diff --git a/indexer/.env_example b/indexer/.env_example new file mode 100644 index 00000000..5ab04d3e --- /dev/null +++ b/indexer/.env_example @@ -0,0 +1,21 @@ +OPENAI_API_KEY= +MODEL_EMBEDDING="text-embedding-ada-002" +MODEL_CHAT="gpt-3.5-turbo-16k" + +PORT=3012 + +CHROMA_URL=http://localhost:8001 +CHROMA_API_KEY= +COLLECTION_NAME=chroma-indexer + +MISTRAL_API_KEY= +MISTRAL_MODEL_EMBEDDING=mistral-embed +MISTRAL_MODEL_CHAT=mistral-small + +UNSTRUCTURED_URL=http://localhost:8000/general/v0/general +UNSTRUCTURED_API_KEY= + +export LANGCHAIN_TRACING_V2=true +export LANGCHAIN_ENDPOINT="https://api.smith.langchain.com" +export LANGCHAIN_API_KEY= +export LANGCHAIN_PROJECT="Local" \ No newline at end of file diff --git a/indexer/.eslintrc.js b/indexer/.eslintrc.js new file mode 100644 index 00000000..259de13c --- /dev/null +++ b/indexer/.eslintrc.js @@ -0,0 +1,25 @@ +module.exports = { + parser: '@typescript-eslint/parser', + parserOptions: { + project: 'tsconfig.json', + tsconfigRootDir: __dirname, + sourceType: 'module', + }, + plugins: ['@typescript-eslint/eslint-plugin'], + extends: [ + 'plugin:@typescript-eslint/recommended', + 'plugin:prettier/recommended', + ], + root: true, + env: { + node: true, + jest: true, + }, + ignorePatterns: ['.eslintrc.js'], + rules: { + '@typescript-eslint/interface-name-prefix': 'off', + '@typescript-eslint/explicit-function-return-type': 'off', + '@typescript-eslint/explicit-module-boundary-types': 'off', + '@typescript-eslint/no-explicit-any': 'off', + }, +}; diff --git a/indexer/.gitignore b/indexer/.gitignore index 79a9b8a1..fd8e7e68 100644 --- a/indexer/.gitignore +++ b/indexer/.gitignore @@ -1,10 +1,39 @@ -.chroma/* -chroma-indexes/* -.idea/* -app/__pycache__/* +# compiled output +/dist +/node_modules + +# Logs +logs +*.log +npm-debug.log* +pnpm-debug.log* +yarn-debug.log* +yarn-error.log* +lerna-debug.log* + +# OS .DS_Store + +# Tests +/coverage +/.nyc_output + +# IDEs and editors +/.idea +.project +.classpath +.c9/ +*.launch +.settings/ +*.sublime-workspace + +# IDE - VSCode +.vscode/* +!.vscode/settings.json +!.vscode/tasks.json +!.vscode/launch.json +!.vscode/extensions.json + +tmp/* +tmp .env -files -/env/lib/* -/env/bin/* -/env/* \ No newline at end of file diff --git a/indexer/.prettierrc b/indexer/.prettierrc new file mode 100644 index 00000000..dcb72794 --- /dev/null +++ b/indexer/.prettierrc @@ -0,0 +1,4 @@ +{ + "singleQuote": true, + "trailingComma": "all" +} \ No newline at end of file diff --git a/indexer/Dockerfile b/indexer/Dockerfile index 52f3e912..c87ed8f1 100644 --- a/indexer/Dockerfile +++ b/indexer/Dockerfile @@ -1,6 +1,7 @@ -FROM python:3.11.5 -WORKDIR /code -COPY ./app /code/app -COPY ./requirements.txt /code/requirements.txt -RUN pip3 install -r requirements.txt -CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "80"] +FROM node:20-alpine +COPY package*.json ./ +COPY yarn.lock ./ +COPY tsconfig.json ./ +RUN yarn install +COPY src/ src/ +ENTRYPOINT yarn start \ No newline at end of file diff --git a/indexer/README.md b/indexer/README.md index d9e9f531..b6412198 100644 --- a/indexer/README.md +++ b/indexer/README.md @@ -1 +1,284 @@ -# llm-indexer \ No newline at end of file +# Indexer + +This documentation outlines the usage of the API endpoints for a NestJS application featuring two main controllers: Indexer Controller and Chat Controller. Each controller is responsible for handling specific operations within the application, with a total of 8 endpoints described below. + + +## Usage + +```sh +yarn build +yarn start:dev +``` + +## A. Indexer Controller +The Indexer Controller is designed for crawling, embedding extraction, and indexing operations. Below are the details of its endpoints: + +### 1. Crawl Document Content + +- **Method**: `POST` +- **Endpoint**: /indexer/crawl +- **Description**: Crawls the document content from a given URL using Unstructured.io API. +- **Body Parameters**: + - `url (string)`: The URL of the document to crawl. +- **Response**: Returns a key-value pair of 'content' (string) representing the textual content of the document. + + +- **Example Usage** + + - curl request: + + ```sh + curl -X POST http://localhost:3012/indexer/crawl \ + -H "Content-Type: application/json" \ + -d '{"url": "https://example.com"}' + ``` + + - Python request: + + ```python + url = 'http://localhost:3012/indexer/crawl' + payload = {'url': 'https://example.com'} + response = requests.post(url, json=payload) + print(response.text) + ``` + +### 2. Extract Document Embeddings + +- **Method**: `POST` +- **Endpoint**: /indexer/embeddings +- **Description**: Extracts embeddings for the given document using OpenAI embeddings. +- **Body Parameters**: + - `content (string)`: The textual content of the document. +- **Response**: Returns a list of floats representing the embedding vector. + +- **Example Usage** + - curl request + + ```sh + curl -X POST http://localhost:3012/indexer/embeddings \ + -H "Content-Type: application/json" \ + -d '{"content": "Document content goes here"}' + ``` + + - Python request: + + ```python + import requests + + url = 'http://localhost:3012/indexer/embeddings' + payload = {'content': 'Document content goes here'} + response = requests.post(url, json=payload) + print(response.text) + ``` + +### 3. Add Document to Database + +- **Method**: `POST` +- **Endpoint**: /indexer/index +- **Description**: Adds a document to the ChromaDB database with the appropriate metadata and content. +- **Body Parameters**: An object containing the following keys: + - `indexId (string)` + - `indexTitle (string)` + - `indexCreatedAt (date)` + - `indexUpdatedAt (date)` + - `indexDeletedAt (date)` + - `indexOwnerDID (string)` + - `webPageId (string)` + - `webPageTitle (string)` + - `webPageUrl (string)` + - `webPageCreatedAt (date)` + - `webPageContent (string)` + - `webPageUpdatedAt (date)` + - `webPageDeletedAt (date)` + - `vector (number[])`: +- **Response**: Returns a success or error message. +- **Example Usage** + + - curl request: + + ```sh + curl -X POST http://localhost:3012/indexer/index \ + -H "Content-Type: application/json" \ + -d '{"indexId": "1", "indexTitle": "Title", ...}' + ``` + - Python request: + + ```python + import requests + + url = 'http://localhost:3012/indexer/index' + payload = { + 'indexId': '1', + 'indexTitle': 'Title', + # Add other fields as necessary + } + response = requests.post(url, json=payload) + print(response.text) + ``` + + +### 4. Update Document Metadata or Content + +- **Method**: `PUT` +- **Endpoint**: /indexer/index +- **Description**: Updates the given document metadata or content with the given sublist of keys and their updated values. +- **Body Parameters**: An object containing a subset of keys from the document model and their new values. +- **Response**: Returns a success or error message. + +- **Example Usage** + + - curl request: + + ```sh + curl -X PUT http://localhost:3012/indexer/index \ + -H "Content-Type: application/json" \ + -d '{"indexId": "1", "indexTitle": "Updated Title"}' + ``` + - Python request: + + ```python + import requests + + url = 'http://localhost:3012/indexer/index' + payload = {'indexId': '1', 'indexTitle': 'Updated Title'} + response = requests.put(url, json=payload) + print(response.text) + ``` + + +### 5. Delete Index + +- **Method**: `DELETE` +- **Endpoint**: /indexer/index +- **Description**: Deletes the given index items from the "indexId". +- **Body Parameters**: An object with the key indexId. + - `indexId (string)`: + +- **Response**: Returns a success or error message. + +- **Example Usage** + + - curl request: + + ```sh + curl -X DELETE http://localhost:3012/indexer/index \ + -H "Content-Type: application/json" \ + -d '{"indexId": "1"}' + ``` + - Python request: + + ```python + import requests + + url = 'http://localhost:3012/indexer/index' + payload = {'indexId': '1'} + response = requests.delete(url, json=payload) + print(response.text) + ``` + + +### 6. Delete Index Item + +- **Method**: `DELETE` +- **Endpoint**: /indexer/item +- **Description**: Deletes the given index item from the "indexId" and "indexItemId". +- **Body Parameters**: An object with the keys indexId and indexItemId. + - `indexId (string)`: + - `indexItemId (string)`: + +- **Response**: Returns a success or error message. + +- **Example Usage** + - curl request: + + ```sh + curl -X DELETE http://localhost:3012/indexer/item \ + -H "Content-Type: application/json" \ + -d '{"indexId": "1", "indexItemId": "2"}' + ``` + - Python request: + + ```python + import requests + + url = 'http://localhost:3012/indexer/item' + payload = {'indexId': '1', 'indexItemId': '2'} + response = requests.delete(url, json=payload) + print(response.text) + ``` + + +## B. Chat Controller + +The Chat Controller handles operations related to generating content based on a given input and querying the database. + +### 7. Generate Content for Question + +- **Method**: `POST` +- **Endpoint**: /chat/stream +- **Description**: For a given "question" and "chat_history", generates content for the question. +- **Body Parameters**: An object containing + * `question (string)`: + * `chat_history (string)`: + * `index_id (string)`: + * `model_type (string)`: + * `chain_type (string)`: +- **Response**: Returns "answer" text generated from the ConversationRAGChain module and the "sources", which are the list of "webPageId"s from ChromaDB. + +- **Example Usage** + - curl request: + + ```sh + curl -X POST http://localhost:3012/chat/stream \ + -H "Content-Type: application/json" \ + -d '{"question": "What is AI?", "chat_history": "...", "index_id": "1", "model_type": "...", "chain_type": "..."}' + ``` + - Python request: + + ```python + import requests + + url = 'http://localhost:3012/chat/stream' + payload = { + 'question': 'What is AI?', + 'chat_history': '...', + 'index_id': '1', + 'model_type': '...', + 'chain_type': '...' + } + response = requests.post(url, json=payload) + print(response.text) + ``` + + +### 8. Query Database + + +- **Method**: `POST` +- **Endpoint**: /chat/query +- **Description**: For a given "questions", returns the list of "webPageId"s from the ChromaDB. +- **Body Parameters**: An object with the key questions. + * `question (string)`: + * `index_id (string)`: + * `model_type (string)`: + * `chain_type (string)`: +- **Response**: Returns the "sources", which are the list of "webPageId"s from ChromaDB. + +- **Example Usage** + - curl request: + ```sh + curl -X POST http://localhost:3012/chat/query \ + -H "Content-Type: application/json" \ + -d '{"questions": ["What is AI?"]}' + ``` + - Python request: + + ```python + import requests + + url = 'http://localhost:3012/chat/query' + payload = {'questions': ['What is AI?']} + response = requests.post(url, json=payload) + print(response.text) + ``` + diff --git a/indexer/app/__init__.py b/indexer/app/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/indexer/app/chroma-indexes/chroma.sqlite3 b/indexer/app/chroma-indexes/chroma.sqlite3 deleted file mode 100644 index b825a7d3..00000000 Binary files a/indexer/app/chroma-indexes/chroma.sqlite3 and /dev/null differ diff --git a/indexer/app/document_parser.py b/indexer/app/document_parser.py deleted file mode 100644 index 60239e26..00000000 --- a/indexer/app/document_parser.py +++ /dev/null @@ -1,130 +0,0 @@ -import mimetypes -import os -import requests -import uuid - -from langchain_community.document_loaders import JSONLoader, UnstructuredFileLoader - - - -class Transformers: - @staticmethod - def unstructured(fileName, file_type): - loader = UnstructuredFileLoader(file_path=fileName, mode="paged") #elements - return loader.load() - - @staticmethod - def apify(url): - print("Processing with Apify...") - # Actual logic for JSON Transformer goes here - return url - - @staticmethod - def langchainJSON(fileName, file_type): - print("Processing with Langchain JSON Loader...") - loader = JSONLoader(file_path=fileName, jq_schema='.', text_content=False) - return loader.load() - -fileTypes = { - 'csv': Transformers.unstructured, - 'epub': Transformers.unstructured, - 'xlsx': Transformers.unstructured, - 'xls': Transformers.unstructured, - 'md': Transformers.unstructured, - 'org': Transformers.unstructured, - 'odt': Transformers.unstructured, - 'pdf': Transformers.unstructured, - 'txt': Transformers.unstructured, - 'ppt': Transformers.unstructured, - 'pptx': Transformers.unstructured, - 'rst': Transformers.unstructured, - 'rtf': Transformers.unstructured, - 'tsv': Transformers.unstructured, - 'doc': Transformers.unstructured, - 'docx': Transformers.unstructured, - 'xml': Transformers.unstructured, - 'json': Transformers.langchainJSON, - 'html': Transformers.unstructured, # ? -} - -def save_file(url, file_type): - # Fetch the content from the URL - response = requests.get(url) - response.raise_for_status() # Raise exception if the request was unsuccessful - - # Generate a unique filename based on UUID - unique_filename = f"{uuid.uuid4()}.{file_type}" - - output_path = os.environ.get('OUTPUT_PATH', '.') - full_path = os.path.join(output_path, unique_filename) - - # Save the content to the specified path with the generated filename - with open(full_path, 'wb') as f: - f.write(response.content) - - return full_path - - -def delete_file(file_path): - try: - os.remove(file_path) - except FileNotFoundError: - print(f"File {file_path} not found!") - except OSError as e: - print(f"Error deleting file {file_path}. Reason: {e}") - -def guess_file_type(url_or_file_path): - mime_type, encoding = mimetypes.guess_type(url_or_file_path) - extension = url_or_file_path.split('.')