From 53e79f40df009c4675f24f9208646113140acfb3 Mon Sep 17 00:00:00 2001 From: rchan Date: Fri, 10 May 2024 17:21:19 +0100 Subject: [PATCH 1/2] add ollama model --- poetry.lock | 801 ++++++++++++++------------ pyproject.toml | 32 +- reginald/models/models/__init__.py | 3 + reginald/models/models/llama_index.py | 41 ++ 4 files changed, 488 insertions(+), 389 deletions(-) diff --git a/poetry.lock b/poetry.lock index b58c9a11..8c31fbd0 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2,13 +2,13 @@ [[package]] name = "accelerate" -version = "0.28.0" +version = "0.30.0" description = "Accelerate" optional = false python-versions = ">=3.8.0" files = [ - {file = "accelerate-0.28.0-py3-none-any.whl", hash = "sha256:8ae25f8a8dc4cf12283842c469113836300545fb0dfa46fef331fb0a2ac8b421"}, - {file = "accelerate-0.28.0.tar.gz", hash = "sha256:32019a49f4b3a85cc179ac4e38e9e2971f1a997dee026be0512816499464c4d5"}, + {file = "accelerate-0.30.0-py3-none-any.whl", hash = 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"tqdm", "transformers"] [[package]] name = "aiofiles" @@ -1924,6 +1925,20 @@ files = [ docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"] testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"] +[[package]] +name = "intel-openmp" +version = "2021.4.0" +description = "Intel OpenMP* Runtime Library" +optional = false +python-versions = "*" +files = [ + {file = "intel_openmp-2021.4.0-py2.py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.whl", hash = "sha256:41c01e266a7fdb631a7609191709322da2bbf24b252ba763f125dd651bcc7675"}, + {file = "intel_openmp-2021.4.0-py2.py3-none-manylinux1_i686.whl", hash = "sha256:3b921236a38384e2016f0f3d65af6732cf2c12918087128a9163225451e776f2"}, + {file = "intel_openmp-2021.4.0-py2.py3-none-manylinux1_x86_64.whl", hash = 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= "triton-2.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6d8f636e0341ac348899a47a057c3daea99ea7db31528a225a3ba4ded28ccc65"}, ] [package.dependencies] @@ -7031,4 +7084,4 @@ llama-index-notebooks = ["bitsandbytes", "gradio", "ipykernel", "nbconvert"] [metadata] lock-version = "2.0" python-versions = ">=3.11,<3.12" -content-hash = "f78744285bbbab25c9333228d7fc038ab129770496c31fc8c2c473aab138c6de" +content-hash = "c4b8123ba3b9f39d13e9e93f9689b91ca2ee5fcc891491cad187ed00f13bd3a7" diff --git a/pyproject.toml b/pyproject.toml index 989e9892..241b6788 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -17,7 +17,7 @@ readme = "README.md" [tool.poetry.dependencies] python = ">=3.11,<3.12" -accelerate = "^0.28.0" +accelerate = "^0.30.0" bitsandbytes = { version="^0.41.1", optional=true } datasets = { version="^2.16.1", optional=true } faiss-cpu = { version="^1.7.4", optional=true } @@ -26,33 +26,35 @@ gitpython = "^3.1.43" gradio = { version="^4.25.0", optional=true } httpx = "^0.27.0" ipykernel = { version="^6.23.2", optional=true } -langchain = "^0.1.14" -llama-cpp-python = "^0.2.58" -llama-index = "^0.10.26" +langchain = "^0.1.19" +llama-cpp-python = "^0.2.73" +llama-index = "^0.10.36" nbconvert = { version="^7.8.0", optional=true } nest_asyncio = "^1.6.0" -openai = "^1.16.0" -pandas = "^2.2.1" +openai = "^1.28.0" +pandas = "^2.2.2" pulumi = { version="^3.100.0", optional=true } pulumi-azure-native = { version="^2.24.0", optional=true } pydantic = { version="^2.4.1", optional=true } requests = { version="^2.31.0", optional=true } -safetensors = "^0.4.2" -slack-sdk = "^3.26.1" -sentence-transformers = "^2.6.1" -torch = "^2.2.2" -transformers = "^4.39.2" +safetensors = "^0.4.3" +slack-sdk = "^3.27.1" +sentence-transformers = "^2.7.0" +torch = "^2.3.0" +transformers = "^4.40.2" uvicorn = { version="^0.23.2", optional=true } llama-index-readers-github = "^0.1.7" -llama-index-llms-azure-openai = "^0.1.5" -llama-index-llms-openai = "^0.1.14" -llama-index-llms-huggingface = "^0.1.4" +llama-index-llms-azure-openai = "^0.1.8" +llama-index-llms-openai = "^0.1.18" +llama-index-llms-huggingface = "^0.1.5" +llama-index-llms-ollama = "^0.1.3" llama-index-llms-llama-cpp = "^0.1.3" llama-index-readers-file = "^0.1.13" llama-index-embeddings-langchain = "^0.1.2" -langchain-community = "^0.0.31" +langchain-community = "^0.0.38" tiktoken = "^0.6.0" + [tool.poetry.group.dev.dependencies] black = "^24.3.0" isort = "^5.12.0" diff --git a/reginald/models/models/__init__.py b/reginald/models/models/__init__.py index 3987d021..561b750c 100644 --- a/reginald/models/models/__init__.py +++ b/reginald/models/models/__init__.py @@ -8,6 +8,7 @@ LlamaIndexGPTOpenAI, LlamaIndexHF, LlamaIndexLlamaCPP, + LlamaIndexOllama, ) # Please ensure that any models needing OPENAI_API_KEY are named *openai* @@ -16,6 +17,7 @@ "chat-completion-azure": ChatCompletionAzure, "chat-completion-openai": ChatCompletionOpenAI, "hello": Hello, + "llama-index-ollama": LlamaIndexOllama, "llama-index-llama-cpp": LlamaIndexLlamaCPP, "llama-index-hf": LlamaIndexHF, "llama-index-gpt-azure": LlamaIndexGPTAzure, @@ -26,6 +28,7 @@ "chat-completion-azure": "reginald-curie", "chat-completion-openai": "gpt-3.5-turbo", "hello": None, + "llama-index-ollama": "llama3", "llama-index-llama-cpp": "https://huggingface.co/TheBloke/Llama-2-13B-chat-GGUF/resolve/main/llama-2-13b-chat.Q6_K.gguf", "llama-index-hf": "microsoft/phi-1_5", "llama-index-gpt-azure": "reginald-gpt35-turbo", diff --git a/reginald/models/models/llama_index.py b/reginald/models/models/llama_index.py index cc92526f..74f0a1bf 100644 --- a/reginald/models/models/llama_index.py +++ b/reginald/models/models/llama_index.py @@ -30,6 +30,7 @@ from llama_index.llms.azure_openai import AzureOpenAI from llama_index.llms.huggingface import HuggingFaceLLM from llama_index.llms.llama_cpp import LlamaCPP +from llama_index.llms.ollama import Ollama from llama_index.llms.openai import OpenAI from llama_index.readers.github import ( GithubClient, @@ -813,6 +814,46 @@ def channel_mention(self, message: str, user_id: str) -> MessageResponse: return self._respond(message=message, user_id=user_id) +class LlamaIndexOllama(LlamaIndex): + def __init__( + self, + model_name: str, + *args: Any, + **kwargs: Any, + ) -> None: + """ + `LlamaIndexOllama` is a subclass of `LlamaIndex` that uses + ollama to run inference on the LLM. + + Parameters + ---------- + model_name : str + The Ollama model to use + """ + ollama_api_endpoint = get_env_var("OLLAMA_API_ENDPOINT") + if ollama_api_endpoint is None: + raise ValueError("You must set OLLAMA_API_ENDPOINT for Ollama.") + self.ollama_api_endpoint = ollama_api_endpoint + super().__init__(*args, model_name=model_name, **kwargs) + + def _prep_llm(self) -> Ollama: + logging.info(f"Setting up Ollama (model {self.model_name})") + return Ollama( + base_url=self.ollama_api_endpoint, + model=self.model_name, + request_timeout=60, + ) + + def _prep_tokenizer(self) -> callable[str]: + # NOTE: this should depend on the model used, but hard coding Llama2-7b for now + logging.info("Setting up Llama2-7b-chat tokenizer") + tokenizer = AutoTokenizer.from_pretrained( + "meta-llama/Llama-2-7b-chat-hf" + ).encode + set_global_tokenizer(tokenizer) + return tokenizer + + class LlamaIndexLlamaCPP(LlamaIndex): def __init__( self, From 81a45738e9c01ed2910a5ea7a4866cd2d1377c27 Mon Sep 17 00:00:00 2001 From: rchan Date: Sun, 9 Jun 2024 14:47:39 +0100 Subject: [PATCH 2/2] update dependencies for hackweek --- poetry.lock | 678 ++++++++++++-------------- pyproject.toml | 39 +- reginald/models/models/llama_index.py | 7 +- 3 files changed, 336 insertions(+), 388 deletions(-) diff --git a/poetry.lock b/poetry.lock index 8c31fbd0..bead05e4 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2,13 +2,13 @@ [[package]] name = "accelerate" -version = "0.30.0" +version = "0.31.0" description = "Accelerate" optional = false python-versions = ">=3.8.0" files 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[[package]] name = "typing-extensions" version = "4.10.0" @@ -7084,4 +7030,4 @@ llama-index-notebooks = ["bitsandbytes", "gradio", "ipykernel", "nbconvert"] [metadata] lock-version = "2.0" python-versions = ">=3.11,<3.12" -content-hash = "c4b8123ba3b9f39d13e9e93f9689b91ca2ee5fcc891491cad187ed00f13bd3a7" +content-hash = "d68da9e2069f2fdc8281bc791be534d9d5db56fccbf7fb99529fb8a2ae2a20a2" diff --git a/pyproject.toml b/pyproject.toml index 241b6788..6395eabf 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,7 +1,7 @@ [tool.poetry] name = "reginald" version= " 0.1.0" -description = "A Slack bot for REG Hack Week 2023" +description = "A Slack bot from REG Hack Week 2023 & 2024" authors = ["Evelina Gabasova ", "James Robinson ", "Ryan Chan ", @@ -17,42 +17,43 @@ readme = "README.md" [tool.poetry.dependencies] python = ">=3.11,<3.12" -accelerate = "^0.30.0" +accelerate = "^0.31.0" bitsandbytes = { version="^0.41.1", optional=true } datasets = { version="^2.16.1", optional=true } faiss-cpu = { version="^1.7.4", optional=true } fastapi = { version="^0.110.1", optional=true } gitpython = "^3.1.43" -gradio = { version="^4.25.0", optional=true } +gradio = { version="^4.36.0", optional=true } httpx = "^0.27.0" ipykernel = { version="^6.23.2", optional=true } -langchain = "^0.1.19" -llama-cpp-python = "^0.2.73" -llama-index = "^0.10.36" +langchain = "^0.2.3" +llama-cpp-python = "^0.2.77" +llama-index = "^0.10.43" nbconvert = { version="^7.8.0", optional=true } nest_asyncio = "^1.6.0" -openai = "^1.28.0" +openai = "^1.33.0" pandas = "^2.2.2" pulumi = { version="^3.100.0", optional=true } pulumi-azure-native = { version="^2.24.0", optional=true } pydantic = { version="^2.4.1", optional=true } -requests = { version="^2.31.0", optional=true } +requests = { version="^2.32.3", optional=true } safetensors = "^0.4.3" -slack-sdk = "^3.27.1" -sentence-transformers = "^2.7.0" -torch = "^2.3.0" -transformers = "^4.40.2" +slack-sdk = "^3.27.2" +sentence-transformers = "2.*" +torch = "^2.3.1" +transformers = "^4.41.2" uvicorn = { version="^0.23.2", optional=true } -llama-index-readers-github = "^0.1.7" +llama-index-readers-github = "^0.1.9" llama-index-llms-azure-openai = "^0.1.8" -llama-index-llms-openai = "^0.1.18" -llama-index-llms-huggingface = "^0.1.5" -llama-index-llms-ollama = "^0.1.3" +llama-index-llms-openai = "^0.1.22" +llama-index-llms-huggingface = "^0.2.3" +llama-index-llms-ollama = "^0.1.5" llama-index-llms-llama-cpp = "^0.1.3" -llama-index-readers-file = "^0.1.13" +llama-index-readers-file = "^0.1.23" llama-index-embeddings-langchain = "^0.1.2" -langchain-community = "^0.0.38" -tiktoken = "^0.6.0" +langchain-community = "^0.2.4" +tiktoken = "^0.7.0" +llama-index-embeddings-huggingface = "^0.2.1" [tool.poetry.group.dev.dependencies] diff --git a/reginald/models/models/llama_index.py b/reginald/models/models/llama_index.py index 74f0a1bf..c86232b4 100644 --- a/reginald/models/models/llama_index.py +++ b/reginald/models/models/llama_index.py @@ -12,7 +12,6 @@ import nest_asyncio import pandas as pd from git import Repo -from langchain_community.embeddings import HuggingFaceEmbeddings from llama_index.core import ( Document, PromptHelper, @@ -27,6 +26,7 @@ from llama_index.core.base.llms.base import BaseLLM from llama_index.core.base.response.schema import RESPONSE_TYPE from llama_index.core.settings import _Settings +from llama_index.embeddings.huggingface import HuggingFaceEmbedding from llama_index.llms.azure_openai import AzureOpenAI from llama_index.llms.huggingface import HuggingFaceLLM from llama_index.llms.llama_cpp import LlamaCPP @@ -131,9 +131,9 @@ def setup_settings( ) # initialise embedding model to use to create the index vectors - embed_model = HuggingFaceEmbeddings( + embed_model = HuggingFaceEmbedding( model_name="sentence-transformers/all-mpnet-base-v2", - encode_kwargs={"batch_size": 128}, + embed_batch_size=128, ) # construct the prompt helper @@ -150,6 +150,7 @@ def setup_settings( logging.info(f"Settings llm: {llm}") Settings.embed_model = embed_model logging.info(f"Settings embed_model: {embed_model}") + logging.info(f"Embedding model initialised on device {embed_model._device}") Settings.prompt_helper = prompt_helper logging.info(f"Settings prompt_helper: {prompt_helper}") Settings.chunk_size = chunk_size