0.0"
+pyarrow = ">=12.0.0"
pyarrow-hotfix = "*"
pyyaml = ">=5.1"
requests = ">=2.19.0"
@@ -547,18 +548,18 @@ tqdm = ">=4.62.1"
xxhash = "*"
[package.extras]
-apache-beam = ["apache-beam (>=2.26.0,<2.44.0)"]
+apache-beam = ["apache-beam (>=2.26.0)"]
audio = ["librosa", "soundfile (>=0.12.1)"]
benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"]
-dev = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "black (>=23.1,<24.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "pyyaml (>=5.3.1)", "rarfile (>=4.0)", "ruff (>=0.0.241)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"]
-docs = ["s3fs", "tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos", "torch", "transformers"]
-jax = ["jax (>=0.2.8,!=0.3.2,<=0.3.25)", "jaxlib (>=0.1.65,<=0.3.25)"]
+dev = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "jax (>=0.3.14)", "jaxlib (>=0.3.14)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy", "tensorflow (>=2.6.0)", "tiktoken", "torch", "torch (>=2.0.0)", "transformers", "typing-extensions (>=4.6.1)", "zstandard"]
+docs = ["s3fs", "tensorflow (>=2.6.0)", "torch", "transformers"]
+jax = ["jax (>=0.3.14)", "jaxlib (>=0.3.14)"]
metrics-tests = ["Werkzeug (>=1.0.1)", "accelerate", "bert-score (>=0.3.6)", "jiwer", "langdetect", "mauve-text", "nltk", "requests-file (>=1.5.1)", "rouge-score", "sacrebleu", "sacremoses", "scikit-learn", "scipy", "sentencepiece", "seqeval", "six (>=1.15.0,<1.16.0)", "spacy (>=3.0.0)", "texttable (>=1.6.3)", "tldextract", "tldextract (>=3.1.0)", "toml (>=0.10.1)", "typer (<0.5.0)"]
-quality = ["black (>=23.1,<24.0)", "pyyaml (>=5.3.1)", "ruff (>=0.0.241)"]
+quality = ["ruff (>=0.3.0)"]
s3 = ["s3fs"]
-tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)", "tensorflow-macos"]
-tensorflow-gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"]
-tests = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0,<2.44.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy (<2.0.0)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "tensorflow-macos", "tiktoken", "torch", "transformers", "zstandard"]
+tensorflow = ["tensorflow (>=2.6.0)"]
+tensorflow-gpu = ["tensorflow (>=2.6.0)"]
+tests = ["Pillow (>=6.2.1)", "absl-py", "apache-beam (>=2.26.0)", "elasticsearch (<8.0.0)", "faiss-cpu (>=1.6.4)", "jax (>=0.3.14)", "jaxlib (>=0.3.14)", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "sqlalchemy", "tensorflow (>=2.6.0)", "tiktoken", "torch (>=2.0.0)", "transformers", "typing-extensions (>=4.6.1)", "zstandard"]
torch = ["torch"]
vision = ["Pillow (>=6.2.1)"]
@@ -638,45 +639,16 @@ files = [
]
[[package]]
-name = "dspy-ai"
-version = "2.4.9"
-description = "DSPy"
+name = "docutils"
+version = "0.20.1"
+description = "Docutils -- Python Documentation Utilities"
optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.7"
files = [
- {file = "dspy-ai-2.4.9.tar.gz", hash = "sha256:5cf5dc30e976b244477851ca538133678330efeb60a54a79e0c94e9067d11d1a"},
- {file = "dspy_ai-2.4.9-py3-none-any.whl", hash = "sha256:945f2a3110cfa9ac99ad5d326ae284fac619765ac7e2a35ca44873aed397eba1"},
+ {file = "docutils-0.20.1-py3-none-any.whl", hash = "sha256:96f387a2c5562db4476f09f13bbab2192e764cac08ebbf3a34a95d9b1e4a59d6"},
+ {file = "docutils-0.20.1.tar.gz", hash = "sha256:f08a4e276c3a1583a86dce3e34aba3fe04d02bba2dd51ed16106244e8a923e3b"},
]
-[package.dependencies]
-backoff = ">=2.2.1,<2.3.0"
-datasets = ">=2.14.6,<2.15.0"
-joblib = ">=1.3.2,<1.4.0"
-openai = ">=0.28.1,<2.0.0"
-optuna = "*"
-pandas = "*"
-pydantic = ">=2.0,<3.0"
-regex = "*"
-requests = "*"
-structlog = "*"
-tqdm = "*"
-ujson = "*"
-
-[package.extras]