[-1] if '.' in url_or_file_path else None - return extension, mime_type - -def get_mime_from_head_request(url): - try: - response = requests.head(url, allow_redirects=True) - return response.headers.get('Content-Type', '').split(';')[0] # Exclude charset if present - except requests.RequestException: - return None - -def map_mime_to_filetype(mime_type): - mime_to_filetype_map = { - 'text/csv': 'csv', - 'application/epub+zip': 'epub', - 'application/vnd.openxmlformats-officedocument.spreadsheetml.sheet': 'xlsx', - 'application/vnd.ms-excel': 'xls', - 'text/html': 'html', - 'text/markdown': 'md', - 'text/org': 'org', - 'application/vnd.oasis.opendocument.text': 'odt', - 'application/pdf': 'pdf', - 'text/plain': 'txt', - 'application/vnd.ms-powerpoint': 'ppt', - 'application/vnd.openxmlformats-officedocument.presentationml.presentation': 'pptx', - 'text/rtf': 'rtf', - 'text/tab-separated-values': 'tsv', - 'application/msword': 'doc', - 'application/vnd.openxmlformats-officedocument.wordprocessingml.document': 'docx', - 'application/xml': 'xml', - 'application/json': 'json' - } - return mime_to_filetype_map.get(mime_type) - - -def resolve_file(url): - file_type, _ = guess_file_type(url) - transformer = fileTypes.get(file_type) - if transformer: - return transformer, file_type - - mime_type = get_mime_from_head_request(url) - if mime_type: - file_type = map_mime_to_filetype(mime_type) - transformer = fileTypes.get(file_type) - return transformer, file_type - -def get_document(url): - transformer, file_type = resolve_file(url) - fileName = save_file(url, file_type) - print("Processing", url, file_type, transformer, fileName) - nodes = transformer(fileName, file_type) - delete_file(fileName) - return nodes diff --git a/indexer/app/main.py b/indexer/app/main.py deleted file mode 100644 index d4989e5f..00000000 --- a/indexer/app/main.py +++ /dev/null @@ -1,268 +0,0 @@ -import os -import json - -from dotenv import load_dotenv - -from fastapi import FastAPI - -from fastapi.responses import JSONResponse -from fastapi.middleware.cors import CORSMiddleware -from typing import Optional, List, Tuple - -import chromadb -import openai -import redis - -from langchain.schema import ChatMessage -from langchain.schema import Document -from langchain_community.vectorstores import Chroma - -from langchain_openai import OpenAIEmbeddings -from operator import itemgetter - -from langchain_core.runnables import RunnableLambda -from langchain_core.messages import get_buffer_string -from langchain.memory import ConversationBufferMemory -from langchain.chat_models import ChatOpenAI -from langchain.prompts import ChatPromptTemplate -from langchain.prompts.prompt import PromptTemplate -from langchain.schema import format_document -from langchain.schema.output_parser import StrOutputParser -from langchain.schema.runnable import RunnablePassthrough -from langserve import add_routes -from langserve.pydantic_v1 import BaseModel, Field - -load_dotenv() - -redisClient = redis.Redis.from_url(os.environ["REDIS_CONNECTION_STRING"]) - -origins = [ - "http://localhost", - "http://localhost:3000", - "http://localhost:8000", -] - -model_embeddings = "text-embedding-ada-002" -model_chat = "gpt-3.5-turbo-16k" - -app = FastAPI() -app.add_middleware( - CORSMiddleware, - allow_origins=origins, - allow_credentials=True, - allow_methods=["*"], - allow_headers=["*"], -) -from app.document_parser import get_document -from langchain.agents.agent_toolkits import ( - create_vectorstore_agent, - VectorStoreToolkit, - VectorStoreInfo, -) - -openai.api_key = os.environ["OPENAI_API_KEY"] -openai.log = "error" - -local_directory = "chroma-indexes" -persist_directory = os.path.join(os.getcwd(), local_directory) -chroma_client = chromadb.PersistentClient(path=persist_directory) - -embedding_function = OpenAIEmbeddings(model=model_embeddings, openai_api_key=os.environ["OPENAI_API_KEY"]) -collection = Chroma( - client=chroma_client, - collection_name="indexes", - embedding_function=embedding_function, -) - - -def get_query_engine(indexes): - if len(indexes) > 1: - index_filters = {"$or": [{"index_id": {"$eq": i}} for i in indexes]} - else: - index_filters = {"index_id": {"$eq": indexes[0]}} - - -from typing import Any - - -class ChatStream(BaseModel): - id: str - messages: List[ChatMessage] - - -class Prompt(BaseModel): - prompt: str - - -class CrawlRequest(BaseModel): - url: str - - -class EmbeddingRequest(BaseModel): - text: str - - -class IndexRequest(BaseModel): - indexId: str - indexTitle: str - indexCreatedAt: str - indexUpdatedAt: str - indexOwnerDID: str - indexOwnerName: Optional[str] # Assuming this field can be optional - indexOwnerBio: Optional[str] # Assuming this field can be optional - webPageId: str - webPageTitle: str - webPageUrl: str - webPageContent: str - webPageCreatedAt: str - webPageUpdatedAt: str - vector: List[float] # Assuming it's a list of floats based on your example - - -class Composition(BaseModel): - did: str - prompt: str - - -def response_generator(response): - yield json.dumps({ - "sources": [{"id": s.node.id_, "url": s.node.metadata.get("source")} for s in response.source_nodes] - }) - yield "\n ###endjson### \n\n" - for text in response.response_gen: - yield text - - -@app.get("/") -def home(): - return JSONResponse(content="ia") - - -@app.post("/crawl") -def crawl(crawl: CrawlRequest): - documents = get_document(crawl.url) - texts = [d.page_content for d in documents] - return JSONResponse(content={'url': crawl.url, 'content': texts[0]}) - - -@app.post("/embeddings") -def embeddings(embed: EmbeddingRequest): - embedding = embedding_function.embed_documents([embed.text]) - return JSONResponse(content={'model': model_embeddings, 'vector': embedding[0]}) - - -@app.post("/index") -def add(request: IndexRequest): - page_content = request.webPageTitle + "\n" + request.webPageContent - - metadata_keys = [ - "indexId", "indexTitle", "indexCreatedAt", "indexUpdatedAt", - "indexOwnerDID", "indexOwnerName", "indexOwnerBio", - "webPageId", "webPageTitle", "webPageUrl", - "webPageCreatedAt", "webPageUpdatedAt" - ] - - metadata = {key: getattr(request, key) for key in metadata_keys if getattr(request, key) is not None} - metadata["source"] = request.webPageId - doc = Document(vector=request.vector, page_content=page_content, metadata=metadata) - - collection.add_documents([doc]) - - return JSONResponse(content={'message': 'Document added successfully'}) - - -retriever = collection.as_retriever() -llm = ChatOpenAI(temperature=0, model_name=model_chat, openai_api_key=os.environ["OPENAI_API_KEY"]) - -_TEMPLATE = """Given the following conversation and a follow up question, rephrase the -follow up question to be a standalone question, in its original language. - -Chat History: -{chat_history} -Follow Up Input: {question} -Standalone question:""" -CONDENSE_QUESTION_PROMPT = PromptTemplate.from_template(_TEMPLATE) - -ANSWER_TEMPLATE = """Answer the question based only on the following context: -{context} - -Question: {question} -""" -ANSWER_PROMPT = ChatPromptTemplate.from_template(ANSWER_TEMPLATE) - -DEFAULT_DOCUMENT_PROMPT = PromptTemplate.from_template(template="{page_content}") - - - -def _combine_documents( - docs, document_prompt=DEFAULT_DOCUMENT_PROMPT, document_separator="\n\n" -): - """Combine documents into a single string.""" - doc_strings = [format_document(doc, document_prompt) for doc in docs] - return document_separator.join(doc_strings) - - -def _format_chat_history(chat_history: List[Tuple]) -> str: - """Format chat history into a string.""" - buffer = "" - for dialogue_turn in chat_history: - human = "Human: " + dialogue_turn[0] - ai = "Assistant: " + dialogue_turn[1] - buffer += "\n" + "\n".join([human, ai]) - return buffer - - -memory = ConversationBufferMemory( - return_messages=True, output_key="answer", input_key="question" -) -loaded_memory = RunnablePassthrough.assign( - chat_history=RunnableLambda(memory.load_memory_variables) | itemgetter("history"), -) -# Now we calculate the standalone question -standalone_question = { - "standalone_question": { - "question": lambda x: x["question"], - "chat_history": lambda x: get_buffer_string(x["chat_history"]), - } - | CONDENSE_QUESTION_PROMPT - | llm - | StrOutputParser(), -} -# Now we retrieve the documents -retrieved_documents = { - "docs": itemgetter("standalone_question") | retriever, - "question": lambda x: x["standalone_question"], -} -# Now we construct the inputs for the final prompt -final_inputs = { - "context": lambda x: _combine_documents(x["docs"]), - "question": itemgetter("question"), -} -# And finally, we do the part that returns the answers -answer = { - "answer": final_inputs | ANSWER_PROMPT | ChatOpenAI(), - "docs": itemgetter("docs"), -} -# And now we put it all together! -final_chain = loaded_memory | standalone_question | retrieved_documents | answer - - -# User input -class ChatHistory(BaseModel): - """Chat history with the bot.""" - - chat_history: List[Tuple[str, str]] = Field( - ..., - extra={"widget": {"type": "chat", "input": "question"}}, - ) - question: str - - -print(final_chain) - -add_routes(app, final_chain.with_types(input_type=ChatHistory), enable_feedback_endpoint=True) - -if __name__ == "__main__": - import uvicorn - - uvicorn.run(app, host="0.0.0.0", port=8000) diff --git a/indexer/nest-cli.json b/indexer/nest-cli.json new file mode 100644 index 00000000..f9aa683b --- /dev/null +++ b/indexer/nest-cli.json @@ -0,0 +1,8 @@ +{ + "$schema": "https://json.schemastore.org/nest-cli", + "collection": "@nestjs/schematics", + "sourceRoot": "src", + "compilerOptions": { + "deleteOutDir": true + } +} diff --git a/indexer/package.json b/indexer/package.json new file mode 100644 index 00000000..46a0d9b1 --- /dev/null +++ b/indexer/package.json @@ -0,0 +1,84 @@ +{ + "name": "indexer", + "version": "0.0.1", + "description": "", + "author": "", + "private": true, + "license": "UNLICENSED", + "scripts": { + "build": "nest build", + "format": "prettier --write \"src/**/*.ts\" \"test/**/*.ts\"", + "start": "nest start", + "start:dev": "nest start --watch", + "start:debug": "nest start --debug --watch", + "start:prod": "node dist/main", + "lint": "eslint \"{src,apps,libs,test}/**/*.ts\" --fix", + "test": "jest", + "test:watch": "jest --watch", + "test:cov": "jest --coverage", + "test:debug": "node --inspect-brk -r tsconfig-paths/register -r ts-node/register node_modules/.bin/jest --runInBand", + "test:e2e": "jest --config ./test/jest-e2e.json" + }, + "dependencies": { + "@langchain/community": "^0.0.20", + "@langchain/core": "^0.1.15", + "@langchain/mistralai": "^0.0.6", + "@langchain/openai": "^0.0.12", + "@nestjs/axios": "^3.0.1", + "@nestjs/common": "^10.0.0", + "@nestjs/config": "^3.1.1", + "@nestjs/core": "^10.0.0", + "@nestjs/microservices": "^10.3.0", + "@nestjs/platform-express": "^10.0.0", + "@nestjs/swagger": "^7.2.0", + "axios": "^1.6.5", + "chromadb": "^1.7.3", + "class-transformer": "^0.5.1", + "class-validator": "^0.14.1", + "cookie-parser": "^1.4.6", + "langchain": "^0.1.5", + "peggy": "^3.0.2", + "reflect-metadata": "^0.1.13", + "rxjs": "^7.8.1" + }, + "devDependencies": { + "@nestjs/cli": "^10.0.0", + "@nestjs/schematics": "^10.0.0", + "@nestjs/testing": "^10.0.0", + "@types/express": "^4.17.17", + "@types/jest": "^29.5.2", + "@types/node": "^20.3.1", + "@types/supertest": "^6.0.0", + "@typescript-eslint/eslint-plugin": "^6.0.0", + "@typescript-eslint/parser": "^6.0.0", + "eslint": "^8.42.0", + "eslint-config-prettier": "^9.0.0", + "eslint-plugin-prettier": "^5.0.0", + "jest": "^29.5.0", + "prettier": "^3.0.0", + "source-map-support": "^0.5.21", + "supertest": "^6.3.3", + "ts-jest": "^29.1.0", + "ts-loader": "^9.4.3", + "ts-node": "^10.9.1", + "tsconfig-paths": "^4.2.0", + "typescript": "^5.1.3" + }, + "jest": { + "moduleFileExtensions": [ + "js", + "json", + "ts" + ], + "rootDir": "src", + "testRegex": ".*\\.spec\\.ts$", + "transform": { + "^.+\\.(t|j)s$": "ts-jest" + }, + "collectCoverageFrom": [ + "**/*.(t|j)s" + ], + "coverageDirectory": "../coverage", + "testEnvironment": "node" + } +} diff --git a/indexer/requirements.txt b/indexer/requirements.txt deleted file mode 100644 index 6f5528ef..00000000 --- a/indexer/requirements.txt +++ /dev/null @@ -1,51 +0,0 @@ -aiohttp==3.9.1 -aiosignal==1.3.1 -annotated-types==0.6.0 -anyio==4.2.0 -attrs==23.2.0 -certifi==2023.11.17 -charset-normalizer==3.3.2 -dataclasses-json==0.6.3 -distro==1.9.0 -frozenlist==1.4.1 -greenlet==3.0.3 -h11==0.14.0 -httpcore==1.0.2 -httpx==0.26.0 -idna==3.6 -jsonpatch==1.33 -jsonpointer==2.4 -langchain==0.1.0 -langchain-community==0.0.9 -langchain-core==0.1.7 -langchain-openai==0.0.2 -langserve==0.0.38 -langsmith==0.0.77 -marshmallow==3.20.1 -multidict==6.0.4 -mypy-extensions==1.0.0 -numpy==1.26.3 -openai==1.6.1 -packaging==23.2 -pydantic==2.5.3 -pydantic_core==2.14.6 -PyYAML==6.0.1 -regex==2023.12.25 -requests==2.31.0 -sniffio==1.3.0 -SQLAlchemy==2.0.25 -sse-starlette==1.8.2 -starlette==0.35.1 -tenacity==8.2.3 -tiktoken==0.5.2 -tqdm==4.66.1 -typing-inspect==0.9.0 -typing_extensions==4.9.0 -urllib3==2.1.0 -yarl==1.9.4 - -chromadb~=0.4.14 -redis~=5.0.1 -uvicorn~=0.23.2 -python-dotenv~=1.0.0 -fastapi~=0.109.0 \ No newline at end of file diff --git a/indexer/src/app/app.controller.spec.ts b/indexer/src/app/app.controller.spec.ts new file mode 100644 index 00000000..d22f3890 --- /dev/null +++ b/indexer/src/app/app.controller.spec.ts @@ -0,0 +1,22 @@ +import { Test, TestingModule } from '@nestjs/testing'; +import { AppController } from './app.controller'; +import { AppService } from './app.service'; + +describe('AppController', () => { + let appController: AppController; + + beforeEach(async () => { + const app: TestingModule = await Test.createTestingModule({ + controllers: [AppController], + providers: [AppService], + }).compile(); + + appController = app.get(AppController); + }); + + describe('root', () => { + it('should return "Hello World!"', () => { + expect(appController.getHello()).toBe('Hello World!'); + }); + }); +}); diff --git a/indexer/src/app/app.controller.ts b/indexer/src/app/app.controller.ts new file mode 100644 index 00000000..cce879ee --- /dev/null +++ b/indexer/src/app/app.controller.ts @@ -0,0 +1,12 @@ +import { Controller, Get } from '@nestjs/common'; +import { AppService } from './app.service'; + +@Controller() +export class AppController { + constructor(private readonly appService: AppService) {} + + @Get() + getHello(): string { + return this.appService.getHello(); + } +} diff --git a/indexer/src/app/app.module.ts b/indexer/src/app/app.module.ts new file mode 100644 index 00000000..e49e7fad --- /dev/null +++ b/indexer/src/app/app.module.ts @@ -0,0 +1,50 @@ +import { Module } from '@nestjs/common'; +import { AppController } from './app.controller'; +import { AppService } from './app.service'; +import { IndexerController } from '../indexer/controller/indexer.controller'; +import { ChatController } from '../chat/controller/chat.controller'; +import { ChatService } from '../chat/service/chat.service'; +import { ChromaModule } from './modules/chroma.module'; +import { ConfigModule } from '@nestjs/config'; +import { IndexerService } from 'src/indexer/service/indexer.service'; +import { HttpModule } from '@nestjs/axios'; +import { AgentModule } from './modules/agent.module'; +import { ClientsModule, Transport } from '@nestjs/microservices'; + +@Module({ + imports: [ + + ConfigModule.forRoot(), + HttpModule, + + ChromaModule.register(process.env.OPENAI_API_KEY), + AgentModule.register(), + + // TODO: Add event streamer to agents + // ClientsModule.register([{ + // name: 'KAFKA_SERVICE', + // transport: Transport.KAFKA, + // options: { + // client: { + // clientId: 'indexer', + // brokers: [process.env.INDEXER_KAFKA_URI], + // }, + // consumer: { + // groupId: 'indexer-agent', + // }, + // }, + // }]), + + ], + controllers: [ + AppController, + IndexerController, + ChatController + ], + providers: [ + AppService, + ChatService, + IndexerService + ], +}) +export class AppModule {} diff --git a/indexer/src/app/app.service.ts b/indexer/src/app/app.service.ts new file mode 100644 index 00000000..927d7cca --- /dev/null +++ b/indexer/src/app/app.service.ts @@ -0,0 +1,8 @@ +import { Injectable } from '@nestjs/common'; + +@Injectable() +export class AppService { + getHello(): string { + return 'Hello World!'; + } +} diff --git a/indexer/src/app/modules/agent.module.ts b/indexer/src/app/modules/agent.module.ts new file mode 100644 index 00000000..af1e810b --- /dev/null +++ b/indexer/src/app/modules/agent.module.ts @@ -0,0 +1,325 @@ +import { ChatOpenAI, OpenAI, OpenAIEmbeddings } from '@langchain/openai'; +import { AIMessagePromptTemplate, ChatPromptTemplate, HumanMessagePromptTemplate, MessagesPlaceholder, PromptTemplate } from "@langchain/core/prompts"; +import { ConversationalRetrievalQAChain, LLMChain, RetrievalQAChain } from "langchain/chains"; +import { RunnableBranch, RunnableLambda, RunnableParallel, RunnablePassthrough, RunnableSequence } from "@langchain/core/runnables"; +import { formatDocumentsAsString } from "langchain/util/document"; + +import { DynamicModule, Inject, Logger, Module } from '@nestjs/common'; +import { ChromaModule } from './chroma.module'; +import { Chroma } from '@langchain/community/vectorstores/chroma'; +import { StringOutputParser } from '@langchain/core/output_parsers'; +import { pull } from "langchain/hub"; +import { AttributeInfo } from "langchain/schema/query_constructor"; +import { SelfQueryRetriever } from "langchain/retrievers/self_query"; +import { ChromaTranslator } from "langchain/retrievers/self_query/chroma"; +import { ChatMistralAI } from '@langchain/mistralai'; + + +export class Agent { + + private apiKey: string; + + // RESEARCH TODOS: + // TODO: Also add method type -> reAcT , selfAsk, etc + // TODO: Can we also add context type by intent find? + // TODO: Research on low-computation models for subtasks + + constructor ( + ) { + const apiKey = process.env.OPENAI_API_KEY; + + if (!apiKey) throw new Error('OpenAI API key is required'); + + this.apiKey = apiKey; + } + + public async createAgentChain(chain_type: string, index_id: string, model_type: string) { + + switch (chain_type) { + + case 'rag-v0': + return this.createRAGChain(index_id, model_type); + + default: + throw new Error('Chain type not supported'); + } + } + + public async createRetrieverChain(chain_type: string, index_id: string, model_type: string, k: number) { + + switch (chain_type) { + + case 'query-v0': + return this.createQueryRetriever(index_id, model_type, k); + + default: + throw new Error('Chain type not supported'); + } + } + + + private async createRAGChain (chroma_index: string, model_type: string): Promise{ + + let model: any; + if (model_type == 'OpenAI') { model = new ChatOpenAI({ modelName: process.env.MODEL_CHAT }) } + else if (model_type == 'MistralAI') { model = new ChatMistralAI({ modelName: process.env.MISTRAL_MODEL_CHAT, apiKey: process.env.MISTRAL_API_KEY }) } + + const vectorStore = await Chroma.fromExistingCollection( + new OpenAIEmbeddings({ openAIApiKey: process.env.OPENAI_API_KEY, modelName: process.env.MODEL_EMBEDDING}), + { url: process.env.CHROMA_URL, collectionName: chroma_index } + ); + + const retriever = vectorStore.asRetriever(); + + // TODO: Prior information context -> glossary, etc. + + // Prompt link: https://langstream.ai/2023/10/13/rag-chatbot-with-conversation/ + const questionPrompt = PromptTemplate.fromTemplate(` + Given the following conversation and a follow up question, rephrase the follow up question to be a standalone question, in its original language. + + The user will give you a question without context. You will reformulate the question to take into account the context of the conversation. + You should also consult with the Chat History below when reformulating the question. + For example, you will substitute pronouns for mostly likely noun in the conversation history. + + When reformulating the question give higher value to the latest question and response in the Chat History. + The chat history is in reverse chronological order, so the most recent exchange is at the top. + + Chat History: + {chat_history} + ---------------- + Follow Up Input: {question} + ---------------- + Standalone question: + `); + + const answerPrompt = PromptTemplate.fromTemplate(` + Answer the question based only on the following context: + ---------------- + CONTEXT: {context} + ---------------- + QUESTION: {question} + `); + + const formatChatHistory = (chatHistory: string | string[]) => { + if (Array.isArray(chatHistory)) { + const updatedChat = chatHistory.map( + (dialogTurn: any) => { + if (dialogTurn.hasOwnProperty('human')) { return `Human: ${dialogTurn['human']}` } + if (dialogTurn.hasOwnProperty('ai')) { return `AI: ${dialogTurn['ai']}` } + } + ).join("\n"); + Logger.log(updatedChat, "ChatService:formatChatHistory"); + return updatedChat; + } + return ''; + } + + // const selfAskPrompt = await pull("hwchase17/self-ask-with-search") + + const standalone_question = RunnableSequence.from([ + { + question: (input) => input.question, + chat_history: (input) => formatChatHistory(input.chat_history), + }, + questionPrompt, + model, + new StringOutputParser(), + ]); + + + const answerChain = RunnableSequence.from([ + { + context: RunnableSequence.from([ + retriever as any, + { + docs: (input) => { + return input + }, + }, + ]), + question: new RunnablePassthrough(), + }, + { + answer: RunnableSequence.from([ + { + context: (input) => { + + // Logger.log(input.context, "ChatService:answerChain:inputContext"); + + const docs_with_metadata = input.context.docs.map((doc: any) => { + return JSON.stringify(doc.metadata) + "\n" + doc.pageContent + }) + + // const serialized = formatDocumentsAsString(input.context.docs) + const serialized = docs_with_metadata.join("\n"); + + Logger.log(serialized.length, "ChatService:answerChain:contextLength"); + return serialized + }, + question: (input) => { + Logger.log(input.question, "ChatService:answerChain:inputQuestion"); + return input.question + }, + }, + answerPrompt, + model, + new StringOutputParser(), + ]), + sources: RunnableLambda.from((input) => { + return input.context.docs.map((doc: any) => { + return doc.metadata + }) + }), + + } + ]) + + + const final_chain = standalone_question.pipe(answerChain); + + return final_chain + + } + + private async createQueryRetriever (chroma_index: string, model_type: string, k: number) { + + // Not implemented yet + // https://js.langchain.com/docs/modules/data_connection/retrievers/self_query/chroma-self-query + + const attributeInfo: AttributeInfo[] = [ + { + name: 'indexId', + description: "The id of the generated index", + type: "string", + }, + { + name: 'indexTitle', + description: "The title of the generated index", + type: "string", + }, + { + name: 'indexCreatedAt', + description: 'Date of index creation', + type: 'date', + }, + { + name: 'indexUpdatedAt', + description: 'Date of last update of the index', + type: 'date', + }, + { + name: "webPageId", + description: 'The id of the indexed document (html, docx, pdf, etc)', + type: 'string', + }, + { + name: "webPageUrl", + description: 'The web url of the indexed document (html, docx, pdf, etc)', + type: 'string', + }, + { + name: 'webPageTitle', + description: "The title of the indexed document (html, docx, pdf, etc)", + type: 'string', + }, + { + name: "webPageCreatedAt", + description: 'The date of creation the indexed document', + type: 'string', + }, + { + name: "webPageContent", + description: 'The content of the indexed document', + type: 'string', + }, + { + name: "webPageUpdatedAt", + description: 'The date of last update of the indexed document', + type: 'string', + }, + { + name: "webPageDeletedAt", + description: 'The date of deletion of the indexed document', + type: 'string', + }, + + ]; + + + let model: any; + if (model_type == 'OpenAI' ) { model = new ChatOpenAI({ modelName: process.env.MODEL_CHAT }) } + else if (model_type == 'MistralAI') { model = new ChatMistralAI({ modelName: process.env.MISTRAL_MODEL_CHAT, apiKey: process.env.MISTRAL_API_KEY }) } + + const vectorStore = await Chroma.fromExistingCollection( + new OpenAIEmbeddings({openAIApiKey: process.env.OPENAI_API_KEY, modelName: process.env.MODEL_EMBEDDING}), + { url: process.env.CHROMA_URL, collectionName: chroma_index } + ); + + // Maybe we can generate doc contents as well? + const documentContents = 'Document metadata' + + Logger.log("Creating retriever", "Agent:createQueryRetriever"); + Logger.log(JSON.stringify(model), "Agent:createQueryRetriever:model"); + + const selfQueryRetriever = SelfQueryRetriever.fromLLM({ + llm: model, + vectorStore, + documentContents, + attributeInfo, + structuredQueryTranslator: new ChromaTranslator(), + searchParams: { + k: k, + mergeFiltersOperator: 'and', + } + }); + + return selfQueryRetriever; + } + + + + //* Helper functions + + private async serializeChatHistory(chatHistory: string | string[]) { + if (Array.isArray(chatHistory)) { + return chatHistory.join("\n"); + } + + return chatHistory; + }; + + private async combineDocuments(documents: any[], document_prompt: PromptTemplate, document_separator: string) { + + const combinedDocument = formatDocumentsAsString(documents); + + return combinedDocument; + } +} + + +@Module({ + imports: [ChromaModule], + controllers: [], + providers: [], + exports: [], +}) +export class AgentModule { + static register (): DynamicModule { + + Logger.debug('Registering AgentModule...', 'AgentModule:register'); + + return { + module: AgentModule, + global: true, + providers: [{ + + provide: 'AGENT_METACLASS', + useFactory: (): Agent => { + return new Agent(); + } + + }], + exports: ['AGENT_METACLASS'], + } + } +} diff --git a/indexer/src/app/modules/chroma.module.ts b/indexer/src/app/modules/chroma.module.ts new file mode 100644 index 00000000..b3bf1a7d --- /dev/null +++ b/indexer/src/app/modules/chroma.module.ts @@ -0,0 +1,187 @@ +import { DynamicModule, Global, Logger, Module } from '@nestjs/common'; +import { Chroma } from '@langchain/community/vectorstores/chroma'; +import { OpenAIEmbeddings } from '@langchain/openai'; + +@Global() +@Module({}) +export class ChromaModule { + static register (apiKey: string): DynamicModule { + return { + module: ChromaModule, + global: true, + providers: [ + { + provide: 'CHROMA_DB', + useFactory: async (): Promise => { + try { + + if (!process.env.OPENAI_API_KEY) throw new Error('OpenAI API key is required'); + + Logger.debug(process.env.CHROMA_URL, 'ChromaModule'); + Logger.debug(process.env.COLLECTION_NAME, 'ChromaModule'); + + const vectorStore = await Chroma.fromExistingCollection( + new OpenAIEmbeddings({ + openAIApiKey: apiKey, + modelName: process.env.MODEL_EMBEDDING, + }), + { + collectionName: process.env.COLLECTION_NAME, + url: process.env.CHROMA_URL, + } + ); + + const ensure = await vectorStore.ensureCollection(); + Logger.debug(JSON.stringify(ensure), 'ChromaModule:ensureCollection'); + + const docCount = await vectorStore.collection.count(); + Logger.debug(`Loaded ${docCount} documents from ChromaDB`, 'ChromaModule'); + + if (docCount < 2) { + + await vectorStore.addDocuments([ + { + pageContent: "Creating SIWE Messages\n\nThis section describes how to generate Sign-In with Ethereum messages and print them to the console.\n\nA completed version of this part can be found in the example repository (\n\n00_print\n\n).\n\nCreating SIWE messages in JavaScript is straightforward when using the siwe library in npm. To begin, create a new project called siwe-print.\n\nmkdir\n\nsiwe-print\n\n&&\n\ncd\n\nsiwe-print/\n\nyarn init --yes\n\nyarn add siwe ethers\n\nmkdir src/\n\nWe can then write the following into ./src/index.js:\n\nsrc/index.js\n\nconst\n\nsiwe\n\nrequire\n\n\"siwe\"\n\n);\n\nconst\n\ndomain\n\n\"localhost\"\n\nconst\n\norigin\n\n\"https: //localhost/login\"\n\nfunction\n\ncreateSiweMessage\n\naddress\n\nstatement\n\nconst\n\nsiweMessage\n\nnew\n\nsiwe\n\nSiweMessage\n\n({\n\ndomain,\n\naddress,\n\nstatement,\n\nuri: origin,\n\nversion\n\n\"1\"\n\nchainId: \"1\"\n\n});\n\nreturn\n\nsiweMessage\n\nprepareMessage\n\n();\n\nconsole\n\nlog\n\ncreateSiweMessage\n\n\"0x6Ee9894c677EFa1c56392e5E7533DE76004C8D94\",\n\n\"This is a test statement.