diff --git a/poc_ai_eval_framework/README.md b/poc_ai_eval_framework/README.md new file mode 100644 index 000000000..762c7f39f --- /dev/null +++ b/poc_ai_eval_framework/README.md @@ -0,0 +1,87 @@ + +# API Dash Eval PoC + +A local-first, end-to-end web interface for running LLM benchmarks via the EleutherAI `lm-eval` harness. Built as a Proof of Concept for the AI eval project. This is for testing cloud api's like gemini and groq models, the same proxy pattern can be used for local model testing too. + +![App Demo](./demo.gif) + +## How It Works (The Architecture) + +The core challenge of this PoC was that `lm-eval` expects every API to behave exactly like OpenAI. But in reality, different providers have incredibly strict, weird, annoying schema validators. + +For eg: +* **Google Gemini** instantly throws a `400 Bad Request` if it receives OpenAI-specific parameters like `seed`. +* **Groq** crashes if it receives unexpected `type` properties inside the `messages` array. + +### The Proxy Middleware Solution +(this was the coolest part :) +Instead of running evaluations directly from the React UI, we trigger an HTTP POST to a decoupled FastAPI backend. This backend runs `lm-eval` safely in a background thread. + +To fix the schema crashes, we built a **Native Middleware Pattern**: +1. `lm-eval` is instructed to send its API requests to our local FastAPI proxy routes (e.g., `http://localhost:8000/proxy/v1/...`) instead of the cloud provider. +2. The proxy intercepts the payload, strips out the vendor-incompatible parameters (like removing `seed` for Gemini, or popping `type` for Groq). +3. It seamlessly forwards the sanitized request to the actual provider, gets the response, and hands it back to `lm-eval`. + +### Real-Time Log Streaming +To get the live terminal feel in the browser. Here, we attached a custom `logging.Handler` directly into Python's `logging` module inside the background thread. This intercepts the logs as `lm-eval` generates them and streams them to the React frontend in real-time using Server-Sent Events (SSE). + +## Key Features +* **Zero-File I/O:** Evaluations run entirely in-memory using background threads, requiring no temp file generation. +* **Live Log Streaming:** Real-time execution logs piped directly to a custom web terminal via SSE. +* **Multiple Vendors:** Demonstrated compatibility with strict APIs (Gemini, Groq) via custom payload sanitization routes. +* **Modern Stack:** FastAPI backend + Vite/React (TypeScript, SWC, Tailwind v4) frontend. + +--- +## this was all for the standard repo installation, use your own preferred way for testing now +## One-Command Setup + +**Prerequisites:** Ensure you have **Python 3.10+** and **Node.js 18+** installed on your machine. + +**Note:** The first boot might take 2-5 minutes as it downloads `lm-eval`, and Node modules. + +Clone the repository and run the startup script in your terminal (like the VS Code integrated terminal). This will automatically create the Python virtual environment, install all dependencies, and boot both servers. + +**For Windows:** +```cmd +.\start.bat +``` + +**For Mac/Linux:** +```bash +chmod +x start.sh +./start.sh +``` + +### Manual Setup (Fallback) +If the automated scripts fail due to strict execution policies on your machine, you can start the servers manually using two terminals. + +**Terminal 1: Backend** +```bash +cd backend +python -m venv venv +# On Windows use: venv\Scripts\activate +# On Mac/Linux use: source venv/bin/activate +pip install -r requirements.txt +uvicorn main:app --reload +``` + +Terminal 2 – Frontend +```bash +cd frontend +npm install +npm run dev +``` +Open http://localhost:5173 in your browser once both are running. + +## How to Use & Concrete Results + +Open your browser to http://localhost:5173 +Enter your own API Key. (Note: This PoC is verified specifically for Gemini and Groq keys. Standard OpenAI keys may fail until a dedicated OpenAI passthrough route is added). +Enter the corresponding model name (e.g., gemini-flash-latest or llama-3.3-70b-versatile ) +Enter your desired task (e.g., gsm8k) and Sample Limit +Click Run Evaluation and watch the logs stream in real-time +Test Results: +In local testing using this framework, I tested these: + +Gemini 3.0 Flash on GSM8K (5 samples): 0.2000 (20%) Exact Match +Llama 3.3 70B on GSM8K (5 samples): 1.0000 (100%) Exact Match diff --git a/poc_ai_eval_framework/backend/.env b/poc_ai_eval_framework/backend/.env new file mode 100644 index 000000000..acab19ad7 --- /dev/null +++ b/poc_ai_eval_framework/backend/.env @@ -0,0 +1,2 @@ +#not necessary for testing now, used global osenviron in code instead +GEMINI_API_KEY= \ No newline at end of file diff --git a/poc_ai_eval_framework/backend/eval_runner.py b/poc_ai_eval_framework/backend/eval_runner.py new file mode 100644 index 000000000..3ac51150a --- /dev/null +++ b/poc_ai_eval_framework/backend/eval_runner.py @@ -0,0 +1,57 @@ +import lm_eval +import logging +import asyncio +import os + +class QueueLogHandler(logging.Handler): + def __init__(self, queue: asyncio.Queue, loop: asyncio.AbstractEventLoop): + super().