diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 466fadb..e7d1779 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -22,7 +22,7 @@ jobs: run: uv python install 3.12 - name: Install dependencies - run: uv sync + run: uv sync --group dev - name: Lint with ruff run: uv run ruff check . diff --git a/README.md b/README.md index e69de29..ea5ffad 100644 --- a/README.md +++ b/README.md @@ -0,0 +1,105 @@ +# RAGLab + +RAG evaluation platform that compares LLMs, retrieval strategies, and prompt versions side-by-side — with faithfulness, cost, and latency scorecards. + +**RAGLab** — answers one question: which combination of LLM, retriever, and prompt actually performs best? + +Here's what the data showed on a technical AI corpus: + +- gpt-4o-mini is **10x cheaper** than claude-haiku per query +- claude-haiku is **2x faster**, but faithfulness drops from 0.97 to 0.85 when switching to a conversational prompt style +- gpt-4o-mini **stays consistent** across both prompt versions +The platform runs a full experiment matrix — models × prompts × retrievers × questions — scores each run with Ragas faithfulness, and returns a cost/latency scorecard you can actually defend to stakeholders. + +**Built with:** FastAPI · ChromaDB · OpenAI · Anthropic · Ragas · Docker + +No LangChain. Every abstraction built from scratch. + +#genai #rag #llm #python #mlops + + +## Architecture + +``` +React UI + │ REST +FastAPI backend + ├── LLM Gateway OpenAI + Anthropic (LLMProvider Protocol) + ├── Ingestion Pipeline PDF → chunks → embeddings → ChromaDB + ├── Retrieval Dense (ChromaDB) · BM25 · Hybrid RRF + ├── Prompt Registry Versioned YAML templates + ├── Experiment Runner Matrix: models × prompts × questions + └── Eval Harness Ragas faithfulness · cost · latency +``` + +## Eval results + +Corpus: AI orchestration technical document +3 questions · 2 prompt versions · 2 providers + +| Model | Prompt | Faithfulness | Avg cost | Avg latency | +|---|---|---|---|---| +| gpt-4o-mini | v1 | 0.974 | $0.000161 | 3.32s | +| gpt-4o-mini | v2 | 0.978 | $0.000197 | 4.22s | +| claude-haiku-4-5 | v1 | 0.967 | $0.001569 | 1.80s | +| claude-haiku-4-5 | v2 | 0.852 | $0.001941 | 2.71s | + +**Key findings:** +- gpt-4o-mini is 10x cheaper than claude-haiku for this corpus +- claude-haiku is 2x faster but faithfulness drops from 0.97 to 0.85 on conversational prompts +- Hybrid RRF retrieval produces the most complete answers + +## Quickstart + +```bash +git clone https://github.com/sabinbobu/RAGLab +cd RAGLab +uv pip install -e . +cp .env.example .env # add your API keys + +# ingest a corpus +uv run raglab ingest data/sample/ + +# start the API +uv run uvicorn raglab.main:app --reload + +# or with Docker +docker compose up +``` + +## Run an experiment + +```bash +curl -X POST http://localhost:8000/experiments/run \ + -H "Content-Type: application/json" \ + -d '{ + "models": ["gpt-4o-mini", "claude-haiku-4-5-20251001"], + "prompt_versions": ["v1", "v2"], + "questions": ["What is AI orchestration?"], + "provider": "openai" + }' +``` + +## Evaluate an experiment + +```bash +curl -X POST "http://localhost:8000/experiments/evaluate?experiment_id=" +``` + +## API endpoints + +| Method | Endpoint | Description | +|---|---|---| +| POST | `/generate` | Single LLM completion | +| POST | `/query` | RAG query with citations | +| POST | `/experiments/run` | Run model × prompt × question matrix | +| POST | `/experiments/evaluate` | Score runs with Ragas | + +## Tech stack + +- **Backend:** FastAPI · Pydantic v2 · SQLModel · ChromaDB +- **LLMs:** OpenAI + Anthropic via native SDKs — no LangChain +- **Retrieval:** Dense vectors · BM25 · Hybrid RRF +- **Eval:** Ragas faithfulness metric +- **Infra:** Docker · GitHub Actions CI +- **Dev:** uv · ruff · mypy · pytest · pre-commit diff --git a/pyproject.toml b/pyproject.toml index a254930..5125b4b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -36,6 +36,9 @@ where = ["src"] line-length = 88 src = ["src"] +[tool.logfire] +ignore_no_config = true + [tool.ruff.lint] select = ["E", "F", "I"] @@ -58,4 +61,7 @@ dev = [ "pre-commit>=4.6.0", "pytest>=9.0.3", "pytest-mock>=3.15.1", + "ruff>=0.9.0", + "mypy>=1.14.0", + "types-pyyaml>=6.0.0", ] diff --git a/src/raglab/cli.py b/src/raglab/cli.py index 2302ab9..f9ff975 100644 --- a/src/raglab/cli.py +++ b/src/raglab/cli.py @@ -72,8 +72,8 @@ def ingest( collection.add( ids=ids, documents=chunks, - embeddings=vectors, - metadatas=metadatas, + embeddings=vectors, # type: ignore[arg-type] + metadatas=metadatas, # type: ignore[arg-type] ) total_chunks += len(chunks) diff --git a/src/raglab/config.py b/src/raglab/config.py index 03711ed..949c251 100644 --- a/src/raglab/config.py +++ b/src/raglab/config.py @@ -24,4 +24,4 @@ class Settings(BaseSettings): # Singleton — import this everywhere, don't create new instances -settings = Settings() +settings = Settings() # type: ignore[call-arg] diff --git a/src/raglab/experiments/eval.py b/src/raglab/experiments/eval.py index 28e8f78..1c612bb 100644 --- a/src/raglab/experiments/eval.py +++ b/src/raglab/experiments/eval.py @@ -1,10 +1,11 @@ import json import os from itertools import groupby +from typing import Union from pydantic import BaseModel from ragas import EvaluationDataset, SingleTurnSample, evaluate -from ragas.metrics import _Faithfulness +from ragas.metrics import Faithfulness from sqlmodel import Session, select from raglab.config import settings @@ -41,7 +42,7 @@ def evaluate_experiment(experiment_id: str) -> list[Scorecard]: raise ValueError(f"No runs found for experiment_id: {experiment_id}") # group runs by (model, prompt_version) - one scorecard per combination - def group_key(r: RunResult) -> tuple: + def group_key(r: RunResult) -> tuple[str, str]: return (r.model, r.prompt_version) sorted_runs = sorted(runs, key=group_key) @@ -51,7 +52,7 @@ def group_key(r: RunResult) -> tuple: group_runs = list(group) # build Ragas dataset from this group - samples = [] + samples: list[Union[SingleTurnSample, object]] = [] for run in group_runs: samples.append( SingleTurnSample( @@ -62,15 +63,16 @@ def group_key(r: RunResult) -> tuple: ) ) - dataset = EvaluationDataset(samples=samples) + dataset = EvaluationDataset(samples=samples) # type: ignore[arg-type] # run Ragas evaluation — this makes LLM calls internally results = evaluate( dataset=dataset, - metrics=[_Faithfulness()], + metrics=[Faithfulness()], ) # results.to_pandas() gives a DataFrame — extract mean per metric + assert hasattr(results, "to_pandas"), "evaluate() returned unexpected type" df = results.to_pandas() scorecards.append( diff --git a/src/raglab/experiments/runner.py b/src/raglab/experiments/runner.py index c77f51f..147e9d0 100644 --- a/src/raglab/experiments/runner.py +++ b/src/raglab/experiments/runner.py @@ -3,6 +3,7 @@ from datetime import datetime, timezone from uuid import uuid4 +import chromadb from pydantic import BaseModel from sqlmodel import Session, SQLModel, create_engine @@ -46,7 +47,9 @@ def run_experiment(config: ExperimentConfig) -> list[RunResult]: # so you can query "show me all runs from experiment X" experiment_id = str(uuid4()) - retriever = get_retriever(config.retriever, collection="raglab") + _client = chromadb.PersistentClient(path=".chroma") + _collection = _client.get_collection(name="raglab") + retriever = get_retriever(config.retriever, _collection) results = [] # itertools.product expands the matrix diff --git a/src/raglab/gateway/anthropic.py b/src/raglab/gateway/anthropic.py index 4962f51..c2c7aea 100644 --- a/src/raglab/gateway/anthropic.py +++ b/src/raglab/gateway/anthropic.py @@ -1,7 +1,9 @@ import time +from typing import Any import logfire from anthropic import Anthropic +from anthropic.types import TextBlock from raglab.config import MODEL_PRICING from raglab.gateway.base import LLMResponse @@ -11,7 +13,7 @@ class AnthropicProvider: def __init__(self, api_key: str) -> None: self.client = Anthropic(api_key=api_key) - def generate(self, messages: list[dict], model: str) -> LLMResponse: + def generate(self, messages: list[dict[str, Any]], model: str) -> LLMResponse: start = time.perf_counter() # Anthropic requires system prompt as a separate parameter @@ -30,7 +32,7 @@ def generate(self, messages: list[dict], model: str) -> LLMResponse: model=model, max_tokens=1024, system=system, - messages=user_messages, + messages=user_messages, # type: ignore[arg-type] ) latency_ms = (time.perf_counter() - start) * 1000 @@ -43,8 +45,14 @@ def generate(self, messages: list[dict], model: str) -> LLMResponse: input_tokens * pricing["input"] + output_tokens * pricing["output"] ) / 1_000_000 + # response.content can contain non-text blocks (tool use, thinking, etc.) + # find the first TextBlock to extract the answer + text_block = next( + (b for b in response.content if isinstance(b, TextBlock)), None + ) + return LLMResponse( - text=response.content[0].text or "", + text=text_block.text if text_block else "", input_tokens=input_tokens, output_tokens=output_tokens, cost_usd=cost_usd, diff --git a/src/raglab/gateway/base.py b/src/raglab/gateway/base.py index 12cfd09..b1b0406 100644 --- a/src/raglab/gateway/base.py +++ b/src/raglab/gateway/base.py @@ -1,4 +1,4 @@ -from typing import Protocol +from typing import Any, Protocol from pydantic import BaseModel, ConfigDict @@ -16,4 +16,4 @@ class LLMResponse(BaseModel): class LLMProvider(Protocol): - def generate(self, messages: list[dict], model: str) -> LLMResponse: ... + def generate(self, messages: list[dict[str, Any]], model: str) -> LLMResponse: ... diff --git a/src/raglab/gateway/openai.py b/src/raglab/gateway/openai.py index d331408..5ceee7d 100644 --- a/src/raglab/gateway/openai.py +++ b/src/raglab/gateway/openai.py @@ -1,4 +1,5 @@ import time +from typing import Any import logfire from openai import OpenAI @@ -11,18 +12,19 @@ class OpenAIProvider: def __init__(self, api_key: str) -> None: self.client = OpenAI(api_key=api_key) - def generate(self, messages: list[dict], model: str) -> LLMResponse: + def generate(self, messages: list[dict[str, Any]], model: str) -> LLMResponse: start = time.perf_counter() with logfire.span("openai.chat.completions", model=model): response = self.client.chat.completions.create( model=model, # OpenAI accepts messages list natively — system + user roles work as-is - messages=messages, + messages=messages, # type: ignore[arg-type] ) latency_ms = (time.perf_counter() - start) * 1000 + assert response.usage is not None input_tokens = response.usage.prompt_tokens output_tokens = response.usage.completion_tokens diff --git a/src/raglab/ingestion/loaders.py b/src/raglab/ingestion/loaders.py index 23efc50..dae259d 100644 --- a/src/raglab/ingestion/loaders.py +++ b/src/raglab/ingestion/loaders.py @@ -1,9 +1,10 @@ from pathlib import Path +from typing import Any import pypdf -def load_pdf(path: str) -> list[dict]: +def load_pdf(path: str) -> list[dict[str, Any]]: """ Extract text from a PDF file page by page. @@ -32,7 +33,7 @@ def load_pdf(path: str) -> list[dict]: return pages -def load_markdown(path: str) -> list[dict]: +def load_markdown(path: str) -> list[dict[str, Any]]: """ Load a Markdown file as a single document. diff --git a/src/raglab/main.py b/src/raglab/main.py index 97090c5..c783fd2 100644 --- a/src/raglab/main.py +++ b/src/raglab/main.py @@ -1,4 +1,5 @@ import time +from typing import Any from fastapi import FastAPI, HTTPException from pydantic import BaseModel @@ -42,7 +43,9 @@ class QueryResponse(BaseModel): @app.post("/generate", response_model=LLMResponse) def generate(request: GenerateRequest) -> LLMResponse: provider = get_provider(request.provider) - return provider.generate(request.prompt, request.model) + return provider.generate( + [{"role": "user", "content": request.prompt}], request.model + ) @app.post("/query", response_model=QueryResponse) @@ -92,7 +95,7 @@ def query(request: QueryRequest) -> QueryResponse: @app.post("/experiments/run") -def run_experiments(config: ExperimentConfig) -> dict: +def run_experiments(config: ExperimentConfig) -> dict[str, Any]: results = run_experiment(config) return { "total_runs": len(results), @@ -107,5 +110,5 @@ def evaluate(experiment_id: str) -> list[Scorecard]: @app.get("/") -def health() -> dict: +def health() -> dict[str, str]: return {"status": "ok", "service": "raglab"} diff --git a/src/raglab/prompts/__init__.py b/src/raglab/prompts/__init__.py index 3c24ae2..ed5ca36 100644 --- a/src/raglab/prompts/__init__.py +++ b/src/raglab/prompts/__init__.py @@ -1,9 +1,10 @@ from pathlib import Path +from typing import Any import yaml -def load_prompt(version: str) -> dict: +def load_prompt(version: str) -> dict[str, Any]: """ Load and validate a prompt template by version string. @@ -22,14 +23,14 @@ def load_prompt(version: str) -> dict: ) with open(prompt_file, encoding="utf-8") as f: - prompt = yaml.safe_load(f) + prompt: dict[str, Any] = yaml.safe_load(f) _validate_prompt(prompt, version) return