\"\n\n));\n\nNow run the example:\n\nnode src/index.js\n\nYou should see output similar to the following message, with different values for the Nonce and Issued At fields:\n\nlocalhost wants you to sign in with your Ethereum account:\n\n0x6Ee9894c677EFa1c56392e5E7533DE76004C8D94\n\nThis is a test statement.\n\nURI: https://localhost/login\n\nVersion: 1\n\nChain ID: 1\n\nNonce: oNCEHm5jzQU2WvuBB\n\nIssued At: 2022-01-28T23:28:16.013Z\n\nTo learn about all the available fields in a SiweMessage, check out the information in\n\nEIP-4361\n\nThe fields we are most interested in for the purposes of this guide are\n\nand\n\nis the Ethereum address which the user is signing in with, and the\n\nas this will describe to the user what action we wish to perform on their behalf.\n\nOften, as in this example, we don\"t need to do any manipulation of the message, so we can immediately convert it into the textual representation that the user will sign.\n\nPreviousQuickstart Guide\n\nNextImplement the Frontend\n\nLast modified \n\n8mo ago\n\n,", + metadata: { + indexId: "kjzl6kcym7w8y6u9wc65num3b2bivv8mrnkuhtfxy1y5fqspakajc5fu7gkra3w", + indexTitle: "SIWE Messages", + indexCreatedAt: new Date(), + indexUpdatedAt: new Date(), + indexDeletedAt: "ul", + indexOwnerDID: "did:pkh:eip155:175177:0x1b9Aceb609a62bae0c0a9682A9268138Faff4F5f", + webPageId: "kjzl6kcym7w8y7vazujr0tmuxolq2b1qmjno2w3llwth8fc1p900tx0ilhi3eaq", + webPageTitle: "SIWE Messages", + webPageUrl: "https://docs.login.xyz/sign-in-with-ethereum/quickstart-guide/creating-siwe-messages", + webPageContent: "Creating SIWE Messages\n\nThis section describes how to generate Sign-In with Ethereum messages and print them to the console.\n\nA completed version of this part can be found in the example repository (\n\n00_print\n\n).\n\nCreating SIWE messages in JavaScript is straightforward when using the siwe library in npm. To begin, create a new project called siwe-print.\n\nmkdir\n\nsiwe-print\n\n&&\n\ncd\n\nsiwe-print/\n\nyarn init --yes\n\nyarn add siwe ethers\n\nmkdir src/\n\nWe can then write the following into ./src/index.js:\n\nsrc/index.js\n\nconst\n\nsiwe\n\nrequire\n\n\"siwe\"\n\n);\n\nconst\n\ndomain\n\n\"localhost\"\n\nconst\n\norigin\n\n\"https: //localhost/login\"\n\nfunction\n\ncreateSiweMessage\n\naddress\n\nstatement\n\nconst\n\nsiweMessage\n\nnew\n\nsiwe\n\nSiweMessage\n\n({\n\ndomain,\n\naddress,\n\nstatement,\n\nuri: origin,\n\nversion\n\n\"1\"\n\nchainId: \"1\"\n\n});\n\nreturn\n\nsiweMessage\n\nprepareMessage\n\n();\n\nconsole\n\nlog\n\ncreateSiweMessage\n\n\"0x6Ee9894c677EFa1c56392e5E7533DE76004C8D94\",\n\n\"This is a test statement.\"\n\n));\n\nNow run the example:\n\nnode src/index.js\n\nYou should see output similar to the following message, with different values for the Nonce and Issued At fields:\n\nlocalhost wants you to sign in with your Ethereum account:\n\n0x6Ee9894c677EFa1c56392e5E7533DE76004C8D94\n\nThis is a test statement.\n\nURI: https://localhost/login\n\nVersion: 1\n\nChain ID: 1\n\nNonce: oNCEHm5jzQU2WvuBB\n\nIssued At: 2022-01-28T23:28:16.013Z\n\nTo learn about all the available fields in a SiweMessage, check out the information in\n\nEIP-4361\n\nThe fields we are most interested in for the purposes of this guide are\n\nand\n\nis the Ethereum address which the user is signing in with, and the\n\nas this will describe to the user what action we wish to perform on their behalf.\n\nOften, as in this example, we don\"t need to do any manipulation of the message, so we can immediately convert it into the textual representation that the user will sign.\n\nPreviousQuickstart Guide\n\nNextImplement the Frontend\n\nLast modified \n\n8mo ago\n\n,", + webPageCreatedAt: "2024-01-06T20:16:40.992Z", + webPageUpdatedAt: "2024-01-06T20:16:40.992Z", + webPageDeletedAt: null + } + }, + { + pageContent: "Documentation\n\nGithub\n\nIPLD is the data model of the content-addressable web. It allows us to treat all hash-linked data structures as subsets of a unified information space, unifying all data models that link data with hashes as instances of IPLD.\n\nWhy IPLD?\n\nA data model for interoperable protocols.\n\nContent addressing through hashes has become a widely-used means of connecting data in distributed systems, from the blockchains that run your favorite cryptocurrencies, to the commits that back your code, to the web’s content at large. Yet, whilst all of these tools rely on some common primitives, their specific underlying data structures are not interoperable.\n\nEnter IPLD: IPLD is a single namespace for all hash-inspired protocols. Through IPLD, links can be traversed across protocols, allowing you to explore data regardless of the underlying protocol.\n\nUse cases\n\nThe sky’s the limit as IPLD allows you to work across protocol boundaries. The point is that IPLD provides libraries that make the underlying data interoperable across tools and across protocols by default.\n\nBitcoin to Git\n\nReference your latest commits in a git branch to a bitcoin transaction to timestamp your work. By linking your git commit, you can view the commit from your blockchain explorer.\n\nEthereum to IPFS\n\nHave your next contract refer to media on IPFS, perhaps modifying it and tracking its changes on each function execution. Seamlessly jump from function to object through IPLD addressing.\n\nFeatures\n\nA canonical data model\n\nA self-contained descriptive model that uniquely identifies any hash-based data structure and ensures the same logical object always maps to the exact same sequence of bits.\n\nProtocol independent resolution\n\nIPLD brings isolated systems together, making integration with existing protocols simple.\n\nUpgradeable\n\nWith Multiformats support, IPLD is easily upgradeable and will grow with your favorite protocols.\n\nOperates across formats\n\nExpress your IPLD objects in various serializable formats like JSON, CBOR, YAML, XML and many more, making IPLD a cinch to use with any framework.\n\nBackwards compatible\n\nNon-intrusive resolvers make IPLD easy to integrate within your existing work.\n\nA namespace for all protocols\n\nIPLD allows you to explore data across protocols seamlessly, binding hash-based data structures together through a common namespace.\n\nMedia\n\nIPLD is an open source project from the IPFS community. There are many ways you can contribute by getting involved. Learn more about IPLD from the community.\n\nJuan Benet: Enter the Merkle Forest\n\nResNetLab: Intro to InterPlanetary Linked Data\n\nWhy We Must Distribute The Web\n\nHow IPFS Deals With Files - IPFS Camp Workshop\n\nIPLD was started and is sponsored by\n\nProtocol Labs\n\nDocumentation\n\nGithub\n\nProtocol Labs | Except as\n\nnoted, content licensed\n\nCC-BY 3.0\n\n,", + metadata: { + indexId: "kjzl6kcym7w8y6u9wc65num3b2bivv8mrnkuhtfxy1y5fqspakajc5fu7gkra3w", + indexTitle: "IPLD Main Page", + indexCreatedAt: new Date(), + indexUpdatedAt: new Date(), + indexDeletedAt: "ul", + indexOwnerDID: "did:pkh:eip155:175177:0x1b9Aceb609a62bae0c0a9682A9268138Faff4F5f", + webPageId: "kjzl6kcym7w8y7vazujr0tmuxolq2b1qmjno2w3llwth8fc1p900tx0ilhi3eaq", + webPageTitle: "IPLD Main Page", + webPageUrl: "https://ipld.io/", + webPageContent: "Documentation\n\nGithub\n\nIPLD is the data model of the content-addressable web. It allows us to treat all hash-linked data structures as subsets of a unified information space, unifying all data models that link data with hashes as instances of IPLD.\n\nWhy IPLD?\n\nA data model for interoperable protocols.\n\nContent addressing through hashes has become a widely-used means of connecting data in distributed systems, from the blockchains that run your favorite cryptocurrencies, to the commits that back your code, to the web’s content at large. Yet, whilst all of these tools rely on some common primitives, their specific underlying data structures are not interoperable.\n\nEnter IPLD: IPLD is a single namespace for all hash-inspired protocols. Through IPLD, links can be traversed across protocols, allowing you to explore data regardless of the underlying protocol.\n\nUse cases\n\nThe sky’s the limit as IPLD allows you to work across protocol boundaries. The point is that IPLD provides libraries that make the underlying data interoperable across tools and across protocols by default.\n\nBitcoin to Git\n\nReference your latest commits in a git branch to a bitcoin transaction to timestamp your work. By linking your git commit, you can view the commit from your blockchain explorer.\n\nEthereum to IPFS\n\nHave your next contract refer to media on IPFS, perhaps modifying it and tracking its changes on each function execution. Seamlessly jump from function to object through IPLD addressing.\n\nFeatures\n\nA canonical data model\n\nA self-contained descriptive model that uniquely identifies any hash-based data structure and ensures the same logical object always maps to the exact same sequence of bits.\n\nProtocol independent resolution\n\nIPLD brings isolated systems together, making integration with existing protocols simple.\n\nUpgradeable\n\nWith Multiformats support, IPLD is easily upgradeable and will grow with your favorite protocols.\n\nOperates across formats\n\nExpress your IPLD objects in various serializable formats like JSON, CBOR, YAML, XML and many more, making IPLD a cinch to use with any framework.\n\nBackwards compatible\n\nNon-intrusive resolvers make IPLD easy to integrate within your existing work.\n\nA namespace for all protocols\n\nIPLD allows you to explore data across protocols seamlessly, binding hash-based data structures together through a common namespace.\n\nMedia\n\nIPLD is an open source project from the IPFS community. There are many ways you can contribute by getting involved. Learn more about IPLD from the community.\n\nJuan Benet: Enter the Merkle Forest\n\nResNetLab: Intro to InterPlanetary Linked Data\n\nWhy We Must Distribute The Web\n\nHow IPFS Deals With Files - IPFS Camp Workshop\n\nIPLD was started and is sponsored by\n\nProtocol Labs\n\nDocumentation\n\nGithub\n\nProtocol Labs | Except as\n\nnoted, content licensed\n\nCC-BY 3.0\n\n,", + webPageCreatedAt: "2024-01-06T20:16:40.992Z", + webPageUpdatedAt: "2024-01-06T20:16:40.992Z", + webPageDeletedAt: null + } + + }, + { + pageContent: "\n\nWhy Ceramic?\n\nWhy Ceramic?\n\n,", + metadata: { + indexId: "kjzl6kcym7w8y6u9wc65num3b2bivv8mrnkuhtfxy1y5fqspakajc5fu7gkra3w", + indexTitle: "Ceramic Why?", + indexCreatedAt: new Date(), + indexUpdatedAt: new Date(), + indexDeletedAt: "ul", + indexOwnerDID: "did:pkh:eip155:175177:0x1b9Aceb609a62bae0c0a9682A9268138Faff4F5f", + webPageId: "kjzl6kcym7w8y7vazujr0tmuxolq2b1qmjno2w3llwth8fc1p900tx0ilhi3eaq", + webPageTitle: "Ceramic Why?", + webPageUrl: "https://developers.ceramic.network/docs/introduction/why-ceramic", + webPageContent: "\n\nWhy Ceramic?\n\nWhy Ceramic?\n\n,", + webPageCreatedAt: "2024-01-06T20:16:40.992Z", + webPageUpdatedAt: "2024-01-06T20:16:40.992Z", + webPageDeletedAt: "null" + } + }, + { + pageContent: "Version: v2.x.x\n\nIntroduction\n\nnote\n\nLit Actions are still heavily in development and things may change. We\re grateful for feedback on how to improve the docs and examples!\n\nTo start developing with Lit Actions, check out examples here. For an in-depth review of the functionality provided by the Lit Actions SDK, take a look at our API docs.\n\nQuick Start\u200b\n\nReady to jump right in? Quickly learn how you can integrate Lit Actions into your own application:\n\nGuide: Hello World with Lit Actions\n\nGuide: Using Lit Actions for Access Control\n\nTool: GetLit CLI\n\nExample Implementation: Fetching Off-Chain Data in a Lit Action\n\nExample Implementation: Conditional Signing with Lit Actions\n\nOverview\u200b\n\nLit Actions are JavaScript programs that can be used to specify signing and authentication logic for PKPs. When used in conjunction with PKPs, Lit Actions are functionally serverless functions with their own private key-pair. Together these tools can be used to write data to blockchains and other state machines.\n\nEvery Lit Action gets executed across Lit’s threshold cryptography network in parallel, meaning the result of each program is independently verified by each node. Once a threshold of nodes have verified the result (more than two-thirds of network participants), the signing or decryption logic defined therein can be executed.\n\nA trivial example would be a Lit Action and associated PKP that checks if a number is prime, only returning a signature if the number is prime. Each node will execute the Lit Action with a submitted input and verify that it meets the required conditions. If it does, the node will provision an independent key share. Only after more than two-thirds of these shares have been collected can the complete signature be formed.\n\nFeatures\u200b\n\nBlockchain Agnostic: Lit Actions can be used to write data to blockchains using PKPs.\n\nImmutable: Once a Lit Action has been published, it cannot be modified.\n\nAtomicity: Using Mint/Grant/Burn, you can atomically link a PKP to an authorized set of Lit Actions. This method guarantees that a particular PKP can only ever be used to sign data from within the approved set.\n\nOff-Chain Compatibility: Lit Actions can pull in data from off-chain sources natively, without requiring the use of a third party oracle.\n\nExamples and Use Cases\u200b\n\nGenerating a signed Ethereum transaction\n\nAssigning PKP Permissions\n\nAutomating verifiable credential issuance\n\nExecuting a trade on Uniswap\n\nFetching off-chain price data\n\nEdit this page\n\nPreviousInitial Implementations\n\nNextGetLit CLI\n\nQuick Start\n\nOverview\n\nFeatures\n\nExamples and Use Cases\n\n,", + metadata: { + indexId: "kjzl6kcym7w8y6u9wc65num3b2bivv8mrnkuhtfxy1y5fqspakajc5fu7gkra3w", + indexTitle: "Lit Protocol Actions", + indexCreatedAt: new Date(), + indexUpdatedAt: new Date(), + indexDeletedAt: "ul", + indexOwnerDID: "did:pkh:eip155:175177:0x1b9Aceb609a62bae0c0a9682A9268138Faff4F5f", + webPageId: "kjzl6kcym7w8y7vazujr0tmuxolq2b1qmjno2w3llwth8fc1p900tx0ilhi3eaq", + webPageTitle: "Lit Protocol Actions", + webPageUrl: "https://developer.litprotocol.com/v2/litactions/intro/", + webPageContent: "Version: v2.x.x\n\nIntroduction\n\nnote\n\nLit Actions are still heavily in development and things may change. We\re grateful for feedback on how to improve the docs and examples!