From cda0ea2f1a727bd001b2b3f14d8b254cf3545a85 Mon Sep 17 00:00:00 2001 From: Bruce MacDonald Date: Sun, 3 Mar 2024 23:04:16 -0500 Subject: [PATCH] embed knowledge using chromadb embeddings --- discollama.py | 61 +- poetry.lock | 2170 +++++++++++++++++++++++++++++++++++++++++++++++- pyproject.toml | 1 + 3 files changed, 2230 insertions(+), 2 deletions(-) diff --git a/discollama.py b/discollama.py index f4d4a7e..663e053 100644 --- a/discollama.py +++ b/discollama.py @@ -6,6 +6,7 @@ import argparse from datetime import datetime, timedelta import ollama +import chromadb import discord import redis @@ -46,11 +47,12 @@ class Response: class Discollama: - def __init__(self, ollama, discord, redis, model): + def __init__(self, ollama, discord, redis, model, collection): self.ollama = ollama self.discord = discord self.redis = redis self.model = model + self.collection = collection # register event handlers self.discord.event(self.on_ready) @@ -100,6 +102,29 @@ class Discollama: reference_message.content, ] ) + + # retrieve relevant context from vector store + knowledge = self.collection.query( + query_texts=[content], + n_results=2 + ) + # directly unpack the first list of documents if it exists, or use an empty list + documents = knowledge.get('documents', [[]])[0] + + content = '\n'.join( + [ + 'Using the provided document, answer the user question to the best of your ability. You must try to use information from the provided document. Combine information in the document into a coherent answer.', + 'If there is nothing in the document relevant to the user question, say \'Hmm, I don\'t know about that, try referencing the docs.\', before providing any other information you know.', + 'Anything between the following `document` html blocks is retrieved from a knowledge bank, not part of the conversation with the user.', + '', + '\n'.join(documents) if documents else '', + '', + 'Anything between the following `user` html blocks is part of the conversation with the user.', + '', + content, + '', + ] + ) if not context: context = await self.load(channel_id=channel.id) @@ -157,6 +182,35 @@ class Discollama: self.redis.close() +def embed_data(collection): + logging.info('embedding data...') + documents = [] + ids = [] + # read all data from the data folder + for filename in os.listdir('data'): + if filename.endswith('.json'): + filepath = os.path.join('data', filename) + with open(filepath, 'r') as file: + try: + data = json.load(file) + if isinstance(data, list): + for index, item in enumerate(data): + documents.append(item) + file_id = f"{filename.rsplit('.', 1)[0]}-{index}" + ids.append(file_id) + else: + logging.warning("The file {filename} is not a JSON array.") + except json.JSONDecodeError as e: + logging.exception(f"Error decoding JSON from file {filename}: {e}") + except Exception as e: + logging.exception(f"An error occurred while processing file {filename}: {e}") + # store the data in chroma for look-up + collection.add( + documents=documents, + ids=ids, + ) + + def main(): parser = argparse.ArgumentParser() @@ -175,11 +229,16 @@ def main(): intents = discord.Intents.default() intents.message_content = True + chroma = chromadb.Client() + collection = chroma.get_or_create_collection(name='discollama') + embed_data(collection) + Discollama( ollama.AsyncClient(host=f'{args.ollama_scheme}://{args.ollama_host}:{args.ollama_port}'), discord.Client(intents=intents), redis.Redis(host=args.redis_host, port=args.redis_port, db=0, decode_responses=True), model=args.ollama_model, + collection=collection, ).run(os.environ['DISCORD_TOKEN']) diff --git a/poetry.lock b/poetry.lock index eca6dea..d5fce54 100644 --- a/poetry.lock +++ b/poetry.lock @@ -109,6 +109,17 @@ files = [ [package.dependencies] frozenlist = ">=1.1.0" +[[package]] +name = "annotated-types" +version = "0.6.0" +description = "Reusable constraint types to use with typing.Annotated" +optional = false +python-versions = ">=3.8" +files = [ + {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"}, + {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"}, +] + [[package]] name = "anyio" version = "4.2.0" @@ -129,6 +140,20 @@ doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphin test = ["anyio[trio]", "coverage[toml] (>=7)", 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