From 2ca08469ef2834dc25911f3edfd029769952c136 Mon Sep 17 00:00:00 2001 From: Santiago Gonzalez Date: Wed, 18 Sep 2024 00:57:59 -0500 Subject: [PATCH] add documentation --- .gitignore | 23 +- config/.env.sample | 4 +- docs/footer.tsx | 8 + docs/pages/architecture.mdx | 96 + docs/pages/cli.mdx | 125 + docs/pages/deployment.mdx | 115 + docs/pages/examples.mdx | 5 + docs/pages/getting-started.mdx | 157 + docs/pages/index.mdx | 16 + docs/pages/manifest-definition.mdx | 1 + docs/pages/other-apis.mdx | 422 +++ docs/pages/tech-stack.mdx | 50 + package.json | 24 + pnpm-lock.yaml | 5286 ++++++++++++++++++++++++++++ tsconfig.json | 24 + vocs.config.ts | 58 + 16 files changed, 6411 insertions(+), 3 deletions(-) create mode 100644 docs/footer.tsx create mode 100644 docs/pages/architecture.mdx create mode 100644 docs/pages/cli.mdx create mode 100644 docs/pages/deployment.mdx create mode 100644 docs/pages/examples.mdx create mode 100644 docs/pages/getting-started.mdx create mode 100644 docs/pages/index.mdx create mode 100644 docs/pages/manifest-definition.mdx create mode 100644 docs/pages/other-apis.mdx create mode 100644 docs/pages/tech-stack.mdx create mode 100644 package.json create mode 100644 pnpm-lock.yaml create mode 100644 tsconfig.json create mode 100644 vocs.config.ts diff --git a/.gitignore b/.gitignore index e5505f3..cdbab76 100644 --- a/.gitignore +++ b/.gitignore @@ -177,4 +177,25 @@ experiments/.DS_Store output/**/* # MacOS -.DS_Store \ No newline at end of file +.DS_Store + +# Vocs +# dependencies +/node_modules +/.pnp +.pnp.js + +# production +/docs/dist + +# misc +.DS_Store +*.pem + +# debug +npm-debug.log* +yarn-debug.log* +yarn-error.log* + +# typescript +*.tsbuildinfo diff --git a/config/.env.sample b/config/.env.sample index a95e094..2056e7c 100644 --- a/config/.env.sample +++ b/config/.env.sample @@ -7,14 +7,14 @@ PATHWAY_RETRY_DELAY_MS=1000 # Maximum No of concurrent operations per batch during udf async execution. Zero means no specific limits CHUNKING_BATCH_CAPACITY=0 -EMBEDDINGS_BATCH_CAPACITY=500 +EMBEDDINGS_BATCH_CAPACITY=15 API_DATA_ENCODING="utf-8" OPENAPI_SPEC_FILE= SOURCE_MANIFEST_FILE= OUTPUT_FOLDER="./output" -LLM_API_BASE_URL="http://localhost:8080/v1" # openai +LLM_API_BASE_URL="http://localhost:8080/v1" # openai-based # LLM_API_BASE_URL="http://localhost:11434" # ollama LLM_API_KEY="empty-api-key" LLM_EMBEDDINGS_MODEL="Nomic-embed-text-v1.5" diff --git a/docs/footer.tsx b/docs/footer.tsx new file mode 100644 index 0000000..cb76810 --- /dev/null +++ b/docs/footer.tsx @@ -0,0 +1,8 @@ +export default function Footer() { + return ( +
+
Released under the MIT License.
+
Built by RaigGuild.org
+
+ ) + } \ No newline at end of file diff --git a/docs/pages/architecture.mdx b/docs/pages/architecture.mdx new file mode 100644 index 0000000..1eb0b4f --- /dev/null +++ b/docs/pages/architecture.mdx @@ -0,0 +1,96 @@ +# RAG API Pipeline Architecture Overview + +## Introduction + +This document provides an overview of the RAG (Retrieval-Augmented Generation) API Pipeline architecture. The system is designed to extract, process, and store data from the Boardroom Governance API, creating a knowledge base that can be queried using natural language processing techniques. + + +## Diagram + + + +[Full Image](https://res.cloudinary.com/dwx9alovg/image/upload/v1725856208/rag-pipeline/toms0dzpmfbrmuw87xmd.png) + +## Components + +### 1. Pipeline Manifest + +- A YAML file that defines the configuration settings and API endpoints for extraction. +- Read at the start of the pipeline process (step 1.1). + +### 2. OpenAPI Spec + +- A YAML file containing the OpenAPI specification for the Boardroom Governance API. +- Read by the APILoader component (step 1.2). + +### 3. APILoader + +- Reads the Pipeline Manifest and OpenAPI Spec. +- Generates a Source Manifest (step 2) based on the input configurations. + +### 4. Source Manifest + +- A YAML file generated by the APILoader. +- Contains detailed information about the data sources and extraction parameters. + +### 5. Boardroom Governance API + +- The primary data source for the pipeline. +- Data is extracted from this API (step 4). + +### 6. Airbyte + Pathway + +- Airbyte is used for data extraction and initial processing. +- Pathway is used for data transformation and pipelining. +- These components work together to process the extracted data (step 5). + +### 7. RAG Pipeline + +- Consists of several sub-steps: + - Preprocessing + - Normalization + - Semantic chunking + - Feature embeddings +- Processes the data extracted by Airbyte (step 5). + +### 8. Qdrant Vector Store + +- A vector database used to store the processed and embedded data. +- Data is stored here after processing (step 5.5). + +### 9. RAG API Server + +- Hosts the following components: + - LLM (Language Model) + - Embedding model + - OpenAI API integration +- Interfaces with the Qdrant Vector Store to retrieve relevant information. +- Connects to the GaiaNet Protocol Network. + +### 10. OpenAI API + +- Used by the RAG API Server for advanced natural language processing tasks. + +### 11. GaiaNet Protocol Network + +- The broader network that the RAG API Server interfaces