\n\nTo start developing with Lit Actions, check out examples here. For an in-depth review of the functionality provided by the Lit Actions SDK, take a look at our API docs.\n\nQuick Start\u200b\n\nReady to jump right in? Quickly learn how you can integrate Lit Actions into your own application:\n\nGuide: Hello World with Lit Actions\n\nGuide: Using Lit Actions for Access Control\n\nTool: GetLit CLI\n\nExample Implementation: Fetching Off-Chain Data in a Lit Action\n\nExample Implementation: Conditional Signing with Lit Actions\n\nOverview\u200b\n\nLit Actions are JavaScript programs that can be used to specify signing and authentication logic for PKPs. When used in conjunction with PKPs, Lit Actions are functionally serverless functions with their own private key-pair. Together these tools can be used to write data to blockchains and other state machines.\n\nEvery Lit Action gets executed across Lit’s threshold cryptography network in parallel, meaning the result of each program is independently verified by each node. Once a threshold of nodes have verified the result (more than two-thirds of network participants), the signing or decryption logic defined therein can be executed.\n\nA trivial example would be a Lit Action and associated PKP that checks if a number is prime, only returning a signature if the number is prime. Each node will execute the Lit Action with a submitted input and verify that it meets the required conditions. If it does, the node will provision an independent key share. Only after more than two-thirds of these shares have been collected can the complete signature be formed.\n\nFeatures\u200b\n\nBlockchain Agnostic: Lit Actions can be used to write data to blockchains using PKPs.\n\nImmutable: Once a Lit Action has been published, it cannot be modified.\n\nAtomicity: Using Mint/Grant/Burn, you can atomically link a PKP to an authorized set of Lit Actions. This method guarantees that a particular PKP can only ever be used to sign data from within the approved set.\n\nOff-Chain Compatibility: Lit Actions can pull in data from off-chain sources natively, without requiring the use of a third party oracle.\n\nExamples and Use Cases\u200b\n\nGenerating a signed Ethereum transaction\n\nAssigning PKP Permissions\n\nAutomating verifiable credential issuance\n\nExecuting a trade on Uniswap\n\nFetching off-chain price data\n\nEdit this page\n\nPreviousInitial Implementations\n\nNextGetLit CLI\n\nQuick Start\n\nOverview\n\nFeatures\n\nExamples and Use Cases\n\n,", + webPageCreatedAt: "2024-01-06T20:16:40.992Z", + webPageUpdatedAt: "2024-01-06T20: 16: 40.992Z", + webPageDeletedAt: null + } + }, + { + pageContent: "Decentralized Identifiers (DIDs) v1.0\n\nCore architecture, data model, and representations\n\nW3C Recommendation 19 July 2022\n\nhttps://www.w3.org/TR/2022/REC-did-core-20220719/\n\nhttps://www.w3.org/TR/did-core/\n\nhttps://w3c.github.io/did-core/\n\nhttps://www.w3.org/standards/history/did-core\n\nCommit history\n\nhttps://w3c.github.io/did-test-suite/\n\nManu Sporny (Digital Bazaar)\n\nAmy Guy (Digital Bazaar)\n\nMarkus Sabadello (Danube Tech)\n\nDrummond Reed (Evernym/Avast)\n\nManu Sporny (Digital Bazaar)\n\nDave Longley (Digital Bazaar)\n\nMarkus Sabadello (Danube Tech)\n\nDrummond Reed (Evernym/Avast)\n\nOrie Steele (Transmute)\n\nChristopher Allen (Blockchain Commons)\n\nGitHub w3c/did-core\n (pull requests,\n new issue,\n open issues)\n\npublic-did-wg@w3.org with subject line [did-core] … message topic … (archives)\n\nErrata exists.\n\nDID Use Cases and Requirements\n\nDID Specification Registries\n\nDID Core Implementation Report\n\nSee also\n \n translations.\n\nCopyright\n ©\n 2022\n\nW3C\n\nMIT,\n\nERCIM,\n\nKeio,\n\nBeihang). W3C\n\nliability,\n\ntrademark and\n\npermissive document license rules apply.\n\n,", + metadata: { + indexId: "kjzl6kcym7w8y6u9wc65num3b2bivv8mrnkuhtfxy1y5fqspakajc5fu7gkra3w", + indexTitle: "DID Core", + indexCreatedAt: new Date(), + indexUpdatedAt: new Date(), + indexDeletedAt: "ul", + indexOwnerDID: "did:pkh:eip155:175177:0x1b9Aceb609a62bae0c0a9682A9268138Faff4F5f", + webPageId: "kjzl6kcym7w8y7vazujr0tmuxolq2b1qmjno2w3llwth8fc1p900tx0ilhi3eaq", + webPageTitle: "DID Core", + webPageUrl: "https://www.w3.org/TR/did-core/#:~:text=Decentralized%20identifiers%20(DIDs)%20are%20a,the%20controller%20of%20the%20DID.", + webPageContent: "Decentralized Identifiers (DIDs) v1.0\n\nCore architecture, data model, and representations\n\nW3C Recommendation 19 July 2022\n\nhttps://www.w3.org/TR/2022/REC-did-core-20220719/\n\nhttps://www.w3.org/TR/did-core/\n\nhttps://w3c.github.io/did-core/\n\nhttps://www.w3.org/standards/history/did-core\n\nCommit history\n\nhttps://w3c.github.io/did-test-suite/\n\nManu Sporny (Digital Bazaar)\n\nAmy Guy (Digital Bazaar)\n\nMarkus Sabadello (Danube Tech)\n\nDrummond Reed (Evernym/Avast)\n\nManu Sporny (Digital Bazaar)\n\nDave Longley (Digital Bazaar)\n\nMarkus Sabadello (Danube Tech)\n\nDrummond Reed (Evernym/Avast)\n\nOrie Steele (Transmute)\n\nChristopher Allen (Blockchain Commons)\n\nGitHub w3c/did-core\n (pull requests,\n new issue,\n open issues)\n\npublic-did-wg@w3.org with subject line [did-core] … message topic … (archives)\n\nErrata exists.\n\nDID Use Cases and Requirements\n\nDID Specification Registries\n\nDID Core Implementation Report\n\nSee also\n \n translations.\n\nCopyright\n ©\n 2022\n\nW3C\n\nMIT,\n\nERCIM,\n\nKeio,\n\nBeihang). W3C\n\nliability,\n\ntrademark and\n\npermissive document license rules apply.\n\n,", + webPageCreatedAt: "2024-01-06T20:16:40.992Z", + webPageUpdatedAt: "2024-01-06T20:16:40.992Z", + webPageDeletedAt: null + } + }, + { + pageContent: "Protocol Labs\n\nWork\n\nAbout\n\nJoin\n\nBlog\n\nPurpose and Vision\n\nCollaborations\n\nTimeline\n\nProtocol\n\nLabs\n\ndrives\n\nbreakthroughs\n\nin\n\ncomputing\n\nto\n\npush\n\nhumanity\n\nforward\n\nPurpose and Vision\n\nProtocol Labs is an innovation network that connects over 600 tech startups, service providers, investment funds, accelerators, foundations, and other organizations developing breakthrough technologies and products in the frontiers of computing: web3, AI, AR, VR, BCI, hardware, and more.\n\nOrganizations collaborate across the network to solve common problems, share knowledge and resources, and accelerate the R&D process for a wide range of technological fields.\n\nCollaborations\n\nWe work with a community of people and organizations building a better future through technology.\n\nTimeline of Work\n\nBig things have small beginnings. Here is a slice of our story.\n\n2013\n August IPFS and Filecoin — new protocols to decentralize the web and cloud storage — start to develop as ideas and prototypes.\n\n2014\n May Protocol Labs (PL) founded by Juan Benet to improve the internet and computing. PL is part of the YCombinator S14 program.July Initial IPFS and Filecoin papers released. IPFS Community forms. go-ipfs and js-ipfs in development. Early IPFS and PL contributors join.September PL raises funding from prominent technology investors.\n\n2015\n February go-ipfs alpha is released, and development and growth in the open begins.Q3 IPFS gains usage in the Ethereum community, and among other blockchain networks.\n\n2016\n March Protocol Labs raises funding from BlueYard (blog), USV (blog), and other prominent investors.April go-ipfs 0.4.0 is released, with a large set of improvements.June libp2p, Multiformats, and IPLD are split out from IPFS, ahead of the first Decentralized Web Summit with internet pioneers.\n\n2017\n Q1 PL redesigns the Filecoin protocol, culminating in the invention of Proofs-of-Replication and other cryptography results. PL creates initial version of CoinList with AngelList to run Filecoin and other token sales.July PL Filecoin v2 paper is released.Q3 PL raises funding through the Filecoin Token Sale, raising $205.8M total.October CoinList launches as an independent company, spun out from Protocol Labs and AngelList. The SAFT Project launches as a collaboration between Protocol Labs, Cooley, and other token creators, legal experts, and investors.\n\n2018\n April Protocol Labs Research and RFP Grant Program debut.September PL hosts LabDay 2018, a day-long event dedicated to contributors and collaborators in the Protocol Labs ecosystem.\n\n2019\n January First ProtoSchool workshop held in Denver, CO.February PL introduces the Permissive License Stack, an open-source approach to intellectual property. Filecoin code is opened to the community and first devnets launched.December Filecoin Testnet launches, and grows to 5 PB of proved storage in the following months.\n\n2020\n April IPFS 0.5.0 is released.May Testground, a platform for testing, benchmarking, and simulating distributed and p2p systems at scale, launches.August The League of Entropy, a partnership between Protocol Labs, Cloudflare, the Ethereum Foundation, and others, launches drand, the Internet’s first production-grade, publicly verifiable randomness beacon.October Filecoin mainnet launches, surpassing 1 EiB of storage capacity within its first month.\n\n2021\n April nft.storage launches, providing off-chain storage of NFT metadata and assets in a free, simple service. More than 40M NFTs stored on IPFS & Filecoin within the first year!July Protocol Labs begins transition to a decentralized network, forming independent teams that collaborate openly.September Filecoin and IPFS builders funnel continues to grow, with over 10,000+ developers engaged YTD through hackathons and grants.October The Filecoin network continues to grow, with over 3,300 storage providers and over 12EB of capacity, making Filecoin the largest aggregation of data storage in the history of the world.November The inaugural Funding The Commons was held, creating a forum for people making shared goods faster and more robustly via user-friendly mechanisms and robust experiments.\n\n2022\n February PLN Launchpad, a full-time onboarding program for new network members, kicks off its first cohort. It ends 2022 with the successful completion of eight cohorts.September Inaugural FIL VC hosted in Singapore, with 26 teams and 300+ investors participatingOctober LabWeek22, our first-ever decentralized conference, brought together over 150 PLN teams, with 1,000+ attendees and 100+ speakers at 38 events in Lisbon.November Protocol Labs and Filecoin Foundation announce an alliance (Decentralized Storage Alliance) with AMD, Seagate and EY, to help more companies make the transition from Web2 to Web3.December Saturn, a Web3 CDN in Filecoin’s retrieval market, launches version 1.\n\n2023\n January Bacalhau Python SDK ships, offering client-side logic, enabling builders to fully interact with Bacalhau with a user-friendly, Pythonic interface.March Filecoin Virtual Machine (FVM) is live on mainnet! The Filecoin blockchain now supports smart contracts and user programmability via the FVM, unlocking the enormous potential of an open data economy.July Builders Funnel and PL Ventures continue to scale, with [X] teams receiving investment and support from the PL Network.September PL VS (PL Venture Studio) introduced. Additional Protocol Labs teams launched as independent companies, including Expanso, Lurk, Funding the Commons, and Solaris.\n\nGet Involved\n\nProtocol Labs is an innovation network driving breakthroughs in computing, to push humanity forward. PL connects more than 600 tech startups, funds, accelerators, foundations, open source projects, service providers, and other organizations. Their work spans web3, AI, AR, VR, BCI, hardware, and more.\n\nJoin Us\n\nProtocol Labs\n\nPress\n\nPrivacy\n\nContact\n\nTerms\n\nTwitter\n\nLinkedIn\n\nYouTube\n\n,", + metadata: { + indexId: "kjzl6kcym7w8y6u9wc65num3b2bivv8mrnkuhtfxy1y5fqspakajc5fu7gkra3w", + indexTitle: "Protocol Labs", + indexCreatedAt: new Date(), + indexUpdatedAt: new Date(), + indexDeletedAt: "ul", + indexOwnerDID: "did:pkh:eip155:175177:0x1b9Aceb609a62bae0c0a9682A9268138Faff4F5f", + webPageId: "kjzl6kcym7w8y7vazujr0tmuxolq2b1qmjno2w3llwth8fc1p900tx0ilhi3eaq", + webPageTitle: "Protocol Labs", + webPageUrl: "https://protocol.ai/about/", + webPageContent: "Protocol Labs\n\nWork\n\nAbout\n\nJoin\n\nBlog\n\nPurpose and Vision\n\nCollaborations\n\nTimeline\n\nProtocol\n\nLabs\n\ndrives\n\nbreakthroughs\n\nin\n\ncomputing\n\nto\n\npush\n\nhumanity\n\nforward\n\nPurpose and Vision\n\nProtocol Labs is an innovation network that connects over 600 tech startups, service providers, investment funds, accelerators, foundations, and other organizations developing breakthrough technologies and products in the frontiers of computing: web3, AI, AR, VR, BCI, hardware, and more.\n\nOrganizations collaborate across the network to solve common problems, share knowledge and resources, and accelerate the R&D process for a wide range of technological fields.\n\nCollaborations\n\nWe work with a community of people and organizations building a better future through technology.\n\nTimeline of Work\n\nBig things have small beginnings. Here is a slice of our story.\n\n2013\n August IPFS and Filecoin — new protocols to decentralize the web and cloud storage — start to develop as ideas and prototypes.\n\n2014\n May Protocol Labs (PL) founded by Juan Benet to improve the internet and computing. PL is part of the YCombinator S14 program.July Initial IPFS and Filecoin papers released. IPFS Community forms. go-ipfs and js-ipfs in development. Early IPFS and PL contributors join.September PL raises funding from prominent technology investors.