__init__() + self.queue = queue + self.loop = loop + + def emit(self, record): + msg = self.format(record) + # Safely push the log into the async queue from this synchronous thread + asyncio.run_coroutine_threadsafe(self.queue.put(msg), self.loop) + +def run_evaluation_thread(run_id: str, model_name: str, api_key: str, queue: asyncio.Queue, loop: asyncio.AbstractEventLoop, results_store: dict): + # 1. Attach our custom handler to the root logger so we catch everything + logger = logging.getLogger() + handler = QueueLogHandler(queue, loop) + handler.setFormatter(logging.Formatter('%(message)s')) + logger.addHandler(handler) + logger.setLevel(logging.INFO) + + try: + os.environ["OPENAI_API_KEY"] = api_key + + # 2. for running the eval, we are pointing base_url to our FastAPI proxy route if it's a Gemini model. This allows us to strip the 'seed' parameter that causes issues. + if "gemini" in model_name.lower(): + # Route through our Gemini proxy + args_string = f"model={model_name},base_url=http://localhost:8000/proxy/v1/chat/completions" + elif "llama" in model_name.lower() or "mixtral" in model_name.lower() or "gemma" in model_name.lower(): + # THE FIX: Route through our new Groq proxy to sanitize the message array + args_string = f"model={model_name},base_url=http://localhost:8000/proxy/groq/v1/chat/completions" + else: + # Default behavior: Let lm-eval talk straight to OpenAI + args_string = f"model={model_name}" + + results = lm_eval.simple_evaluate( + model="local-chat-completions", + model_args=args_string, + tasks=["gsm8k"], + limit=5, + log_samples=False, + apply_chat_template=True + ) + + # 3. Store the final results and signal completion + results_store[run_id] = {"status": "completed", "data": results['results']} + asyncio.run_coroutine_threadsafe(queue.put("[EVAL_DONE]"), loop) + + except Exception as e: + results_store[run_id] = {"status": "error", "error": str(e)} + asyncio.run_coroutine_threadsafe(queue.put(f"[EVAL_ERROR] {str(e)}"), loop) + finally: + # Clean up the handler so it doesn't leak across different runs + logger.removeHandler(handler) \ No newline at end of file diff --git a/poc_ai_eval_framework/backend/main.py b/poc_ai_eval_framework/backend/main.py new file mode 100644 index 000000000..11bce31db --- /dev/null +++ b/poc_ai_eval_framework/backend/main.py @@ -0,0 +1,117 @@ +from fastapi import FastAPI, Request, Response +from fastapi.middleware.cors import CORSMiddleware +from fastapi.responses import StreamingResponse +import uuid +import asyncio +import httpx +import json +import threading +from eval_runner import run_evaluation_thread + +app = FastAPI() + +# Enable CORS for the Vite frontend (port 5173) +app.add_middleware( + CORSMiddleware, + allow_origins=["*"], + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], +) + +# In-memory state management +queues = {} +results_store = {} + +@app.post("/api/evaluate") +async def start_eval(request: Request): + data = await request.json() + run_id = str(uuid.uuid4()) + + queues[run_id] = asyncio.Queue() + results_store[run_id] = {"status": "running"} + + # Spawn the background thread + loop = asyncio.get_running_loop() + threading.Thread( + target=run_evaluation_thread, + args=(run_id, data['model'], data['api_key'], queues[run_id], loop, results_store), + daemon=True + ).start() + + return {"run_id": run_id} + +@app.get("/api/stream/{run_id}") +async def stream_logs(run_id: str): + async def event_generator(): + queue = queues.get(run_id) + if not queue: + yield f"data: {json.dumps({'error': 'Invalid run_id'})}\n\n" + return + + while True: + msg = await queue.get() + if msg == "[EVAL_DONE]": + final_data = results_store.get(run_id, {}) + yield f"data: {json.dumps({'done': True, 'results': final_data.get('data')})}\n\n" + break + elif msg.startswith("[EVAL_ERROR]"): + yield f"data: {json.dumps({'error': msg})}\n\n" + break + else: + yield f"data: {json.dumps({'log': msg})}\n\n" + + return StreamingResponse(event_generator(), media_type="text/event-stream") + +#this is to strip the 'seed' parameter, this is for gemini, this can all be moved to a separate file in the future. +@app.post("/proxy/v1/chat/completions") +async def gemini_proxy(request: Request): + payload = await request.json() + + payload.pop('seed', None) + payload.pop('presence_penalty', None) + payload.pop('frequency_penalty', None) + + auth_header = request.headers.get('Authorization') + url = "https://generativelanguage.googleapis.com/v1beta/openai/chat/completions" + + async with httpx.AsyncClient() as client: + resp = await client.post( + url, + json=payload, + headers={'Authorization': auth_header}, + timeout=60.0 + ) + return Response(content=resp.content, status_code=resp.status_code, media_type="application/json") + +#this is the groq adapter, to remove type from messages array as groq doesn't accept it +@app.post("/proxy/groq/v1/chat/completions") +async def groq_proxy(request: Request): + payload = await request.json() + + # 1. Groq rejects the 'type' property inside message objects + if 'messages' in payload: + for msg in payload['messages']: + msg.pop('type', None) # Strip the unsupported 'type' key + + # If lm-eval accidentally sends the new vision format (list of dicts), + # flatten it down to a standard string for Groq. + if isinstance(msg.get('content'), list): + text_content = " ".join([item.get('text', '') for item in msg['content'] if item.get('type') == 'text']) + msg['content'] = text_content + + # 2. Groq also doesn't support logprobs yet on chat completions + payload.pop('logprobs', None) + payload.pop('top_logprobs', None) + + auth_header = request.headers.get('Authorization') + url = "https://api.groq.com/openai/v1/chat/completions" + + async with httpx.AsyncClient() as client: + resp = await client.post( + url, + json=payload, + headers={'Authorization': auth_header}, + timeout=60.0 + ) + return Response(content=resp.content, status_code=resp.status_code, media_type="application/json") \ No newline at end of file diff --git a/poc_ai_eval_framework/backend/requirements.txt b/poc_ai_eval_framework/backend/requirements.txt new file mode 100644 index 000000000..573eca243 Binary files /dev/null and b/poc_ai_eval_framework/backend/requirements.txt differ diff --git a/poc_ai_eval_framework/backend/test.py b/poc_ai_eval_framework/backend/test.py new file mode 100644 index 000000000..1053ff37a --- /dev/null +++ b/poc_ai_eval_framework/backend/test.py @@ -0,0 +1,89 @@ +from http.server import BaseHTTPRequestHandler, HTTPServer +import json +import os +import threading +from dotenv import load_dotenv +import lm_eval +import urllib + +load_dotenv() + +# 1. Hardcode your Gemini API Key +# We set it as OPENAI_API_KEY because we are utilizing the OpenAI-compatible wrapper. +# Ensure you replace this with your actual Gemini key before running. +os.environ["OPENAI_API_KEY"] = os.getenv("GEMINI_API_KEY") +api_key = os.getenv("OPENAI_API_KEY") + +class GeminiProxyHandler(BaseHTTPRequestHandler): + def log_message(self, format, *args): + pass # Suppress proxy logs to keep your terminal clean + + def do_POST(self): + content_length = int(self.headers['Content-Length']) + post_data = self.rfile.read(content_length) + payload = json.loads(post_data) + + # THE FIX: Strip 'seed' (and other penalty params) that Gemini rejects + payload.pop('seed', None) + payload.pop('presence_penalty', None) + payload.pop('frequency_penalty', None) + + # Forward the sanitized request directly to Google + url = "https://generativelanguage.googleapis.com/v1beta/openai/chat/completions" + req = urllib.request.Request( + url, + data=json.dumps(payload).encode('utf-8'), + headers={ + 'Content-Type': 'application/json', + 'Authorization': f'Bearer {api_key}' + } + ) + try: + with urllib.request.urlopen(req) as response: + self.send_response(response.getcode()) + self.send_header('Content-Type', 'application/json') + self.end_headers() + self.wfile.write(response.read()) + except urllib.error.HTTPError as e: + self.send_response(e.code) + self.end_headers() + self.wfile.write(e.read()) + +def start_proxy(): + server = HTTPServer(('localhost', 8080), GeminiProxyHandler) + server.serve_forever() + +# Start the inline proxy in a daemon background thread +threading.Thread(target=start_proxy, daemon=True).start() + + + + +def run_raw_logic_prover(): + print("Initializing Phase 1: Raw