with. +- Consists of multiple Gaia Nodes. + +## Process Flow + +1. The pipeline starts by reading the Pipeline Manifest (1.1) and OpenAPI Spec (1.2). +2. The APILoader generates a Source Manifest based on these inputs. +3. The pipeline begins data extraction from the Boardroom Governance API. +4. Extracted data is processed through the Airbyte + Pathway components. +5. The RAG Pipeline performs preprocessing, normalization, semantic chunking, and feature embedding. +6. Processed data is stored in the Qdrant Vector Store. +7. The RAG API Server can now access this data to respond to queries. +8. The RAG API Server may use the OpenAI API for additional processing or generation tasks. +9. The RAG API Server interfaces with the GaiaNet Protocol Network to provide its services. + +## Using Pre-generated snapshots and models + - You can also use models and snapshots supported by Gaianet node by defining them in the Gaianet node config file. + - Check out the [Gaianet docs](http://docs.gaianet.ai) for more information. diff --git a/docs/pages/cli.mdx b/docs/pages/cli.mdx new file mode 100644 index 0000000..d765d93 --- /dev/null +++ b/docs/pages/cli.mdx @@ -0,0 +1,125 @@ +# RAG API Pipeline CLI Documentation + +## Overview + +The CLI tool provides functionality for running a RAG (Retrieval-Augmented Generation) API pipeline. +It offers various commands to execute different stages of the pipeline, from data extraction to embedding generation. + +## Installation + +This project uses Poetry for dependency management. To install the project and all its dependencies: + +1. Ensure you have Poetry installed. If not, install it by following the instructions at https://python-poetry.org/docs/#installation + +2. Clone the repository: + ``` + git clone https://github.com/raid-guild/gaianet-rag-api-pipeline + cd gaianet-rag-api-pipeline + ``` + +3. Install dependencies using Poetry: + ``` + poetry install + ``` + + This will create a virtual environment and install all necessary dependencies specified in the `pyproject.toml` file. + +## Usage + +To run any command, use the `poetry run` prefix: + +``` +poetry run rag-api-pipeline [OPTIONS] COMMAND [ARGS]... +``` + +## Global Options + +- `--debug`: Enable logging at debug level. + +## Commands + +### 1. run-all + +Run the complete RAG API pipeline. + +``` +poetry run rag-api-pipeline run-all [OPTIONS] API_MANIFEST_FILE +``` + +#### Arguments + +- `API_MANIFEST_FILE`: Pipeline YAML manifest that defines the Pipeline config settings and API endpoints to extract. + +#### Options + +- `--llm-provider [ollama|openai]`: Embedding model provider (default: openai) +- `--api-key TEXT`: API Auth key +- `--openapi-spec-file FILE`: OpenAPI YAML spec file (default: config/openapi.yaml) +- `--source-manifest-file FILE`: Source YAML manifest +- `--full-refresh`: Clean up cache and extract API data from scratch +- `--normalized-only`: Run pipeline until the normalized data stage +- `--chunked-only`: Run pipeline until the chunked data stage + +### 2. from-normalized + +Execute the RAG API pipeline from normalized data. + +``` +poetry run rag-api-pipeline from-normalized [OPTIONS] API_MANIFEST_FILE +``` + +#### Arguments + +- `API_MANIFEST_FILE`: Pipeline YAML manifest that defines the Pipeline config settings and API endpoints to extract. + +#### Options + +- `--llm-provider [ollama|openai]`: Embedding model provider (default: openai) +- `--normalized-data-file FILE`: Normalized data in JSONL format (required) + +### 3. from-chunked + +Execute the RAG API pipeline from (cached) data chunks. + +``` +poetry run rag-api-pipeline from-chunked [OPTIONS] API_MANIFEST_FILE +``` + +#### Arguments + +- `API_MANIFEST_FILE`: Pipeline YAML manifest that defines the Pipeline config settings and API endpoints to extract. + +#### Options + +- `--llm-provider [ollama|openai]`: Embedding model provider (default: openai) +- `--chunked-data-file FILE`: Chunked data in JSONL format (required) + +## Environment Variables + +- `BOARDROOM_API_KEY`: Can be used to set the API key instead of passing it as a command-line option. + +## Examples + +1. Run the complete pipeline: + ``` + poetry run rag-api-pipeline run-all config/api_pipeline.yaml --llm-provider ollama + ``` + +2. Run the pipeline from normalized data: + ``` + poetry run rag-api-pipeline from-normalized config/api_pipeline.yaml --normalized-data-file path/to/normalized_data.jsonl --llm-provider ollama + ``` + +3. Run the pipeline from chunked data: + ``` + poetry run rag-api-pipeline from-chunked config/api_pipeline.yaml --chunked-data-file path/to/chunked_data.jsonl --llm-provider ollama + ``` + +## Notes + +- The CLI uses the `click` library for command-line interface creation. +- It integrates with a custom logging setup and uses the `codetiming` library for performance timing. +- The pipeline is built using the `pathway` library for data processing. +- Make sure to properly configure your API manifest file and OpenAPI spec file before running the pipeline. +- Using Poetry for dependency management ensures consistent environments across different setups. +- Always use `poetry run` to execute the CLI commands within the Poetry environment. diff --git a/docs/pages/deployment.mdx b/docs/pages/deployment.mdx new file mode 100644 index 0000000..d68131a --- /dev/null +++ b/docs/pages/deployment.mdx @@ -0,0 +1,115 @@ +# RAG API Pipeline Deployment + +## Overview +This page outlines the deployment process for the AI pipeline, including the necessary components and their configurations. + +## Deployment Process + +### Local development + +Start with building your containers: `docker compose -f local.yml build`. + +You are ready to start developing your application! +Define your custom logic in `gaianet_rag_api_pipeline/pipeline.py`. It already contains a sample code which sums all the input values. + +You can test it in the following modes: + +- [debug (batch mode)] run your Pathway app code with pytest with `docker compose -f local.yml run --rm pathway_app pytest` +- [streaming] run your Pathway app `docker compose -f local.yml up`. Modify `InfiniteStream` in `gaianet_rag_api_pipeline/input.py` to feed it with different data. The results are streamed to the `output.csv` file (you can change this in `gaianet_rag_api_pipeline/output.py`) + + +### Production environment + +Production environment streams data from `redpanda`. +Build production containers with `docker compose -f prod.yml build` + +To run your application invoke: +1. `docker compose -f prod.yml rm -svf` to clean the state so that `redpanda` can start without issues +2. `docker compose -f prod.yml up` + +For test, you can push messages to redpanda by running +`docker compose -f prod.yml exec redpanda rpk topic create gaianet_rag_api_pipeline` to make sure the topic is created +and then `docker compose -f prod.yml exec redpanda rpk topic produce gaianet_rag_api_pipeline` + +and typing in the messages, e.g: +`{"value":10}` + + +## Working with a Snapshot + +You can optionally use ollama to generate a snapshot and work with it for your gaianet node + +### Setting up Ollama +Download and install ollama from official [website](https://ollama.com/download) + +### Setting up Embeddings Model with Ollama + +1. Download the prefered embedding model from [HuggingFace](https://huggingface.co/gaianet/Nomic-embed-text-v1.5-Embedding-GGUF/resolve/main/nomic-embed-text-v1.5.f16.gguf) +2. Create `Modelfile` to use embedding model with ollama + +``` +FROM ./nomic-embed-text-v1.5.f16.gguf # this is the path to the embedding model +``` +Learn more about Ollama Modelfile [here](https://github.com/ollama/ollama/blob/main/docs/modelfile.md) + +To use the new Modelfile Save it as a file (e.g. Modelfile) and run the following command: + +```bash +ollama create choose-a-model-name -f ' +ollama run choose-a-model-name +``` + +### Setup a qdrant vector db instance + +- Run the following command to start a qdrant vector db instance (make sure to have docker daemon running) + +```bash +docker run -p 6333:6333 -p 6334:6334 -v ./qdrant_dev:/qdrant/storage:z qdrant/qdrant:v1.10.1 +``` + +### Generating a Snapshopt + + +### Using the Snapshot +to use the generated snapshot with gaianet node without the full pipeline, you can edit the config file and add the following: + +``` +"snapshot": "/your-snapshot-path-or-url", # this can be http url or local path +``` +make sure to add the snapshot to the config file run the following command to start the node: + +```bash +gaianet init +gaianet start +``` + + + + +## Recommended GaiaNet Node Configuration +- Tested on Mac Studio 32GB RAM +```json +{ + "address": "your-node-address", + "chat": "https://huggingface.co/gaianet/Meta-Llama-3.1-8B-Instruct-GGUF/resolve/main/Meta-Llama-3.1-8B-Instruct-Q5_K_M.gguf", + "chat_batch_size": "64", + "chat_ctx_size": "8192", + "chat_name": "Boardroom-Llama-3-Chat", + "description": "Llama-3-chat model. with Boardroom API snapshot", + "domain": "us.gaianet.network", + "embedding": "https://huggingface.co/gaianet/Nomic-embed-text-v1.5-Embedding-GGUF/resolve/main/nomic-embed-text-v1.5.f16.gguf", + "embedding_batch_size": "2048", + "embedding_collection_name": "boardroom_api_collection", # this is the name of the collection in the snapshot + "embedding_ctx_size": "2048", + "embedding_name": "Nomic-embed-text-v1.5", + "llamaedge_port": "8080", + "prompt_template": "llama-3-chat", + "qdrant_limit": "1", + "qdrant_score_threshold": "0.5", + "rag_policy": "system-message", + "rag_prompt": "Use the following pieces of context to answer the user's question. Respond directly to the user with your answer, do not say 'this is the answer' or 'this is the answer' or similar language. Never mention your knowledge base or say 'according to the context' or 'hypothetical' or other similar language. Use json metadata included in knowledge base whenever possible enrich your answers. The term aave refers the DAO protocol where discussions and proposals are posted. If you don't know the answer, don't try to make up an answer. \n----------------\n", + "reverse_prompt": "", + "snapshot": "/your-snapshot-path-or-url", + "system_prompt": "You are an AI assistant designed to provide clear, concise, and accurate answers to user queries. Your primary functions include retrieving relevant information from the provided RAG (Retrieval-Augmented