\n\n2015\n February go-ipfs alpha is released, and development and growth in the open begins.Q3 IPFS gains usage in the Ethereum community, and among other blockchain networks.\n\n2016\n March Protocol Labs raises funding from BlueYard (blog), USV (blog), and other prominent investors.April go-ipfs 0.4.0 is released, with a large set of improvements.June libp2p, Multiformats, and IPLD are split out from IPFS, ahead of the first Decentralized Web Summit with internet pioneers.\n\n2017\n Q1 PL redesigns the Filecoin protocol, culminating in the invention of Proofs-of-Replication and other cryptography results. PL creates initial version of CoinList with AngelList to run Filecoin and other token sales.July PL Filecoin v2 paper is released.Q3 PL raises funding through the Filecoin Token Sale, raising $205.8M total.October CoinList launches as an independent company, spun out from Protocol Labs and AngelList. The SAFT Project launches as a collaboration between Protocol Labs, Cooley, and other token creators, legal experts, and investors.\n\n2018\n April Protocol Labs Research and RFP Grant Program debut.September PL hosts LabDay 2018, a day-long event dedicated to contributors and collaborators in the Protocol Labs ecosystem.\n\n2019\n January First ProtoSchool workshop held in Denver, CO.February PL introduces the Permissive License Stack, an open-source approach to intellectual property. Filecoin code is opened to the community and first devnets launched.December Filecoin Testnet launches, and grows to 5 PB of proved storage in the following months.\n\n2020\n April IPFS 0.5.0 is released.May Testground, a platform for testing, benchmarking, and simulating distributed and p2p systems at scale, launches.August The League of Entropy, a partnership between Protocol Labs, Cloudflare, the Ethereum Foundation, and others, launches drand, the Internet’s first production-grade, publicly verifiable randomness beacon.October Filecoin mainnet launches, surpassing 1 EiB of storage capacity within its first month.\n\n2021\n April nft.storage launches, providing off-chain storage of NFT metadata and assets in a free, simple service. More than 40M NFTs stored on IPFS & Filecoin within the first year!July Protocol Labs begins transition to a decentralized network, forming independent teams that collaborate openly.September Filecoin and IPFS builders funnel continues to grow, with over 10,000+ developers engaged YTD through hackathons and grants.October The Filecoin network continues to grow, with over 3,300 storage providers and over 12EB of capacity, making Filecoin the largest aggregation of data storage in the history of the world.November The inaugural Funding The Commons was held, creating a forum for people making shared goods faster and more robustly via user-friendly mechanisms and robust experiments.\n\n2022\n February PLN Launchpad, a full-time onboarding program for new network members, kicks off its first cohort. It ends 2022 with the successful completion of eight cohorts.September Inaugural FIL VC hosted in Singapore, with 26 teams and 300+ investors participatingOctober LabWeek22, our first-ever decentralized conference, brought together over 150 PLN teams, with 1,000+ attendees and 100+ speakers at 38 events in Lisbon.November Protocol Labs and Filecoin Foundation announce an alliance (Decentralized Storage Alliance) with AMD, Seagate and EY, to help more companies make the transition from Web2 to Web3.December Saturn, a Web3 CDN in Filecoin’s retrieval market, launches version 1.\n\n2023\n January Bacalhau Python SDK ships, offering client-side logic, enabling builders to fully interact with Bacalhau with a user-friendly, Pythonic interface.March Filecoin Virtual Machine (FVM) is live on mainnet! The Filecoin blockchain now supports smart contracts and user programmability via the FVM, unlocking the enormous potential of an open data economy.July Builders Funnel and PL Ventures continue to scale, with [X] teams receiving investment and support from the PL Network.September PL VS (PL Venture Studio) introduced. Additional Protocol Labs teams launched as independent companies, including Expanso, Lurk, Funding the Commons, and Solaris.\n\nGet Involved\n\nProtocol Labs is an innovation network driving breakthroughs in computing, to push humanity forward. PL connects more than 600 tech startups, funds, accelerators, foundations, open source projects, service providers, and other organizations. Their work spans web3, AI, AR, VR, BCI, hardware, and more.\n\nJoin Us\n\nProtocol Labs\n\nPress\n\nPrivacy\n\nContact\n\nTerms\n\nTwitter\n\nLinkedIn\n\nYouTube\n\n,", + webPageCreatedAt: "2024-01-06T20:16:40.992Z", + webPageUpdatedAt: "2024-01-06T20:16:40.992Z", + webPageDeletedAt: null + } + }, + { + pageContent: "\n\nGet started\n\nIntroduction\n\nIntroduction\n\nLangChain is a framework for developing applications powered by language models. It enables applications that:\n\nAre context-aware: connect a language model to sources of context (prompt instructions, few shot examples, content to ground its response in, etc.)\n\nReason: rely on a language model to reason (about how to answer based on provided context, what actions to take, etc.)\n\nThis framework consists of several parts.\n\nLangChain Libraries: The Python and JavaScript libraries. Contains interfaces and integrations for a myriad of components, a basic run time for combining these components into chains and agents, and off-the-shelf implementations of chains and agents.\n\nLangChain Templates: A collection of easily deployable reference architectures for a wide variety of tasks.\n\nLangServe: A library for deploying LangChain chains as a REST API.\n\nLangSmith: A developer platform that lets you debug, test, evaluate, and monitor chains built on any LLM framework and seamlessly integrates with LangChain.\n\nTogether, these products simplify the entire application lifecycle:\n\nDevelop: Write your applications in LangChain/LangChain.js. Hit the ground running using Templates for reference.\n\nProductionize: Use LangSmith to inspect, test and monitor your chains, so that you can constantly improve and deploy with confidence.\n\nDeploy: Turn any chain into an API with LangServe.\n\nLangChain Libraries\u200b\n\nThe main value props of the LangChain packages are:\n\nComponents: composable tools and integrations for working with language models. Components are modular and easy-to-use, whether you are using the rest of the LangChain framework or not\n\nOff-the-shelf chains: built-in assemblages of components for accomplishing higher-level tasks\n\nOff-the-shelf chains make it easy to get started. Components make it easy to customize existing chains and build new ones.\n\nThe LangChain libraries themselves are made up of several different packages.\n\nlangchain-core: Base abstractions and LangChain Expression Language.\n\nlangchain-community: Third party integrations.\n\nlangchain: Chains, agents, and retrieval strategies that make up an application's cognitive architecture.\n\nGet started\u200b\n\nHere’s how to install LangChain, set up your environment, and start building.\n\nWe recommend following our Quickstart guide to familiarize yourself with the framework by building your first LangChain application.\n\nRead up on our Security best practices to make sure you're developing safely with LangChain.\n\nnote\n\nThese docs focus on the Python LangChain library. Head here for docs on the JavaScript LangChain library.\n\nLangChain Expression Language (LCEL)\u200b\n\nLCEL is a declarative way to compose chains. LCEL was designed from day 1 to support putting prototypes in production, with no code changes, from the simplest “prompt + LLM” chain to the most complex chains.\n\nOverview: LCEL and its benefits\n\nInterface: The standard interface for LCEL objects\n\nHow-to: Key features of LCEL\n\nCookbook: Example code for accomplishing common tasks\n\nModules\u200b\n\nLangChain provides standard, extendable interfaces and integrations for the following modules:\n\nModel I/O\u200b\n\nInterface with language models\n\nRetrieval\u200b\n\nInterface with application-specific data\n\nAgents\u200b\n\nLet models choose which tools to use given high-level directives\n\nExamples, ecosystem, and resources\u200b\n\nUse cases\u200b\n\nWalkthroughs and techniques for common end-to-end use cases, like:\n\nDocument question answering\n\nChatbots\n\nAnalyzing structured data\n\nand much more...\n\nIntegrations\u200b\n\nLangChain is part of a rich ecosystem of tools that integrate with our framework and build on top of it. Check out our growing list of integrations.\n\nGuides\u200b\n\nBest practices for developing with LangChain.\n\nAPI reference\u200b\n\nHead to the reference section for full documentation of all classes and methods in the LangChain and LangChain Experimental Python packages.\n\nDeveloper's guide\u200b\n\nCheck out the developer's guide for guidelines on contributing and help getting your dev environment set up.\n\nCommunity\u200b\n\nHead to the Community navigator to find places to ask questions, share feedback, meet other developers, and dream about the future of LLM's.\n\nPreviousGet started\n\nNextInstallation\n\nLangChain Libraries\n\nGet started\n\nLangChain Expression Language (LCEL)\n\nModules\n\nExamples, ecosystem, and resourcesUse casesIntegrationsGuidesAPI referenceDeveloper's guideCommunity\n\n,", + metadata: { + indexId: "kjzl6kcym7w8y6u9wc65num3b2bivv8mrnkuhtfxy1y5fqspakajc5fu7gkra3w", + indexTitle: "Langchain", + indexCreatedAt: new Date(), + indexUpdatedAt: new Date(), + indexDeletedAt: "ul", + indexOwnerDID: "did:pkh:eip155:175177:0x1b9Aceb609a62bae0c0a9682A9268138Faff4F5f", + webPageId: "kjzl6kcym7w8y7vazujr0tmuxolq2b1qmjno2w3llwth8fc1p900tx0ilhi3eaq", + webPageTitle: "Langchain", + webPageUrl: "https://python.langchain.com/docs/get_started/introduction", + webPageContent: "\n\nGet started\n\nIntroduction\n\nIntroduction\n\nLangChain is a framework for developing applications powered by language models. It enables applications that:\n\nAre context-aware: connect a language model to sources of context (prompt instructions, few shot examples, content to ground its response in, etc.)\n\nReason: rely on a language model to reason (about how to answer based on provided context, what actions to take, etc.)\n\nThis framework consists of several parts.\n\nLangChain Libraries: The Python and JavaScript libraries. Contains interfaces and integrations for a myriad of components, a basic run time for combining these components into chains and agents, and off-the-shelf implementations of chains and agents.\n\nLangChain Templates: A collection of easily deployable reference architectures for a wide variety of tasks.\n\nLangServe: A library for deploying LangChain chains as a REST API.\n\nLangSmith: A developer platform that lets you debug, test, evaluate, and monitor chains built on any LLM framework and seamlessly integrates with LangChain.\n\nTogether, these products simplify the entire application lifecycle:\n\nDevelop: Write your applications in LangChain/LangChain.js. Hit the ground running using Templates for reference.\n\nProductionize: Use LangSmith to inspect, test and monitor your chains, so that you can constantly improve and deploy with confidence.\n\nDeploy: Turn any chain into an API with LangServe.\n\nLangChain Libraries\u200b\n\nThe main value props of the LangChain packages are:\n\nComponents: composable tools and integrations for working with language models. Components are modular and easy-to-use, whether you are using the rest of the LangChain framework or not\n\nOff-the-shelf chains: built-in assemblages of components for accomplishing higher-level tasks\n\nOff-the-shelf chains make it easy to get started. Components make it easy to customize existing chains and build new ones.\n\nThe LangChain libraries themselves are made up of several different packages.\n\nlangchain-core: Base abstractions and LangChain Expression Language.\n\nlangchain-community: Third party integrations.\n\nlangchain: Chains, agents, and retrieval strategies that make up an application's cognitive architecture.\n\nGet started\u200b\n\nHere’s how to install LangChain, set up your environment, and start building.\n\nWe recommend following our Quickstart guide to familiarize yourself with the framework by building your first LangChain application.\n\nRead up on our Security best practices to make sure you're developing safely with LangChain.\n\nnote\n\nThese docs focus on the Python LangChain library. Head here for docs on the JavaScript LangChain library.\n\nLangChain Expression Language (LCEL)\u200b\n\nLCEL is a declarative way to compose chains. LCEL was designed from day 1 to support putting prototypes in production, with no code changes, from the simplest “prompt + LLM” chain to the most complex chains.\n\nOverview: LCEL and its benefits\n\nInterface: The standard interface for LCEL objects\n\nHow-to: Key features of LCEL\n\nCookbook: Example code for accomplishing common tasks\n\nModules\u200b\n\nLangChain provides standard, extendable interfaces and integrations for the following modules:\n\nModel I/O\u200b\n\nInterface with language models\n\nRetrieval\u200b\n\nInterface with application-specific data\n\nAgents\u200b\n\nLet models choose which tools to use given high-level directives\n\nExamples, ecosystem, and resources\u200b\n\nUse cases\u200b\n\nWalkthroughs and techniques for common end-to-end use cases, like:\n\nDocument question answering\n\nChatbots\n\nAnalyzing structured data\n\nand much more...\n\nIntegrations\u200b\n\nLangChain is part of a rich ecosystem of tools that integrate with our framework and build on top of it. Check out our growing list of integrations.\n\nGuides\u200b\n\nBest practices for developing with LangChain.