From 0c30ae014cfa01b568582a64f39d364df3378ac4 Mon Sep 17 00:00:00 2001 From: Dudu Lasry Date: Wed, 3 Jul 2024 18:52:03 +0300 Subject: [PATCH] Add support for LiteLLM Proxy Server (#14523) --- .../llama-index-embeddings-litellm/.gitignore | 153 + .../llama-index-embeddings-litellm/BUILD | 3 + .../llama-index-embeddings-litellm/Makefile | 17 + .../llama-index-embeddings-litellm/README.md | 1 + .../llama_index/embeddings/__init__.py | 0 .../llama_index/embeddings/litellm/BUILD | 1 + .../embeddings/litellm/__init__.py | 3 + .../llama_index/embeddings/litellm/base.py | 69 + .../poetry.lock | 4716 +++++++++++++++++ .../pyproject.toml | 63 + .../tests/BUILD | 3 + .../tests/__init__.py | 0 .../tests/test_embeddings_litellm.py | 37 + 13 files changed, 5066 insertions(+) create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/.gitignore create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/BUILD create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/Makefile create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/README.md create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/__init__.py create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/BUILD create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/__init__.py create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/base.py create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/poetry.lock create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/pyproject.toml create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/tests/BUILD create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/tests/__init__.py create mode 100644 llama-index-integrations/embeddings/llama-index-embeddings-litellm/tests/test_embeddings_litellm.py diff --git a/llama-index-integrations/embeddings/llama-index-embeddings-litellm/.gitignore b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/.gitignore new file mode 100644 index 0000000000000..990c18de22908 --- /dev/null +++ b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/.gitignore @@ -0,0 +1,153 @@ +llama_index/_static +.DS_Store +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +bin/ +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +etc/ +include/ +lib/ +lib64/ +parts/ +sdist/ +share/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +.ruff_cache + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints +notebooks/ + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ +pyvenv.cfg + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# Jetbrains +.idea +modules/ +*.swp + +# VsCode +.vscode + +# pipenv +Pipfile +Pipfile.lock + +# pyright +pyrightconfig.json diff --git a/llama-index-integrations/embeddings/llama-index-embeddings-litellm/BUILD b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/BUILD new file mode 100644 index 0000000000000..0896ca890d8bf --- /dev/null +++ b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/BUILD @@ -0,0 +1,3 @@ +poetry_requirements( + name="poetry", +) diff --git a/llama-index-integrations/embeddings/llama-index-embeddings-litellm/Makefile b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/Makefile new file mode 100644 index 0000000000000..b9eab05aa3706 --- /dev/null +++ b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/Makefile @@ -0,0 +1,17 @@ +GIT_ROOT ?= $(shell git rev-parse --show-toplevel) + +help: ## Show all Makefile targets. + @grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[33m%-30s\033[0m %s\n", $$1, $$2}' + +format: ## Run code autoformatters (black). + pre-commit install + git ls-files | xargs pre-commit run black --files + +lint: ## Run linters: pre-commit (black, ruff, codespell) and mypy + pre-commit install && git ls-files | xargs pre-commit run --show-diff-on-failure --files + +test: ## Run tests via pytest. + pytest tests + +watch-docs: ## Build and watch documentation. + sphinx-autobuild docs/ docs/_build/html --open-browser --watch $(GIT_ROOT)/llama_index/ diff --git a/llama-index-integrations/embeddings/llama-index-embeddings-litellm/README.md b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/README.md new file mode 100644 index 0000000000000..c3a80527fc200 --- /dev/null +++ b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/README.md @@ -0,0 +1 @@ +# LlamaIndex Embeddings Integration: LiteLLM diff --git a/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/__init__.py b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/__init__.py