prompt -def _validate_prompt(prompt: dict, version: str) -> None: +def _validate_prompt(prompt: dict[str, Any], version: str) -> None: """ Validate that a prompt template has all required keys. diff --git a/src/raglab/retrieval/bm25.py b/src/raglab/retrieval/bm25.py index 35758d9..f9aa4f0 100644 --- a/src/raglab/retrieval/bm25.py +++ b/src/raglab/retrieval/bm25.py @@ -1,11 +1,13 @@ # retrieval/bm25.py -from rank_bm25 import BM25Okapi +from typing import Any + +from rank_bm25 import BM25Okapi # type: ignore[import-untyped] from raglab.retrieval.base import RetrievedChunk class BM25Retriever: - def __init__(self, chunks: list[str], metadata: list[dict]) -> None: + def __init__(self, chunks: list[str], metadata: list[dict[str, Any]]) -> None: tokenized = [doc.split() for doc in chunks] self.bm25 = BM25Okapi(tokenized) self.chunks = chunks diff --git a/src/raglab/retrieval/chroma.py b/src/raglab/retrieval/chroma.py index fcc058d..beb43c8 100644 --- a/src/raglab/retrieval/chroma.py +++ b/src/raglab/retrieval/chroma.py @@ -28,7 +28,7 @@ def retrieve(self, query: str, top_k: int = 5) -> list[RetrievedChunk]: with logfire.span("chroma.query", collection=self.collection.name, top_k=top_k): results = self.collection.query( - query_embeddings=[query_vector], + query_embeddings=[query_vector], # type: ignore[arg-type] n_results=top_k, # tell ChromaDB to return documents, metadatas and distances include=["documents", "metadatas", "distances"], @@ -38,6 +38,10 @@ def retrieve(self, query: str, top_k: int = 5) -> list[RetrievedChunk]: # results are nested in lists because ChromaDB supports batch queries # [0] unwraps the first (and only) query in our batch + # the fields are always present given our include= parameter, asserts confirm it + assert results["documents"] is not None + assert results["metadatas"] is not None + assert results["distances"] is not None documents = results["documents"][0] metadatas = results["metadatas"][0] distances = results["distances"][0] @@ -46,8 +50,8 @@ def retrieve(self, query: str, top_k: int = 5) -> list[RetrievedChunk]: chunks.append( RetrievedChunk( text=text, - source=metadata["source"], - page=metadata["page"], + source=str(metadata["source"]), + page=int(metadata["page"]), # type: ignore[arg-type] # ChromaDB returns distance (lower = more similar) # convert to score (higher = more similar) for readability score=round(1 - distance, 4), diff --git a/src/raglab/retrieval/factory.py b/src/raglab/retrieval/factory.py index cff62bb..220659e 100644 --- a/src/raglab/retrieval/factory.py +++ b/src/raglab/retrieval/factory.py @@ -1,3 +1,5 @@ +from typing import Any + import chromadb from raglab.retrieval.base import Retriever @@ -8,15 +10,15 @@ def get_retriever(name: str, collection: chromadb.Collection) -> Retriever: all_docs = collection.get(include=["documents", "metadatas"]) - chunks = all_docs["documents"] - metadata = all_docs["metadatas"] + chunks: list[str] = all_docs["documents"] or [] + metadata: list[dict[str, Any]] = [dict(m) for m in (all_docs["metadatas"] or [])] if name == "chroma": - return ChromaRetriever(collection) + return ChromaRetriever(collection.name) elif name == "bm25": return BM25Retriever(chunks, metadata) elif name == "hybrid": - chroma = ChromaRetriever(collection) + chroma = ChromaRetriever(collection.name) bm25 = BM25Retriever(chunks, metadata) return HybridRetriever([chroma, bm25]) else: diff --git a/tests/test_gateway.py b/tests/test_gateway.py index 86b9882..a8fe1db 100644 --- a/tests/test_gateway.py +++ b/tests/test_gateway.py @@ -1,5 +1,7 @@ from unittest.mock import MagicMock, patch +from anthropic.types import TextBlock + from raglab.gateway.anthropic import AnthropicProvider from raglab.gateway.openai import OpenAIProvider @@ -33,7 +35,7 @@ def test_openai_provider_returns_normalized_response(): def test_anthropic_provider_returns_normalized_response(): mock_response = MagicMock() - mock_response.content[0].text = "Hello from Anthropic" + mock_response.content = [TextBlock(type="text", text="Hello from Anthropic")] mock_response.usage.input_tokens = 10 mock_response.usage.output_tokens = 20 @@ -65,7 +67,7 @@ def test_gateway_normalizes_both_providers_to_same_shape(): mock_openai.usage.completion_tokens = 5 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