\n\nAPI reference\u200b\n\nHead to the reference section for full documentation of all classes and methods in the LangChain and LangChain Experimental Python packages.\n\nDeveloper's guide\u200b\n\nCheck out the developer's guide for guidelines on contributing and help getting your dev environment set up.\n\nCommunity\u200b\n\nHead to the Community navigator to find places to ask questions, share feedback, meet other developers, and dream about the future of LLM's.\n\nPreviousGet started\n\nNextInstallation\n\nLangChain Libraries\n\nGet started\n\nLangChain Expression Language (LCEL)\n\nModules\n\nExamples, ecosystem, and resourcesUse casesIntegrationsGuidesAPI referenceDeveloper's guideCommunity\n\n,", + webPageCreatedAt: "2024-01-06T20:16:40.992Z", + webPageUpdatedAt: "2024-01-06T20: 16: 40.992Z", + webPageDeletedAt: null + } + } + ]) + + + } + + return vectorStore; + + } catch (e) { + Logger.error('ChromaDB connection failure:', e, 'ChromaDBModule'); + throw new Error('CHROMADB_CONNECTION_FAILURE'); + } + }, + }, + ], + exports: ['CHROMA_DB'], + }; + } +} \ No newline at end of file diff --git a/indexer/src/chat/controller/chat.controller.spec.ts b/indexer/src/chat/controller/chat.controller.spec.ts new file mode 100644 index 00000000..571463df --- /dev/null +++ b/indexer/src/chat/controller/chat.controller.spec.ts @@ -0,0 +1,18 @@ +import { Test, TestingModule } from '@nestjs/testing'; +import { ChatController } from './chat.controller'; + +describe('ChatController', () => { + let controller: ChatController; + + beforeEach(async () => { + const module: TestingModule = await Test.createTestingModule({ + controllers: [ChatController], + }).compile(); + + controller = module.get(ChatController); + }); + + it('should be defined', () => { + expect(controller).toBeDefined(); + }); +}); diff --git a/indexer/src/chat/controller/chat.controller.ts b/indexer/src/chat/controller/chat.controller.ts new file mode 100644 index 00000000..0b291560 --- /dev/null +++ b/indexer/src/chat/controller/chat.controller.ts @@ -0,0 +1,21 @@ +import { Body, Controller, Get, Logger, Post, UsePipes, ValidationPipe } from '@nestjs/common'; +import { ChatService } from '../service/chat.service'; +import { QueryQuestionInput, RetrievalQuestionInput } from '../schema/chat.schema'; + +@Controller('chat') +export class ChatController { + + constructor(private readonly chatService: ChatService) {} + + @Post('/stream') + async stream(@Body() body: RetrievalQuestionInput) { + Logger.log(`Processing ${JSON.stringify(body)}`, 'chatController:stream') + return this.chatService.stream(body); + } + + @Post('/query') + async query(@Body() body: QueryQuestionInput) { + return this.chatService.query(body); + } + +} diff --git a/indexer/src/chat/schema/chat.schema.ts b/indexer/src/chat/schema/chat.schema.ts new file mode 100644 index 00000000..9d13ce63 --- /dev/null +++ b/indexer/src/chat/schema/chat.schema.ts @@ -0,0 +1,120 @@ +import { BaseMessage } from '@langchain/core/messages'; +import { ApiProperty, ApiPropertyOptional } from '@nestjs/swagger'; +import { IsEnum, IsString } from 'class-validator'; + +export enum RetrievalChainType { + 'rag-v0' = 'rag-v0', +} + +export enum QueryChainType { + 'query-v0' = 'query-v0', +} + +export enum ModelType { + 'OpenAI' = 'OpenAI', + 'MistralAI' = 'MistralAI', +} + +export class ConversationalRetrievalQAChainInput { + + @ApiProperty({ + description: 'Question to ask', + example: 'Summarize my documents', + }) + question: string; + + @ApiProperty({ + description: 'Previous chat history', + example: [] + }) + chat_history: []; +} + +export class RetrievalDocumentInput { + document: string; +} + +export class RetrievalQuestionInput { + + @ApiPropertyOptional({ + description: 'Type of model in use', + example: 'OpenAI', + }) + @IsString() + @IsEnum(ModelType) + model_type: string; + + @ApiProperty({ + description: 'Index to use', + example: 'chroma-indexer', + }) + @IsString() + index_id: string | null; + + @ApiProperty({ + description: 'Chain type to be used', + example: 'rag-v0', + }) + @IsString() + @IsEnum(RetrievalChainType) + chain_type: string; + + @ApiProperty({ + description: 'Chain input', + example: { + question: 'Summarize my documents', + chat_history: [] + } + }) + input: { question: string, chat_history: [] }; + +} + + +export class QueryQuestionInput { + + @ApiPropertyOptional({ + description: 'Type of model in use', + example: 'OpenAI', + }) + @IsString() + @IsEnum(ModelType) + model_type: string; + + @ApiProperty({ + description: 'Index to use', + example: 'chroma-indexer', + }) + @IsString() + index_id: string | null; + + @ApiProperty({ + description: 'Chain type to be used', + example: 'query-v0', + }) + @IsString() + @IsEnum(QueryChainType) + chain_type: string; + + @ApiProperty({ + description: 'Query input for search in index', + example: 'Documents about language modelling' + }) + question: string; + + @ApiProperty({ + description: 'Number of documents to return', + example: 10 + }) + k: number; + + @ApiProperty({ + description: 'The page of results to return', + example: 0 + }) + page: number; + +} + + + diff --git a/indexer/src/chat/service/chat.service.spec.ts b/indexer/src/chat/service/chat.service.spec.ts new file mode 100644 index 00000000..110cd7d3 --- /dev/null +++ b/indexer/src/chat/service/chat.service.spec.ts @@ -0,0 +1,18 @@ +import { Test, TestingModule } from '@nestjs/testing'; +import { ChatService } from './chat.service'; + +describe('ChatService', () => { + let service: ChatService; + + beforeEach(async () => { + const module: TestingModule = await Test.createTestingModule({ + providers: [ChatService], + }).compile(); + + service = module.get(ChatService); + }); + + it('should be defined', () => { + expect(service).toBeDefined(); + }); +}); diff --git a/indexer/src/chat/service/chat.service.ts b/indexer/src/chat/service/chat.service.ts new file mode 100644 index 00000000..11fdbb01 --- /dev/null +++ b/indexer/src/chat/service/chat.service.ts @@ -0,0 +1,107 @@ +import { Inject, Injectable, Logger } from '@nestjs/common'; + +import { Chroma } from '@langchain/community/vectorstores/chroma'; +import { QueryQuestionInput, RetrievalQuestionInput } from '../schema/chat.schema'; + +import * as fs from "fs"; +import { Agent } from 'src/app/modules/agent.module'; +import { SelfQueryRetriever } from 'langchain/retrievers/self_query'; +import { CallbackManagerForRetrieverRun } from '@langchain/core/callbacks/manager'; + + +@Injectable() +export class ChatService { + + constructor( + @Inject('CHROMA_DB') private readonly chromaClient: Chroma, + @Inject('AGENT_METACLASS') private readonly agentClient: Agent, + ) { + + // TODO: Add Streaming to chain output + // TODO: Add query endpoint + // TODO: Add multi-agent endpoint for each index + } + + /** + * @description Stream a question to the agent with a chat history + * + * @param body + * @returns + */ + async stream(body: RetrievalQuestionInput): Promise<{ answer: string, source: string[]}> { + + Logger.log(`Processing ${JSON.stringify(body)}`, 'chatService:stream') + + try { + + // Initialize the agent + const chain = await this.agentClient.createAgentChain(body.chain_type, body.index_id, body.model_type); + + // Invoke the agent + const stream = await chain.invoke({ + question: body.input.question, + chat_history: body.input.chat_history + }); + + + // const stream = await chain.streamLog({ + // question: body.input.question, + // chatHistory: body.input.chat_history + // }); + + // eslint-disable-next-line @typescript-eslint/no-explicit-any + // let aggregate: any = {}; + + // for await (const chunk of stream) { + // console.log(JSON.stringify(chunk)); + + // // You can also reconstruct the log using the `applyPatch` function. + // // aggregate = applyPatch(aggregate, chunk.ops).newDocument; + // // console.log(); + // } + + // console.log("aggregate", aggregate); + + return { + 'answer': stream.answer, + 'source': stream.sources + } + + } catch (e) { + Logger.log(`Cannot process ${body.input.question} ${e}`, 'chatService:stream:error'); throw e; + } + + } + + /** + * @description Generate a query from question with the agent without a chat history + * + * @param body + * @returns + */ + async query(body: QueryQuestionInput): Promise<{ sources: any[] }>{ + + Logger.log(`Processing ${JSON.stringify(body)}`, 'chatService:query') + + try { + + const retriever: SelfQueryRetriever = await this.agentClient.createRetrieverChain( + body.chain_type, + body.index_id, + body.model_type, + body.k * (body.page + 1) + ); + + const documents = await retriever.getRelevantDocuments(body.question); + + + return { + sources: documents.slice(body.k * body.page, body.k * (body.page + 1)) + } + + } catch (e) { + Logger.log(`Cannot process ${body.question} ${e}`, 'chatService:query:error'); throw e; + } + + } +} \ No newline at end of file diff --git a/indexer/src/indexer/controller/indexer.controller.spec.ts b/indexer/src/indexer/controller/indexer.controller.spec.ts new file mode 100644 index 00000000..f0bd48ca --- /dev/null +++ b/indexer/src/indexer/controller/indexer.controller.spec.ts @@ -0,0 +1,18 @@ +import { Test, TestingModule } from '@nestjs/testing'; +import { IndexerController } from './indexer.controller'; + +describe('IndexerController', () => { + let controller: IndexerController; + + beforeEach(async () => { + const module: TestingModule = await Test.createTestingModule({ + controllers: [IndexerController], + }).compile(); + + controller = module.get(IndexerController); + }); + + it('should be defined', () => { + expect(controller).toBeDefined(); + }); +}); diff --git a/indexer/src/indexer/controller/indexer.controller.ts b/indexer/src/indexer/controller/indexer.controller.ts new file mode 100644 index 00000000..01cd3b7b --- /dev/null +++ b/indexer/src/indexer/controller/indexer.controller.ts @@ -0,0 +1,48 @@ +import { Body, Controller, Delete, Get, Post, Put } from '@nestjs/common'; +import { IndexerService } from '../service/indexer.service'; +import { CrawlRequestBody, EmbeddingRequestBody, IndexDeleteBody, IndexRequestBody, IndexUpdateBody } from '../schema/indexer.schema'; +import { ChromaClient } from 'chromadb'; + +@Controller('indexer') +export class IndexerController { + + constructor(private readonly indexerService: IndexerService) { + // TODO: Talk about upsert + } + + @Get('/') + async getHello() { + return 'Hello World'; + } + + @Post('/crawl') + async crawl(@Body() body: CrawlRequestBody) { + return this.indexerService.crawl(body.url); + } + + @Post('/embeddings') + async embeddings(@Body() body: EmbeddingRequestBody) { + return this.indexerService.embed(body.content); + } + + @Post('/index') + async index(@Body() body: IndexRequestBody) { + return this.indexerService.index(body); + } + + @Put('/index') + async update(@Body() body: IndexUpdateBody) { + return this.indexerService.update(body); + } + + @Delete('/index') + async deleteIndex(@Body() body: IndexDeleteBody) { + return this.indexerService.delete(body, 'index'); + } + + @Delete('/item') + async deleteItem(@Body() body: IndexDeleteBody) { + return this.indexerService.delete(body, 'item'); + } + +} \ No newline at end of file diff --git a/indexer/src/indexer/schema/indexer.schema.ts b/indexer/src/indexer/schema/indexer.schema.ts new file mode 100644 index 00000000..65d664bb --- /dev/null +++ b/indexer/src/indexer/schema/indexer.schema.ts @@ -0,0 +1,236 @@ +import { Embeddings } from "@langchain/core/embeddings"; +import { ApiProperty, ApiPropertyOptional } from "@nestjs/swagger"; +import { Type } from "class-transformer"; +import { IsUrl, Matches, MaxLength, MinLength, Validate, ValidateNested } from "class-validator"; + + +export enum MIME_TYPE { + 'text/csv'='csv', + 'application/epub+zip'='epub', + 'application/vnd.openxmlformats-officedocument.spreadsheetml.sheet'='xlsx', + 'application/vnd.ms-excel'='xls', + 'text/html'='html', + 'text/markdown'='md', + 'text/org'='org', + 'application/vnd.oasis.opendocument.text'='odt', + 'application/pdf'='pdf', + 'text/plain'='txt', + 'application/vnd.ms-powerpoint'='ppt', + 'application/vnd.openxmlformats-officedocument.presentationml.presentation'='pptx', + 'text/rtf'='rtf', + 'text/tab-separated-values'='tsv', + 'application/msword'='doc', + 'application/vnd.openxmlformats-officedocument.wordprocessingml.document'='docx', + 'application/xml'='xml', + 'application/json'='json' +} + +export enum MetadataFields { + 'indexId'= 'indexId', + 'indexTitle'= 'indexTitle', + 'indexCreatedAt'= 'indexCreatedAt', + 'indexUpdatedAt'= 'indexUpdatedAt', + 'indexDeletedAt'= 'indexDeletedAt', + 'indexOwnerDID'= 'indexOwnerDID', + 'webPageId'='webPageId', + 'webPageTitle'='webPageTitle', + 'webPageUrl'='webPageUrl', + 'webPageContent'='webPageContent', + 'webPageCreatedAt'='webPageCreatedAt', + 'webPageUpdatedAt'='webPageUpdatedAt', + 'webPageDeletedAt'='webPageDeletedAt', + 'vector' = 'vector' +} + + +export class CrawlRequestBody { + + @ApiProperty({ + description: 'Url to crawl', + example: 'https://google.com', + }) + @IsUrl() + url: string; +} + +export class IndexUpdateBody { + + @ApiProperty({ + description: 'ChromaDB ids of the update document', + examples: ['id_1'] + }) + @Type(() => String) + // @Matches(/^[a-zA-Z0-9]+$/) // TODO: Write appropriate regex + indexId: string; + + @ApiProperty({ + description: 'ChromaDB ids of the update document', + examples: ['id_1'] + }) + @Type(() => String) + // @Matches(/^[a-zA-Z0-9]+$/) // TODO: Write appropriate regex + indexItemId: string; + + @ApiPropertyOptional({ + description: '', + default: null + }) + embedding: [number[]] | null; + + @ApiPropertyOptional({ + description: 'Key-value pairs for updated field values of the document', + default: null + }) + // @ValidateNested(() => ) // TODO: Check if appropriate fields + metadata: Object | null; + + @ApiPropertyOptional({ + description: 'Documents of the', + default: null + }) + documents: string | string[] | null; + +} + +export class IndexDeleteBody { + + @ApiProperty({ + description: 'ChromaDB ids of the update document', + examples: ['id_1'] + }) + @Type(() => String) + // @Matches(/^[a-zA-Z0-9]+$/) // TODO: Write appropriate regex + indexId: string; + + @ApiPropertyOptional({ + description: 'ChromaDB ids of the update document', + examples: ['id_1'] + }) + @Type(() => String) + // @Matches(/^[a-zA-Z0-9]+$/) // TODO: Write appropriate regex + indexItemId: string; + +} + +export class IndexRequestBody { + + @ApiProperty({ + description: 'Index ID', + example: 'test', + }) + @Type(() => String) + // @Matches(/^[a-zA-Z0-9]+$/) // TODO: Write appropriate regex + @MinLength(1) + @MaxLength(100) + indexId: string; + + @ApiProperty({ + description: 'Index title', + example: 'test', + }) + @Type(() => String) + @MinLength(1) + @MaxLength(100) + indexTitle: string; + + @ApiProperty({ + description: 'Date of index creation', + example: 'test', + }) + @Type(() => Date) + indexCreatedAt: Date; + + @ApiProperty({ + description: 'Date of last update of the index', + example: 'test', + }) + @Type(() => Date) + indexUpdatedAt: Date; + + @ApiProperty({ + description: 'DID Info of the index owner', + example: '' + }) + @Type(() => String) + // @Matches(/^[a-zA-Z0-9]+$/) // TODO: Write appropriate regex + indexOwnerDID: string; + + @ApiPropertyOptional({ + description: 'Name of the index owner', + example: '' + }) + @Type(() => String) + indexOwnerName: string | null; + + @ApiPropertyOptional({ + description: 'Biography of the index owner', + example: '' + }) + @Type(() => String) + indexOwnerBio: string | null; + + @ApiProperty({ + description: 'Indexed id of web page', + example: '' + }) + @Type(() => String) + // @Matches(/^[a-zA-Z0-9]+$/) // TODO: Write appropriate regex + webPageId: string; + + @ApiProperty({ + description: 'Named title of the web page', // Is it named by user or html content + example: 'test', + }) + @Type(() => String) + @MinLength(1) + @MaxLength(100) + webPageTitle: string; + + @ApiProperty({ + description: 'Url of the indexed web page', + example: '' + }) + @IsUrl() + @Type(() => String) + webPageUrl: string; + + @ApiProperty({ + description: 'Web page content', + example: '' + }) + @Type(() => String) + webPageContent: string; + + @ApiProperty({ + description: 'Date of web page indexing', + example: 'test', + }) + @Type(() => Date) + webPageCreatedAt: Date; + + + @ApiProperty({ + description: 'Date of last update of the indexed web page', + example: 'test', + }) + @Type(() => Date) + webPageUpdatedAt: Date; + + // TODO: Check input? + @ApiProperty({ + description: 'OpenAI Embedding of the indexed web page content', + }) + vector: number[]; +} + + +export class EmbeddingRequestBody { + @ApiProperty({ + description: 'Content to embed', + example: 'test', + }) + @Type(() => String) + @MinLength(1) + @MaxLength(10000) + content: string; +} \ No newline at end of file diff --git a/indexer/src/indexer/service/indexer.service.spec.ts b/indexer/src/indexer/service/indexer.service.spec.ts new file mode 100644 index 00000000..88b6caa2 --- /dev/null +++ b/indexer/src/indexer/service/indexer.service.spec.ts @@ -0,0 +1,18 @@ +import { Test, TestingModule } from '@nestjs/testing'; +import { IndexerService } from './indexer.service'; + +describe('IndexerService', () => { + let service: IndexerService; + + beforeEach(async () => { + const module: TestingModule = await Test.createTestingModule({ + providers: [IndexerService], + }).compile(); + + service = module.get(IndexerService); + }); + + it('should be defined', () => { + expect(service).toBeDefined(); + }); +}); diff --git a/indexer/src/indexer/service/indexer.service.ts b/indexer/src/indexer/service/indexer.service.ts new file mode 100644 index 00000000..3b1fb9ca --- /dev/null +++ b/indexer/src/indexer/service/indexer.service.ts @@ -0,0 +1,258 @@ +import { Inject, Injectable, Logger } from '@nestjs/common'; +import { Chroma } from "@langchain/community/vectorstores/chroma"; +import { OpenAIEmbeddings } from '@langchain/openai'; +import { UnstructuredLoader } from 'langchain/document_loaders/fs/unstructured' +import { JSONLoader } from "langchain/document_loaders/fs/json"; + +import { IndexDeleteBody, IndexRequestBody, IndexUpdateBody } from '../schema/indexer.schema'; +import { HttpService } from '@nestjs/axios'; +import * as fs from 'fs'; +import { MIME_TYPE } from '../schema/indexer.schema'; + + +@Injectable() +export class IndexerService { + constructor( + private readonly httpService: HttpService, + @Inject('CHROMA_DB') private readonly chromaClient: Chroma, + ) { + + // TODO: Add support for chunked documents + // TODO: Add support for multiple documents opts + } + + /** + * @description Crawl any document and return its content + * + * @param url Url to crawl + * @returns Web page content + */ + async crawl(url: string): Promise<{ url: string; content: string | Document[]; }>{ + + const response = await this.httpService.axiosRef({ + url: url, + method: 'GET', + responseType: 'stream', + }); + + const content_type = response.headers['content-type'].split(';')[0]; + + if (!MIME_TYPE.hasOwnProperty(content_type)) throw new Error('Unsupported content type'); + + // Write the file to disk + const file_name = `tmp/${Date.now()}.${MIME_TYPE[content_type]}`; + const writer = fs.createWriteStream(file_name); + response.data.pipe(writer); + + // Wait for the file to be written + const status = new Promise((resolve, reject) => { + writer.on('finish', resolve); + writer.on('error', reject); + }); + await status; + + // Check if the file was written + if (!status) throw new Error('Failed to download page'); + Logger.log(`Downloaded ${url} to ${file_name}`, 'indexerService:crawl'); + + + // Add an exception for JSON files + if (MIME_TYPE[content_type] === 'json') { + const loader = new JSONLoader(file_name); + const docs = await loader.load(); + return { + url: url, + content: '' //docs + } + } + + // Initialize the loader + const loader = new UnstructuredLoader( + file_name, + { + apiUrl: process.env.UNSTRUCTURED_API_URL, + } + ); + + // Load the document + const docs = await loader.load(); + + // Delete the file + fs.unlinkSync(file_name); + + return { + url: url, + content: docs[0].pageContent + }; + } + + /** + * @description Index a web page into ChromaDB with the given metadata + * + * @param body IndexRequestBody + * @returns Success message + */ + async index(body: IndexRequestBody): Promise<{ message: string }> { + + const chromaID = body.indexId + body.webPageId; + + try { + + let metadata = { + source: body.webPageId + } + + const metadata_keys = [ + "indexId", "indexTitle", "indexCreatedAt", "indexUpdatedAt", + "indexOwnerDID", "indexOwnerName", "indexOwnerBio", + "webPageId", "webPageTitle", "webPageUrl", + "webPageCreatedAt", "webPageUpdatedAt" + ]; + + metadata_keys.forEach((key) => { + metadata[key] = body[key]; + }); + + const documents = [{ + pageContent: body.webPageContent, + metadata + }] + + const ids = await this.chromaClient.addDocuments(documents, {ids: [chromaID]}); + + return { + message: `Successfully indexed ${body.webPageTitle} with id ${ids[0]}` + } + + } catch (e) { + console.log(e); throw e; + } + } + + /** + * @description Deletes the document from ChromaDB with the given indexId and indexItemId + * + * @param body + * @returns Success or error message + */ + async update(body: IndexUpdateBody): Promise<{ message: string }> { + + const chromaID = body.indexId + body.indexItemId; + + try { + + let updated = { + ids: chromaID, + } + + if (body.embedding) { updated['embedding'] = body.embedding; } + if (body.metadata) { updated['metadata'] = body.metadata; } + + const response = await this.chromaClient.collection.update(updated) + + return { + message: `Successfully updated ${chromaID}` + } + + } catch (e) { + return { + message: `Update error for ${chromaID}` + } + } + + } + + + /** + * @description Deletes the document from ChromaDB with the given indexId and indexItemId + * + * @param body + * @returns Success or error message + */ + async delete(body: IndexDeleteBody, deleteType: string): Promise<{ message: string }> { + + try { + + let response; + + const chromaID = body.indexId + body.indexItemId; + + + if (deleteType === 'item') { + + if (!body.indexItemId) throw new Error('indexItemId is required'); + + const res = await this.chromaClient.collection.get({ + ids: [chromaID], + limit: 1, + }) + if (res.ids.length === 0) throw new Error('Delete failed, document not found'); + + + const response = await this.chromaClient.collection.delete({ ids: [chromaID] }) + + + if (!response) throw new Error('Delete failed'); + + return { + message: `Successfully deleted ${JSON.stringify(response)}` + } + + } else if (deleteType === 'index') { + + const res = await this.chromaClient.collection.get({ + where: { "indexId": body.indexId }, + limit: 1000, + }) + + Logger.log(`Deleting ${JSON.stringify(res?.ids)}`, 'indexerService:delete'); + + response = await this.chromaClient.collection.delete({ ids: res?.ids }) + + if (!response) throw new Error('Delete failed'); + + return { + message: `Successfully deleted ${response.ids.length} documents` + } + } + + } catch (e) { + return { + message: `Delete error for ${body.indexId}` + } + } + + } + + /** + * @description Embed a web page into ChromaDB + * + * @param content + * @returns Embedding vector + */ + async embed(content: string): Promise<{ model: string; vector: number[]; }> { + + try { + + const embeddings = new OpenAIEmbeddings({ + modelName: process.env.MODEL_EMBEDDING, + openAIApiKey:process.env.OPENAI_API_KEY + }); + + Logger.log(`Embedding ${JSON.stringify(content)}`, 'indexerService:embed'); + + const embedding = await embeddings.embedDocuments([content]); + + return { + model: process.env.MODEL_EMBEDDING, + + vector: embedding[0] + }; + } + catch (e) { + console.log(e); + } + + } + +} diff --git a/indexer/src/main.ts b/indexer/src/main.ts new file mode 100644 index 00000000..63b6fd8e --- /dev/null +++ b/indexer/src/main.ts @@ -0,0 +1,47 @@ +import { NestFactory } from '@nestjs/core'; +import { AppModule } from './app/app.module'; +import { SwaggerModule, DocumentBuilder } from '@nestjs/swagger'; +import { Logger, ValidationPipe } from '@nestjs/common'; +import * as cookieParser from 'cookie-parser'; +import { CorsOptions } from '@nestjs/common/interfaces/external/cors-options.interface'; + + +async function bootstrap() { + + Logger.log(`Starting server on port ${process.env.PORT}`, 'Bootstrap'); + + + const app = await NestFactory.create(AppModule); + const port = process.env.PORT || 3000; + + + const corsOptions: CorsOptions = { + origin: `http://localhost:${port}`, // Specify the front-end URL + credentials: true, // Enable reading cookies from the request + methods: ['GET', 'POST', 'PUT', 'PATCH', 'DELETE', 'OPTIONS'], + maxAge: 24 * 60 * 60 * 5, // Set the maximum age of preflight requests to 5 days + }; + + // Enable CORS with the specified options. + app.enableCors(corsOptions); + // Use global validation pipes for input validation. + app.useGlobalPipes(new ValidationPipe()); + + const config = new DocumentBuilder() + .setTitle('Indexer API') + .setDescription('The Chat Agent API for Index Network') + .setVersion('0.1') + .addTag('indexer') + .build(); + const document = SwaggerModule.createDocument(app, config); + SwaggerModule.setup('api', app, document); + + // Use the cookie-parser middleware to parse cookies from incoming requests. + app.use(cookieParser()); + + await app.listen(port, () => + console.log(`📢 Server starting on: http://localhost:${port}/ ⚡️`), + ); + +} +bootstrap(); diff --git a/indexer/test/app.e2e-spec.ts b/indexer/test/app.e2e-spec.ts new file mode 100644 index 00000000..50cda623 --- /dev/null +++ b/indexer/test/app.e2e-spec.ts @@ -0,0 +1,24 @@ +import { Test, TestingModule } from '@nestjs/testing'; +import { INestApplication } from '@nestjs/common'; +import * as request from 'supertest'; +import { AppModule } from './../src/app.module'; + +describe('AppController (e2e)', () => { + let app: INestApplication; + + beforeEach(async () => { + const moduleFixture: TestingModule = await Test.createTestingModule({ + imports: [AppModule], + }).compile(); + + app = moduleFixture.createNestApplication(); + await app.init(); + }); + + it('/ (GET)', () => { + return request(app.getHttpServer()) + .get('/') + .expect(200) + .expect('Hello World!'); + }); +}); diff --git a/indexer/test/jest-e2e.json b/indexer/test/jest-e2e.json new file mode 100644 index 00000000..e9d912f3 --- /dev/null +++ b/indexer/test/jest-e2e.json @@ -0,0 +1,9 @@ +{ + "moduleFileExtensions": ["js", "json", "ts"], + "rootDir": ".", + "testEnvironment": "node", + "testRegex": ".e2e-spec.ts$", + "transform": { + "^.+\\.(t|j)s$": "ts-jest" + } +} diff --git a/indexer/tsconfig.build.json b/indexer/tsconfig.build.json new file mode 100644 index 00000000..64f86c6b --- /dev/null +++ b/indexer/tsconfig.build.json @@ -0,0 +1,4 @@ +{ + "extends": "./tsconfig.json", + "exclude": ["node_modules", "test", "dist", "**/*spec.ts"] +} diff --git a/indexer/tsconfig.json b/indexer/tsconfig.json new file mode 100644 index 00000000..95f5641c --- /dev/null +++ b/indexer/tsconfig.json @@ -0,0 +1,21 @@ +{ + "compilerOptions": { + "module": "commonjs", + "declaration": true, + "removeComments": true, + "emitDecoratorMetadata": true, + "experimentalDecorators": true, + "allowSyntheticDefaultImports": true, + "target": "ES2021", + "sourceMap": true, + "outDir": "./dist", + "baseUrl": "./", + "incremental": true, + "skipLibCheck": true, + "strictNullChecks": false, + "noImplicitAny": false, + "strictBindCallApply": false, + "forceConsistentCasingInFileNames": false, + "noFallthroughCasesInSwitch": false + } +} diff --git a/indexer/yarn.lock b/indexer/yarn.lock new file mode 100644 index 00000000..52b76980 --- /dev/null +++ b/indexer/yarn.lock @@ -0,0 +1,5549 @@ +# THIS IS AN AUTOGENERATED FILE. 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