new file mode 100644 index 0000000000000..e69de29bb2d1d diff --git a/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/BUILD b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/BUILD new file mode 100644 index 0000000000000..db46e8d6c978c --- /dev/null +++ b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/BUILD @@ -0,0 +1 @@ +python_sources() diff --git a/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/__init__.py b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/__init__.py new file mode 100644 index 0000000000000..f66714666ef88 --- /dev/null +++ b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/__init__.py @@ -0,0 +1,3 @@ +from llama_index.embeddings.litellm.base import LiteLLMEmbedding + +__all__ = ["LiteLLMEmbedding"] diff --git a/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/base.py b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/base.py new file mode 100644 index 0000000000000..a373a43071121 --- /dev/null +++ b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/llama_index/embeddings/litellm/base.py @@ -0,0 +1,69 @@ +from typing import List +from litellm import embedding + +from llama_index.core.bridge.pydantic import Field +from llama_index.core.embeddings import BaseEmbedding + + +def get_embeddings(api_key: str, api_base: str, model_name: str, input: List[str]): + if not api_key: + # If key is not provided, we assume the consumer has configured + # their LiteLLM proxy server with their API key. + api_key = "some key" + + response = embedding( + api_key=api_key, + api_base=api_base, + model=model_name, + input=input, + ) + return [result["embedding"] for result in response.data] + + +class LiteLLMEmbedding(BaseEmbedding): + model_name: str = Field( + default="unknown", description="The name of the embedding model." + ) + api_key: str = Field( + default="unknown", + description="OpenAI key. If not provided, the proxy server must be configured with the key.", + ) + api_base: str = Field( + default="unknown", description="The base URL of the LiteLLM proxy." + ) + + @classmethod + def class_name(cls) -> str: + return "lite-llm" + + async def _aget_query_embedding(self, query: str) -> List[float]: + return self._get_query_embedding(query) + + async def _aget_text_embedding(self, text: str) -> List[float]: + return self._get_text_embedding(text) + + def _get_query_embedding(self, query: str) -> List[float]: + embeddings = get_embeddings( + api_key=self.api_key, + api_base=self.api_base, + model_name=self.model_name, + input=[query], + ) + return embeddings[0] + + def _get_text_embedding(self, text: str) -> List[float]: + embeddings = get_embeddings( + api_key=self.api_key, + api_base=self.api_base, + model_name=self.model_name, + input=[text], + ) + return embeddings[0] + + def _get_text_embeddings(self, texts: List[str]) -> List[List[float]]: + return get_embeddings( + 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b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/tests/test_embeddings_litellm.py new file mode 100644 index 0000000000000..74101ab9b8b73 --- /dev/null +++ b/llama-index-integrations/embeddings/llama-index-embeddings-litellm/tests/test_embeddings_litellm.py @@ -0,0 +1,37 @@ +from pytest_mock import MockerFixture +from llama_index.embeddings.litellm import LiteLLMEmbedding + +MOCK_EMBEDDINGS = [[0.1, 0.2, 0.3]] + + +def test_get_query_embedding(mocker: MockerFixture): + mocker.patch( + "llama_index.embeddings.litellm.base.get_embeddings", + return_value=MOCK_EMBEDDINGS, + ) + lite_llm_embedding = LiteLLMEmbedding(api_base="test_base", model_name="test_model") + + result = lite_llm_embedding._get_query_embedding("test_query") + assert result == [0.1, 0.2, 0.3] + + +def test_get_text_embedding(mocker: MockerFixture): + mocker.patch( + "llama_index.embeddings.litellm.base.get_embeddings", + return_value=MOCK_EMBEDDINGS, + ) + lite_llm_embedding = LiteLLMEmbedding(api_base="test_base", model_name="test_model") + + result = lite_llm_embedding._get_text_embedding("test_query") + assert result == [0.1, 0.2, 0.3] + + +def test_get_text_embeddings(mocker: MockerFixture): + mocker.patch( + "llama_index.embeddings.litellm.base.get_embeddings", + return_value=MOCK_EMBEDDINGS, + ) + lite_llm_embedding = LiteLLMEmbedding(api_base="test_base", model_name="test_model") + + result = lite_llm_embedding._get_text_embeddings("test_query") + assert result == [[0.1, 0.2, 0.3]]