-anthropic = ["anthropic (>=0.18.0,<0.19.0)"]
-aws = ["boto3 (>=1.34.78,<1.35.0)"]
-chromadb = ["chromadb (>=0.4.14,<0.5.0)"]
-dev = ["pytest (>=6.2.5)"]
-docs = ["autodoc-pydantic", "docutils (<0.17)", "furo (>=2023.3.27)", "m2r2", "myst-nb", "myst-parser", "sphinx (>=4.3.0)", "sphinx-autobuild", "sphinx-automodapi (==0.16.0)", "sphinx-reredirects (>=0.1.2)", "sphinx-rtd-theme"]
-faiss-cpu = ["faiss-cpu", "sentence-transformers"]
-google-vertex-ai = ["google-cloud-aiplatform (==1.43.0)"]
-marqo = ["marqo", "marqo (>=3.1.0,<3.2.0)"]
-milvus = ["pymilvus (>=2.3.7,<2.4.0)"]
-mongodb = ["pymongo (>=3.12.0,<3.13.0)"]
-pinecone = ["pinecone-client (>=2.2.4,<2.3.0)"]
-qdrant = ["fastembed", "fastembed (>=0.1.0)", "qdrant-client", "qdrant-client (>=1.6.2)"]
-weaviate = ["weaviate-client (>=3.26.1,<3.27.0)", "weaviate-client (>=4.5.4,<4.6.0)"]
-
[[package]]
name = "executing"
version = "2.0.1"
@@ -935,6 +907,144 @@ smb = ["smbprotocol"]
ssh = ["paramiko"]
tqdm = ["tqdm"]
+[[package]]
+name = "google-ai-generativelanguage"
+version = "0.6.4"
+description = "Google Ai Generativelanguage API client library"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "google-ai-generativelanguage-0.6.4.tar.gz", hash = "sha256:1750848c12af96cb24ae1c3dd05e4bfe24867dc4577009ed03e1042d8421e874"},
+ {file = "google_ai_generativelanguage-0.6.4-py3-none-any.whl", hash = "sha256:730e471aa549797118fb1c88421ba1957741433ada575cf5dd08d3aebf903ab1"},
+]
+
+[package.dependencies]
+google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
+google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
+proto-plus = ">=1.22.3,<2.0.0dev"
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
+
+[[package]]
+name = "google-api-core"
+version = "2.19.0"
+description = "Google API client core library"
+optional = false
+python-versions = ">=3.7"
+files = [
+ {file = "google-api-core-2.19.0.tar.gz", hash = "sha256:cf1b7c2694047886d2af1128a03ae99e391108a08804f87cfd35970e49c9cd10"},
+ {file = "google_api_core-2.19.0-py3-none-any.whl", hash = "sha256:8661eec4078c35428fd3f69a2c7ee29e342896b70f01d1a1cbcb334372dd6251"},
+]
+
+[package.dependencies]
+google-auth = ">=2.14.1,<3.0.dev0"
+googleapis-common-protos = ">=1.56.2,<2.0.dev0"
+grpcio = {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}
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+proto-plus = ">=1.22.3,<2.0.0dev"
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@@ -1116,6 +1300,20 @@ http2 = ["h2 (>=3,<5)"]
socks = ["socksio (==1.*)"]
trio = ["trio (>=0.22.0,<0.26.0)"]
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@@ -1199,6 +1397,17 @@ files = [
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]
[[package]]
@@ -4550,5 +4909,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
[metadata]
lock-version = "2.0"
python-versions = ">=3.11,<3.12"
-content-hash = "c47a66444076cf8adc2da1eab22c2c0c30bf35b1dd182c19641b8126bd4e8f9b"
-
+content-hash = "f4ae673a35089c3bc8aa35a656849efc03be8175ceaedf966f2be268fd0500e5"
diff --git a/pyproject.toml b/pyproject.toml
index c7d2043f..cf7fcee7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,6 +55,7 @@ pyvis = "^0.3.2"
llama-index-llms-ollama = "^0.1.3"
llama-index-llms-replicate = "^0.1.3"
anthropic = "^0.26.0"
+google-generativeai = "^0.5.4"
[tool.ruff]
diff --git a/use_cases/simple_qa_anthropic.py b/use_cases/simple_qa_anthropic.py
new file mode 100644
index 00000000..6a683cc3
--- /dev/null
+++ b/use_cases/simple_qa_anthropic.py
@@ -0,0 +1,33 @@
+"""
+We just need to very basic generator that can be used to generate text from a prompt.
