diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..125b109 --- /dev/null +++ b/.env.example @@ -0,0 +1,6 @@ +# nilDB organization DID and secret key +NILDB_ORG_DID=YOUR_ORG_DID +NILDB_ORG_SECRET_KEY=YOUR_ORG_SECRET_KEY + +# nilAI API token +NILAI_API_KEY=Nillion2025 diff --git a/README.md b/README.md index 5b669eb..c64e4fd 100644 --- a/README.md +++ b/README.md @@ -105,16 +105,16 @@ pip install nilrag ## Data owner ### 1. Initialization -First, copy the sample nilDB config file: +First, copy the example nilDB `.env` and nilDB config: + ```shell cp ./examples/nildb_config.sample.json ./examples/nildb_config.json +cp .env.example .env ``` + Next, register a new organization in Nillion's [SecretVault Registration Portal](https://sv-sda-registration.replit.app/) and fill in the details in your -nilDB config file `./examples/nildb_config.json`. - -You can safely ignore `bearer_token`, `schema_id`, and `diff_query_id` as we'll -fill these out later. +`.env` file. You are all set to create your first schema and query for RAG. At the minimum, they should look like: @@ -132,9 +132,9 @@ uv run examples/1.init_schema_query.py # Or specify a custom config file uv run examples/1.init_schema_query.py --config /path/to/your/config.json ``` -This, will fill out `bearer_token`, `schema_id`, and `diff_query_id` in your -config file. Verify that it has been populated successfully. +This will fill out `bearer_token`, `schema_id`, and `diff_query_id` in your +config file. Verify that it has been populated successfully. ### 2. Uploading Documents After initialization, the data owner can upload their documents to the nilDB @@ -170,3 +170,14 @@ uv run examples/3.client_query.py --config /path/to/config.json --prompt "Your c # Run a specific test file uv run -m unittest test.rag ``` + +## Note + +When querying nilRAG on data which is public knowledge, it is not always evident if the answer +you get back comes from the RAG itself or from the model's general knowledge. For example, if +you query the nilRAG which uses the provided `examples/data/20-fake.txt` dataset about a famous +person, it will reply with details of the famous person even though that data is not present in +the `examples/data/20-fake.txt` dataset. This is easily fixed by using a prompt which includes an +instruction like: + +> If you don't know, just say you don't know. diff --git a/examples/1.init_schema_query.py b/examples/1.init_schema_query.py index 46b3a8d..f49d1e6 100644 --- a/examples/1.init_schema_query.py +++ b/examples/1.init_schema_query.py @@ -35,13 +35,22 @@ async def main(): args = parser.parse_args() # Load NilDB configuration + start_time = time.time() nil_db, secret_key = load_nil_db_config( args.config, require_secret_key=True ) - jwts = nil_db.generate_jwt(secret_key, ttl=3600) + end_time = time.time() + print(f"Config loaded successfully in {end_time - start_time:.2f} seconds") print(nil_db) print() + # Generate tokens + print("Generating JWTs...") + start_time = time.time() + jwts = nil_db.generate_jwt(secret_key, ttl=3600) + end_time = time.time() + print(f"JWTs generated successfully in {end_time - start_time:.2f} seconds") + # Upload encrypted data to nilDB print("Initializing schema...") start_time = time.time() diff --git a/examples/2.data_owner_upload.py b/examples/2.data_owner_upload.py index 1228dad..a769929 100644 --- a/examples/2.data_owner_upload.py +++ b/examples/2.data_owner_upload.py @@ -43,15 +43,20 @@ async def main(): args = parser.parse_args() # Load NilDB configuration + start_time = time.time() nil_db, _ = load_nil_db_config( args.config, require_bearer_token=True, require_schema_id=True, ) + end_time = time.time() + print(f"Config loaded successfully in {end_time - start_time:.2f} seconds") print(nil_db) print() # Initialize secret keys for different modes of operation + print("Generating cluster keys...") + start_time = time.time() num_nodes = len(nil_db.nodes) additive_key = nilql.ClusterKey.generate( {"nodes": [{}] * num_nodes}, {"sum": True} @@ -59,17 +64,23 @@ async def main(): xor_key = nilql.ClusterKey.generate( {"nodes": [{}] * num_nodes}, {"store": True} ) + end_time = time.time() + print(f"Cluster keys generated successfully in {end_time - start_time:.2f} seconds") # Load and process input file + print("Loading and chunking input file...") + start_time = time.time() paragraphs = load_file(args.file) chunks = create_chunks(paragraphs, chunk_size=50, overlap=10) + end_time = time.time() + print(f"Input file chunked successfully in {end_time - start_time:.2f} seconds") # Generate embeddings and chunks - print("Generating embeddings and chunks...") + print("Generating embeddings...") start_time = time.time() embeddings = generate_embeddings_huggingface(chunks) end_time = time.time() - print(f"Embeddings and chunks generated in {end_time - start_time:.2f} seconds!") + print(f"Embeddings generated in {end_time - start_time:.2f} seconds!") # Encrypt chunks and embeddings print("Encrypting data...") diff --git a/examples/3.client_query.py b/examples/3.client_query.py index eb967bd..5a88bac 