Generation) data and utilizing your pre-training data when necessary. Use json metadata included in RAG data whenever possible enrich your answers. The term aave refers the DAO protocol where discussions and proposals are posted. If no relevant information is found, you will inform the user that you are not familiar with the knowledge." +} +``` diff --git a/docs/pages/examples.mdx b/docs/pages/examples.mdx new file mode 100644 index 0000000..84c0ff1 --- /dev/null +++ b/docs/pages/examples.mdx @@ -0,0 +1,5 @@ +# API Examples + +## Boardroom API + +## Optimism Agora API \ No newline at end of file diff --git a/docs/pages/getting-started.mdx b/docs/pages/getting-started.mdx new file mode 100644 index 0000000..d0910d7 --- /dev/null +++ b/docs/pages/getting-started.mdx @@ -0,0 +1,157 @@ +# GaiaNet RAG API Pipeline + +`rag-api-pipeline` is a Python-based data pipeline tool that allows you to easily generate a vector knowledge base from any REST API data source. The +resulting database snapshot can be then plugged-in into a Gaia node's LLM model with a prompt and provide contextual responses to user queries using RAG +(Retrieval Augmented Generation). + +The following sections help you to quickly setup and execute the pipeline on your REST API. If you're looking more in-depth information about how to use +thes tool, tech stack and/or how it works under the hood, check the content menu on the left. + +## System Requirements + +- Poetry ([Docs](https://python-poetry.org/docs/)) +- Python 3.11.x +- (Optional): a Python virtual environment manager or your preference (e.g. conda, venv) +- Docker and Docker compose +- Qdrant vector database ([Docs](https://qdrant.tech/documentation/)) +- LLM model provider (either a Gaianet node or Ollama) + +## Setup Instructions + +1. Activate your virtual environment (if using a custom virtual environment) +2. Install project dependencies: + +```bash +poetry install +``` + +3. Copy `config/.env/sample` into `config/.env` file and set environment variables accordingly. Check the [environment variables](#environment-variables) section +for details. +4. Define the pipeline manifest for your REST API you're looking to extract data from. Check how to define an API pipeline manifest in +[Defining an API Pipeline Manifest](/manifest-definition) for details, or take a look at the in-depth review of the sample manifests available in +[API Examples](/examples). +5. Set the REST API key in a `config/secrets/api_key` file, or specify it using the `--api-key` as argument to the CLI +6. Get the base URL of your Qdrant Vector DB or deploy a local `Qdrant` ([Docs](https://qdrant.tech/documentation/)) vector database instance using docker: + +``` +# IMPORTANT: make sure you use qdrant:v1.10.1 for compatibility with Gaianet node +docker run -p 6333:6333 -p 6334:6334 -v ./qdrant_dev:/qdrant/storage:z qdrant/qdrant:v1.10.1 +``` + +7. Get your Gaianet node running ([Docs](https://docs.gaianet.ai/node-guide/quick-start)) or install Ollama ([Docs](https://ollama.com/)) provider locally. +The latter is recommended if you're looking to run the pipeline on consumer hardware. +8. Load the LLM embeddings model of your preference into the LLM provider you chose in the previous step: + - You can find info on how to customize a Gaianet node [here](https://docs.gaianet.ai/node-guide/customize) + - If you chose Ollama, follow these instructions to import the LLM embeddings model: + - Make sure the Ollama service is up and running + - Go to the folder where the embeddings model is located. For this example, the llm model file is `nomic-embed-text-v1.5.f16.gguf` ([Source](https://huggingface.co/gaianet/Nomic-embed-text-v1.5-Embedding-GGUF/tree/main?show_file_info=nomic-embed-text-v1.5.f16.gguf)) + - Create a file with name `Modelfile` and paste the following (replace `` with your local directory): +``` +FROM /nomic-embed-text-v1.5.f16.gguf +``` + - Import the model by running the following command on a terminal: +```bash +ollama create Nomic-embed-text-v1.5 +``` + - Make sure the model setting by running the command: +```bash +ollama show Nomic-embed-text-v1.5 +``` + +## Pipeline CLI + +Now you're ready to use the `rag-api-pipeline` CLI commands to execute different tasks of the RAG pipeline, from extracting data from an API source to generating vector embeddings +and a database snapshot. If you need more details about the parameters available on each command you can execute: + +```bash +poetry run rag-api-pipeline --help +``` + +### CLI available commands + +Below you can find the default instructions available and an in-depth review of both the functionality and available arguments that each command offers: + +```bash +# run the entire pipeline +poetry run rag-api-pipeline run-all API_MANIFEST_FILE ----openapi-spec-file [--full-refresh] [--llm-provider openapi|ollama] +# or run using an already normalized dataset +poetry run rag-api-pipeline from-normalized API_MANIFEST_FILE --normalized-data-file [--llm-provider openapi|ollama] +# or run using an already chunked dataset +poetry run rag-api-pipeline from-chunked API_MANIFEST_FILE --chunked-data-file [--llm-provider openapi|ollama] +``` + +- **run-all**: executes the entire RAG data pipeline including API endpoint data streams, data normalization, data chunking, vector embeddings and +database snapshot generation. You can specify the following arguments to the command: + * `API_MANIFEST_FILE`: API pipeline manifest file (mandatory) + * `--llm-provider [ollama|openai]`: backend embeddings model provider. default: openai-like backend (e.g. gaia rag-api-server) + * `--api-key`: API Auth key. If not specified, it will try to get it from `config/secrets/api_key` + * `--openapi-spec-file`: API OpenAPI YAML spec file. default to `config/openapi.yaml` + * `--source-manifest-file`: Airbyte API Connector YAML manifest. If specified, it will omit the API Connector manifest generation step. + * `--full-refresh`: clean up cache and extract API data from scratch. + * `--normalized-only`: run pipeline until the data normalization stage. + * `--chunked-only`: run pipeline until the data chunking stage. + +- **from-normalized**: executes the RAG data pipeline using an already normalized JSONL dataset. You can specify the following arguments to the command: + * `API_MANIFEST_FILE`: API pipeline manifest file (mandatory) + * `--llm-provider [ollama|openai]`: backend embeddings model provider. default: openai-like backend (e.g. gaia rag-api-server) + * `--normalized-data-file`: path to the normalized dataset in JSONL format (mandatory). Check the [Architecture](/architecture) section for details on the + required data schema. + +- **from chunked**: executes the RAG data pipeline using an already chunked dataset in JSONL format. You can specify the following arguments to the command: + * `API_MANIFEST_FILE`: API pipeline manifest file (mandatory) + * `--llm-provider [ollama|openai]`: backend embeddings model provider. default: openai-like backend (e.g. gaia rag-api-server) + * `--chunked-data-file`: path to the chunked dataset in JSONL format (mandatory). Check the [Architecture](/architecture) section for details on the + required data schema. + + +## Environment variables + +The following environment variables can be adjusted in `config/.env` based on user needs: + +- Pipeline config parameters: + - `API_DATA_ENCODING` (="utf-8"): default data encoding used by the REST API + - `OUTPUT_FOLDER` (="./output"): output folder where cached data streams, intermediary stage results and generated knowledge base snapshot are stored +- LLM provider settings: + - `LLM_API_BASE_URL` (="http://localhost:8080/v1"): LLM provider base URL (default to a local openai-based provider such as gaia node) + - `LLM_API_KEY` (="empty-api-key"): API key to authenticate requests to the LLM provider + - `LLM_EMBEDDINGS_MODEL` (="Nomic-embed-text-v1.5"): name of the embeddings model to be consumed through the LLM provider + - `LLM_EMBEDDINGS_VECTOR_SIZE` (=768): embeddings vector size + - `LLM_PROVIDER` (="openai"): LLM provider backend to use. It can be either `openai` or `ollama` (gaianet offers an openai compatible API) +- Qdrant DB settings: + - `QDRANTDB_URL` (="http://localhost:6333"): Qdrant DB base URL + - `QDRANTDB_TIMEOUT` (=60): timeout for requests made to the Qdrant DB + - `QDRANTDB_DISTANCE_FN` (="COSINE"): score function to use during vector similarity search. Avaiable functions: ['COSINE', 'EUCLID', 'DOT', 'MANHATTAN'] +- Pathway-related variables: + - `AUTOCOMMIT_DURATION_MS` (=1000): the maximum time between two commits. Every autocommit_duration_ms milliseconds, the updates received by the connector are + committed automatically and pushed into Pathway's dataflow. More info can be found [here](https://pathway.com/developers/user-guide/connect/connectors/custom-python-connectors#connector-method-reference) + - `FixedDelayRetryStrategy` ([docs](https://pathway.com/developers/api-docs/udfs#pathway.udfs.FixedDelayRetryStrategy)) config parameters: + - `PATHWAY_RETRY_MAX_ATTEMPTS` (=10): max retries to be performed if a UDF async execution fails + - `PATHWAY_RETRY_DELAY_MS` (=1000): delay in milliseconds to wait for the next execution attempt + - *UDF async execution*: set the maximum No of concurrent operations per batch during udf async execution. Zero means no specific limits. Be careful when settings + this parameters for the embeddings stage as it could break the LLM provider with too many concurrent requests + - `CHUNKING_BATCH_CAPACITY` (=0): max No. of concurrent operation during data chunking operations + - `EMBEDDINGS_BATCH_CAPACITY` (=15): max No. of concurrent operation during vector embeddings operations + + +## Using Docker compose for Local development or in Production + +TBD + +- Start with building your containers: `docker compose -f local.yml build`. + +- Build production containers with `docker compose -f prod.yml build` + +- To run your application invoke: + 1. `docker compose -f prod.yml rm -svf` + 2. `docker compose -f prod.yml up` + +## Troubleshooting + +### Workaround in case of missing one of the following dependencies: + +- If trying to install `pillow-heif` missinng module: + - Add the following flags `export CFLAGS="-Wno-nullability-completeness"` +- Libraries required for having libmagic working: + - MacOS: + - `brew install libmagic` + - `pip