+"""
+
+from core.generator import Generator
+from core.component import Component
+
+from components.api_client import AnthropicAPIClient
+
+import utils.setup_env
+
+
+class SimpleQA(Component):
+ def __init__(self):
+ super().__init__()
+ self.generator = Generator(
+ model_client=AnthropicAPIClient,
+ model_kwargs={"model": "claude-3-opus-20240229", "max_tokens": 1000},
+ preset_prompt_kwargs={
+ "task_desc_str": "You are a helpful assistant and with a great sense of humor."
+ },
+ )
+
+ def call(self, query: str) -> str:
+ return self.generator.call(input=query)
+
+
+if __name__ == "__main__":
+ simple_qa = SimpleQA()
+ print(simple_qa)
+ print("show the system prompt")
+ simple_qa.generator.print_prompt()
+ print(simple_qa.call("What is the capital of France?"))
diff --git a/use_cases/simple_qa_google.py b/use_cases/simple_qa_google.py
new file mode 100644
index 00000000..06759617
--- /dev/null
+++ b/use_cases/simple_qa_google.py
@@ -0,0 +1,33 @@
+"""
+We just need to very basic generator that can be used to generate text from a prompt.
+"""
+
+from core.generator import Generator
+from core.component import Component
+
+from components.api_client import GoogleGenAIClient
+
+import utils.setup_env
+
+
+class SimpleQA(Component):
+ def __init__(self):
+ super().__init__()
+ self.generator = Generator(
+ model_client=GoogleGenAIClient,
+ model_kwargs={"model": "gemini-1.5-pro-latest"},
+ preset_prompt_kwargs={
+ "task_desc_str": "You are a helpful assistant and with a great sense of humor."
+ },
+ )
+
+ def call(self, query: str) -> str:
+ return self.generator.call(input=query)
+
+
+if __name__ == "__main__":
+ simple_qa = SimpleQA()
+ print(simple_qa)
+ print("show the system prompt")
+ simple_qa.generator.print_prompt()
+ print(simple_qa.call("What is the capital of France?"))
diff --git a/use_cases/simple_qa_groq.py b/use_cases/simple_qa_groq.py
index 3ce4b99f..7e1e706c 100644
--- a/use_cases/simple_qa_groq.py
+++ b/use_cases/simple_qa_groq.py
@@ -6,7 +6,6 @@
from core.component import Component
from components.api_client import GroqAPIClient
-from components.api_client import AnthropicAPIClient
import utils.setup_env
@@ -15,8 +14,8 @@ class SimpleQA(Component):
def __init__(self):
super().__init__()
self.generator = Generator(
- model_client=AnthropicAPIClient,
- model_kwargs={"model": "claude-3-opus-20240229", "max_tokens": 1000},
+ model_client=GroqAPIClient,
+ model_kwargs={"model": "llama3-8b-8192"},
preset_prompt_kwargs={
"task_desc_str": "You are a helpful assistant and with a great sense of humor."
},