100644 --- a/examples/3.client_query.py +++ b/examples/3.client_query.py @@ -6,6 +6,7 @@ import asyncio import json import time +import os from nilrag.config import load_nil_db_config from nilrag.nildb_requests import ChatCompletionConfig @@ -40,20 +41,29 @@ async def main(): args = parser.parse_args() # Load NilDB configuration + start_time = time.time() nil_db, _ = load_nil_db_config( args.config, require_bearer_token=True, require_schema_id=True, require_diff_query_id=True, ) + end_time = time.time() + print(f"Config loaded successfully in {end_time - start_time:.2f} seconds") print(nil_db) print() - print("Query nilAI with nilRAG...") + print("Using prompt:", args.prompt) + token = os.getenv("NILAI_API_KEY") + + if not token: + raise ValueError("No NILAI_API_KEY supplied") + + print("Querying nilAI with nilRAG...") start_time = time.time() config = ChatCompletionConfig( nilai_url="https://nilai-a779.nillion.network", - token="Nillion2025", + token=token, messages=[{"role": "user", "content": args.prompt}], model="meta-llama/Llama-3.1-8B-Instruct", temperature=0.2, diff --git a/examples/nildb_config.sample.json b/examples/nildb_config.sample.json index c658e90..2f7d2f1 100644 --- a/examples/nildb_config.sample.json +++ b/examples/nildb_config.sample.json @@ -1,27 +1,25 @@ { - "nodes": [ - { - "url": "https://nildb-nx8v.nillion.network/api/v1", - "node_id": "did:nil:testnet:nillion1qfrl8nje3nvwh6cryj63mz2y6gsdptvn07nx8v", - "bearer_token": "", - "schema_id": "", - "diff_query_id": "" - }, - { - "url": "https://nildb-p3mx.nillion.network/api/v1", - "node_id": "did:nil:testnet:nillion1uak7fgsp69kzfhdd6lfqv69fnzh3lprg2mp3mx", - "bearer_token": "", - "schema_id": "", - "diff_query_id": "" - }, - { - "url": "https://nildb-rugk.nillion.network/api/v1", - "node_id": "did:nil:testnet:nillion1kfremrp2mryxrynx66etjl8s7wazxc3rssrugk", - "bearer_token": "", - "schema_id": "", - "diff_query_id": "" - } - ], - "org_secret_key": "Add you SECRET_KEY here", - "org_did": "Add your ORG DID here" -} + "nodes": [ + { + "url": "https://nildb-nx8v.nillion.network/api/v1", + "node_id": "did:nil:testnet:nillion1qfrl8nje3nvwh6cryj63mz2y6gsdptvn07nx8v", + "bearer_token": "", + "schema_id": "", + "diff_query_id": "" + }, + { + "url": "https://nildb-p3mx.nillion.network/api/v1", + "node_id": "did:nil:testnet:nillion1uak7fgsp69kzfhdd6lfqv69fnzh3lprg2mp3mx", + "bearer_token": "", + "schema_id": "", + "diff_query_id": "" + }, + { + "url": "https://nildb-rugk.nillion.network/api/v1", + "node_id": "did:nil:testnet:nillion1kfremrp2mryxrynx66etjl8s7wazxc3rssrugk", + "bearer_token": "", + "schema_id": "", + "diff_query_id": "" + } + ] +} \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index cc4994b..d770465 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -11,6 +11,7 @@ readme = "README.md" requires-python = ">=3.11" dependencies = [ "aiohttp>=3.11.14", + "dotenv>=0.9.9", "ecdsa>=0.19.0", "faker>=37.0.0", "nilql==0.0.0a12", diff --git a/src/nilrag/config.py b/src/nilrag/config.py index e76b1f4..a7c5d7b 100644 --- a/src/nilrag/config.py +++ b/src/nilrag/config.py @@ -6,8 +6,10 @@ import os from typing import Optional, Tuple -from nilrag.nildb_requests import NilDB, Node +from dotenv import load_dotenv +_ = load_dotenv() +from nilrag.nildb_requests import NilDB, Node def load_nil_db_config( config_path: str, @@ -44,11 +46,15 @@ def load_nil_db_config( raise ValueError(f'Error: Invalid JSON in configuration file {config_path}') from exc # Get secret key if required - secret_key = None - if require_secret_key: - if "org_secret_key" not in data: - raise ValueError("Error: org_secret_key not found in configuration") - secret_key = data["org_secret_key"] + secret_key = os.getenv("NILDB_ORG_SECRET_KEY") + if require_secret_key and not secret_key: + raise ValueError("Error: org_secret_key not found in NILDB_ORG_SECRET_KEY envvar") + + # Get org DID + org_did = os.getenv("NILDB_ORG_DID") + + if not org_did: + raise ValueError("Error: org_did not found in NILDB_ORG_DID envvar") # Create nodes nodes = [] @@ -65,7 +71,7 @@ def load_nil_db_config( node = Node( url=node_data["url"], node_id=node_data.get("node_id"), - org=data.get("org_did"), + org=org_did, bearer_token=node_data.get("bearer_token"), schema_id=node_data.get("schema_id"), diff_query_id=node_data.get("diff_query_id"), diff --git a/uv.lock b/uv.lock index 551d2ec..08e318d 100644 --- a/uv.lock +++ b/uv.lock @@ -2,8 +2,8 @@ version = 1 revision = 1 requires-python = ">=3.11" resolution-markers = [ - "python_full_version < '3.12'", "python_full_version >= '3.12'", + "python_full_version < '3.12'", ] [[package]] @@ -17,7 +17,7 @@ wheels = [ [[package]] name = "aiohttp" -version = "3.11.14" +version = "3.11.15" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "aiohappyeyeballs" }, @@ -28,56 +28,56 @@ dependencies = [ { name = "propcache" }, { name = "yarl" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/6c/96/91e93ae5fd04d428c101cdbabce6c820d284d61d2614d00518f4fa52ea24/aiohttp-3.11.14.tar.gz", hash = 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