install python-magic-bin` diff --git a/docs/pages/index.mdx b/docs/pages/index.mdx new file mode 100644 index 0000000..68f8ee4 --- /dev/null +++ b/docs/pages/index.mdx @@ -0,0 +1,16 @@ +--- +layout: landing +--- + +import { HomePage } from 'vocs/components' + + + + Gaianet x RAG API Pipeline + Supercharge your Gaianet node by generating a vector knowledge base from any API. + In this website you can find documentation on how to setup and use the RAG API Pipeline for your API data source. + + Go to Documentation + GitHub + + diff --git a/docs/pages/manifest-definition.mdx b/docs/pages/manifest-definition.mdx new file mode 100644 index 0000000..534ce06 --- /dev/null +++ b/docs/pages/manifest-definition.mdx @@ -0,0 +1 @@ +# Defining the API Pipeline Manifest \ No newline at end of file diff --git a/docs/pages/other-apis.mdx b/docs/pages/other-apis.mdx new file mode 100644 index 0000000..5c6c84e --- /dev/null +++ b/docs/pages/other-apis.mdx @@ -0,0 +1,422 @@ +# Working with Other APIs + +## Overview +This page outlines how to work with other APIs, including the necessary components and their configurations. + +## API Manifest + +As default for this project, use use the [Boardroom API](https:/docs.boardroom.info) as the knowledge source. +The API manifest is located in [config folder](https://github.com/raid-guild/gaianet-rag-api-pipeline/tree/main/config). + +It is used to configure the data source for the RAG pipeline, including the API endpoint, authentication, and other relevant parameters. + +We use airbyte low-code CDK to define the connector and manifest for the API/RAG data source. + +Learn more about [Airbyte](https://docs.airbyte.com/using-airbyte/getting-started/) and [Airbyte Low-Code CDK](https://docs.airbyte.com/connector-development/config-based/low-code-cdk-overview). + +Directory structure of [config folder](https://github.com/raid-guild/gaianet-rag-api-pipeline/tree/main/config): + +``` +├── api_pipeline.yaml +├── connector.yaml +├── openapi.yaml +├── .env +└── secrets + └── api_key +``` + +### Sample Airbyte connector configuration: + +```yaml +version: "3.0.0" + +definitions: + selector: + type: RecordSelector + extractor: + type: DpathExtractor + field_path: [] + requester: + type: HttpRequester + url_base: "https://api.boardroom.info/v1" + http_method: "GET" + authenticator: + type: ApiKeyAuthenticator + api_token: "{{ config['api_key'] }}" + inject_into: + type: RequestOption + field_name: "key" + inject_into: request_parameter + + retriever: + type: SimpleRetriever + record_selector: + $ref: "#/definitions/selector" + paginator: + type: DefaultPaginator + pagination_strategy: + type: CursorPagination + cursor_value: "{{ response.get('nextCursor', '') }}" + stop_condition: "{{ 'nextCursor' not in response }}" + page_token_option: + type: RequestOption + field_name: "cursor" + inject_into: "request_parameter" + requester: + $ref: "#/definitions/requester" + base_stream: + type: DeclarativeStream + retriever: + $ref: "#/definitions/retriever" + proposals_stream: + $ref: "#/definitions/base_stream" + schema_loader: + type: InlineSchemaLoader + schema: + $ref: "#/schemas/Proposals" + $parameters: + name: "proposals" + primary_key: "nextCursor" + path: "/protocols/{{ config['cname'] }}/proposals" + discourse_posts_stream: + $ref: "#/definitions/base_stream" + request_options_provider: + request_parameters: + protocol: "{{ config['cname'] }}" + schema_loader: + type: InlineSchemaLoader + schema: + $ref: "#/schemas/boardroom_api" + $parameters: + name: "discourse-posts" + primary_key: "nextCursor" + path: "/discourseTopicPosts" + +streams: + - "#/definitions/proposals_stream" + - "#/definitions/discourse_posts_stream" + +check: + type: CheckStream + stream_names: + - "proposals" + - "discourse-posts" + +spec: + type: Spec + documentation_url: https://docs.airbyte.com/integrations/sources/boardroom + connection_specification: + $schema: http://json-schema.org/draft-07/schema# + title: Boardroom API Spec + type: object + required: + - api_key + - cname + - page_size + additionalProperties: true + properties: + # This schema defines the configuration required for the source. This usually involves metadata such as database and/or authentication information.': + api_key: + type: string + description: >- + Boardroom API Key. See here + for details. + airbyte-secret: true + cname: + type: string + description: >- + Protocol ID a.k.a cname + examples: + - aave + - hopprotocol + page_size: + type: integer + description: pagination limit size + +schemas: + boardroom_api: + type: object + $schema: http://json-schema.org/draft-07/schema# + properties: + data: + type: array + nextCursor: + type: + - string + - "null" + + Proposals: + type: object + $schema: http://json-schema.org/draft-07/schema# + properties: + data: + type: array + items: + type: object + properties: + refId: + type: string + id: + type: string + title: + type: string + content: + type: string + protocol: + type: string + adapter: + type: string + proposer: + type: string + totalVotes: + type: integer + blockNumber: + type: integer + externalUrl: + type: string + startTime: + type: object + properties: + timestamp: + type: integer + endTime: + type: object + properties: + timestamp: + type: integer + startTimestamp: + type: string + endTimestamp: + type: string + currentState: + type: string + choices: + type: array + items: + type: string + results: + type: array + items: + type: object + properties: + total: + type: number + choice: + type: integer + events: + type: array + items: + type: object + properties: {} + type: + type: string + indexedResult: + type: array + items: + type: object + properties: + total: + type: string + choice: + type: string + summary: + type: string + privacy: + type: string + indexedAt: + type: integer + txHash: + type: string + quorum: + type: integer + nextCursor: + type: + - string + - "null" +``` + +### Sample API pipeline configuration: + +```yaml +version: "3.0.0" + +api_name: "boardroom_api" + +api_parameters: + cname: "aave" + protocol: "aave" + +spec: + type: Spec + documentation_url: https://docs.airbyte.com/integrations/sources/boardroom + connection_specification: + $schema: http://json-schema.org/draft-07/schema# + title: Boardroom API Spec + type: object + required: + - api_key + - cname + - protocol + additionalProperties: true + properties: + # This schema defines the configuration required for the source. This usually involves metadata such as database and/or authentication information.': + api_key: + type: string + description: >- + Boardroom API Key. See here + for details. + airbyte-secret: true + cname: + type: string + description: >- + Protocol ID a.k.a cname + examples: + - aave + - hopprotocol + protocol: + type: string + description: >- + Alias for cname. Needed as there are a few endpoints that use `protocol` as parameter id + examples: + - aave + - metacartel + +definitions: + selector: + type: RecordSelector + extractor: + type: DpathExtractor + field_path: [] + requester_base: + type: HttpRequester + url_base: "https://api.boardroom.info/v1" + http_method: "GET" + authenticator: + type: ApiKeyAuthenticator + api_token: "{{ config['api_key'] }}" + inject_into: + type: RequestOption + field_name: "key" + inject_into: request_parameter + retriever_base: + type: SimpleRetriever + record_selector: + $ref: "#/definitions/selector" + paginator: + type: DefaultPaginator + pagination_strategy: + type: CursorPagination + cursor_value: "{{ response.get('nextCursor', '') }}" + stop_condition: "{{ 'nextCursor' not in response }}" + page_token_option: + type: RequestOption + field_name: "cursor" + inject_into: "request_parameter" + +schemas: + boardroom_api: + type: object + $schema: http://json-schema.org/draft-07/schema# + properties: + data: + type: array + nextCursor: + type: + - string + - "null" + boardroom_api_protocol: + type: object + $schema: http://json-schema.org/draft-07/schema# + properties: + data: + type: object + nextCursor: + type: + - "null" + +api_config: + request_method: "get" + content_type: "application/json" + response_entrypoint_field: "data" + response_primary_key: "nextCursor" + +endpoints: + /discourseTopics: + id: "discourseTopics" + responseSchema: "#/schemas/boardroom_api" + textSchema: + $ref: "#/textSchemas/DiscourseTopic" + /discourseCategories: + id: "discourseCategories" + responseSchema: "#/schemas/boardroom_api" + textSchema: + $ref: "#/textSchemas/DiscourseCategory" + /discourseTopicPosts: + id: "discourseTopicPosts" + responseSchema: "#/schemas/boardroom_api" + textSchema: + $ref: "#/textSchemas/DiscourseTopicPost" + "/protocols/{cname}": + id: "protocol" + responseSchema: "#/schemas/boardroom_api_protocol" + textSchema: + $ref: "#/textSchemas/Protocol" + "/protocols/{cname}/proposals": + id: "proposals" + responseSchema: "#/schemas/boardroom_api" + textSchema: + $ref: "#/textSchemas/Proposal" + # "/protocols/{cname}/voters": + # id: "voters" + # responseSchema: "#/schemas/boardroom_api" + +textSchemas: + Protocol: + type: object + properties: + - cname: + type: string + - name: + type: string + - categories: + type: array + items: + type: string + Proposal: + type: object + properties: + - title: + type: string + - content: + type: string + - summary: + type: string + DiscourseTopic: + type: object + properties: + - title: + type: string + DiscourseCategory: + type: object + properties: + - name: + type: string + - description: + type: string + DiscourseTopicPost: + type: object + properties: + - body: + type: string + +chunking_params: + mode: "elements" + chunking_strategy: "by_title" + include_orig_elements: true + max_characters: 1500 + new_after_n_chars: 1024 + overlap: 0 + overlap_all: false + combine_text_under_n_chars: 0 + multipage_sections: true +``` diff --git a/docs/pages/tech-stack.mdx b/docs/pages/tech-stack.mdx new file mode 100644 index 0000000..d485819 --- /dev/null +++ b/docs/pages/tech-stack.mdx @@ -0,0 +1,50 @@ +# RAG API Pipeline Tech Stack + +## Overview +This page outlines the technologies and tools utilized in the AI pipeline, covering data extraction, caching, processing, and vector search for efficient data flow and feature embedding generation. + +## Tech Stack + +### 1. PyAirbyte +- **Description**: Utilities for interacting with Airbyte connectors using Python. +- **Key Features**: + - Facilitates integration with Airbyte data sources. + - Supports **Declarative API Connectors** via the Airbyte CDK, enabling low-code development of custom connectors. + +### 2. Pathway +- **Description**: A Python-based data processing framework designed for creating AI-driven pipelines over data streams. +- **Core Technology**: + - **Rust Engine** with multithreading and multiprocessing capabilities for high performance. +- **Use Case**: Efficient data processing, enabling AI models to process large, real-time data streams. + +### 3. Data Caching +- **Description**: Implements caching mechanisms at various stages in the pipeline to optimize performance and reduce redundant data processing. +- **Technologies Used**: + - **Airbyte DuckDB Cache**: Used for caching API data extractions, ensuring efficient retrieval of extracted data without re-querying the source. + - **JSONL Output Connectors**: After normalization and chunking, data is cached and stored in JSONL format, streamlining further processing stages. + +### 4. Unstructured (Python Library) +- **Description**: Simplifies the ingestion and pre-processing of diverse data formats within data workflows, specifically designed for **Large Language Models (LLMs)**. +- **Features**: + - Functions to **partition**, **chunk**, **clean**, and **stage** raw source documents for further analysis. + - Optimized for unstructured data handling, making it easier to prepare data for machine learning tasks. + +### 5. Gaia Node for Feature Embedding Generation +- **Description**: The Gaia Node is responsible for generating feature embeddings, which are used to create dense vector representations of the data. +- **RAG API Server**: + - Provides an **OpenAI-like API** to interact with the pipeline. + - Embeddings generated here are used downstream in vector search and other AI models. + +### 6. QdrantDB +- **Description**: A **vector similarity search engine** and **vector database**. +- **Key Features**: + - Provides efficient vector searches based on similarity, crucial for tasks like nearest-neighbor search in large datasets. + - Acts as a **knowledge base snapshot** repository, storing vectors generated from processed data and feature embeddings. + + +## Data Flow Overview +1. **Data Extraction**: PyAirbyte connects to various data sources, using Airbyte DuckDB Cache for efficient retrieval. +2. **Processing & Transformation**: Pathway handles real-time processing of data streams, transforming raw data into usable formats. +3. **Data Normalization & Caching**: Data undergoes normalization, is chunked, and stored in JSONL format. +4. **Embedding Generation**: Gaia Node generates vector embeddings from processed data. +5. **Vector Search**: QdrantDB allows for vector similarity search, enabling efficient knowledge retrieval based on embeddings. diff --git a/package.json b/package.json new file mode 100644 index 0000000..05b16dc --- /dev/null +++ b/package.json @@ -0,0 +1,24 @@ +{ + "name": "Docs", + "private": true, + "version": "0.0.0", + "homepage": "https://raid-guild.github.io/gaianet-rag-api-pipeline", + "type": "module", + "scripts": { + "dev": "vocs dev", + "build": "vocs build", + "preview": "vocs preview", + "predeploy": "vocs build", + "deploy": "gh-pages -d docs/dist" + }, + "dependencies": { + "react": "latest", + "react-dom": "latest", + "vocs": "latest" + }, + "devDependencies": { + "@types/react": "latest", + "gh-pages": "^6.1.1", + "typescript": "latest" + } +} diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml new file mode 100644 index 0000000..4ce26c8 --- /dev/null +++ b/pnpm-lock.yaml @@ -0,0 +1,5286 @@ +lockfileVersion: '6.0' + +dependencies: + react: + specifier: latest + version: 18.3.1 + react-dom: + specifier: latest + version: 18.3.1(react@18.3.1) + vocs: + specifier: latest + version: 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["**/*.ts", "**/*.tsx"] +} diff --git a/vocs.config.ts b/vocs.config.ts new file mode 100644 index 0000000..36ec614 --- /dev/null +++ b/vocs.config.ts @@ -0,0 +1,58 @@ +import { defineConfig } from "vocs"; + +export default defineConfig({ + banner: { + dismissable: false, + content: "This is still under development", + }, + title: "RAG API Pipeline", + description: "Supercharge your Gaianet node by generating a vector knowledge base from any API.", + editLink: { + pattern: 'https://github.com/raid-guild/gaianet-rag-api-pipeline/edit/main/docs/pages/:path', + text: 'Edit on GitHub' + }, + iconUrl: '/icon.svg', + sidebar: [ + { + text: "Getting Started", + link: "/getting-started", + }, + { + text: "Defining the API Pipeline Manifest", + link: "/manifest-definition", + }, + { + text: "API Examples", + link: "/examples", + }, + { + text: "Architecture", + link: "/architecture", + }, + { + text: "Tech Stack", + link: "/tech-stack", + }, + { + text: "Using with CLI", + link: "/cli", + }, + { + text: "Working with Other APIs", + link: "/other-apis", + }, + { + text: "Deployment", + link: "/deployment", + }, + ], + topNav: [ + { text: 'Home', link: '/' }, + ], + socials: [ + { + icon: 'github', + link: 'https://github.com/raid-guild/gaianet-rag-api-pipeline', + }, + ] +});