Logic Prover...") + print("Booting lm-eval with local/OpenAI-compatible syntax targeting Gemini...") + + try: + # 2. Execute the blocking evaluation call + # We use the 'openai-chat-completions' model type and point the base_url + # to Google's official OpenAI-compatible endpoint. + results = lm_eval.simple_evaluate( + model="local-chat-completions", + model_args="model=gemini-flash-latest,base_url=http://localhost:8080/v1", + tasks=["gsm8k"], + limit=5, + log_samples=False, + apply_chat_template=True + ) + + print("\n--- Evaluation Successful ---") + + # 3. Dump the raw JSON output to map the UI extraction + print("\n--- Raw JSON Payload ---") + print(json.dumps(results['results'], indent=2)) + + except Exception as e: + print(f"\n[ERROR] Evaluation failed: {e}") + +if __name__ == "__main__": + run_raw_logic_prover() \ No newline at end of file diff --git a/poc_ai_eval_framework/demo.gif b/poc_ai_eval_framework/demo.gif new file mode 100644 index 000000000..5551bde24 Binary files /dev/null and b/poc_ai_eval_framework/demo.gif differ diff --git a/poc_ai_eval_framework/frontend/.gitignore b/poc_ai_eval_framework/frontend/.gitignore new file mode 100644 index 000000000..a547bf36d --- /dev/null +++ b/poc_ai_eval_framework/frontend/.gitignore @@ -0,0 +1,24 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/poc_ai_eval_framework/frontend/README.md b/poc_ai_eval_framework/frontend/README.md new file mode 100644 index 000000000..4dcad1f91 --- /dev/null +++ b/poc_ai_eval_framework/frontend/README.md @@ -0,0 +1,73 @@ +# React + TypeScript + Vite + +This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules. + +Currently, two official plugins are available: + +- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react) uses [Babel](https://babeljs.io/) (or [oxc](https://oxc.rs) when used in [rolldown-vite](https://vite.dev/guide/rolldown)) for Fast Refresh +- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh + +## React Compiler + +The React Compiler is currently not compatible with SWC. See [this issue](https://github.com/vitejs/vite-plugin-react/issues/428) for tracking the progress. + +## Expanding the ESLint configuration + +If you are developing a production application, we recommend updating the configuration to enable type-aware lint rules: + +```js +export default defineConfig([ + globalIgnores(['dist']), + { + files: ['**/*.{ts,tsx}'], + extends: [ + // Other configs... + + // Remove tseslint.configs.recommended and replace with this + tseslint.configs.recommendedTypeChecked, + // Alternatively, use this for stricter rules + tseslint.configs.strictTypeChecked, + // Optionally, add this for stylistic rules + tseslint.configs.stylisticTypeChecked, + + // Other configs... + ], + languageOptions: { + parserOptions: { + project: ['./tsconfig.node.json', './tsconfig.app.json'], + tsconfigRootDir: import.meta.dirname, + }, + // other options... + }, + }, +]) +``` + +You can also install [eslint-plugin-react-x](https://github.com/Rel1cx/eslint-react/tree/main/packages/plugins/eslint-plugin-react-x) and [eslint-plugin-react-dom](https://github.com/Rel1cx/eslint-react/tree/main/packages/plugins/eslint-plugin-react-dom) for React-specific lint rules: + +```js +// eslint.config.js +import reactX from 'eslint-plugin-react-x' +import reactDom from 'eslint-plugin-react-dom' + +export default defineConfig([ + globalIgnores(['dist']), + { + files: ['**/*.{ts,tsx}'], + extends: [ + // Other configs... + // Enable lint rules for React + reactX.configs['recommended-typescript'], + // Enable lint rules for React DOM + reactDom.configs.recommended, + ], + languageOptions: { + parserOptions: { + project: ['./tsconfig.node.json', './tsconfig.app.json'], + tsconfigRootDir: import.meta.dirname, + }, + // other options... + }, + }, +]) +``` diff --git a/poc_ai_eval_framework/frontend/eslint.config.js b/poc_ai_eval_framework/frontend/eslint.config.js new file mode 100644 index 000000000..5e6b472f5 --- /dev/null +++ b/poc_ai_eval_framework/frontend/eslint.config.js @@ -0,0 +1,23 @@ +import js from '@eslint/js' +import globals from 'globals' +import reactHooks from 'eslint-plugin-react-hooks' +import reactRefresh from 'eslint-plugin-react-refresh' +import tseslint from 'typescript-eslint' +import { defineConfig, globalIgnores } from 'eslint/config' + +export default defineConfig([ + globalIgnores(['dist']), + { + files: ['**/*.{ts,tsx}'], + extends: [ + js.configs.recommended, + tseslint.configs.recommended, + reactHooks.configs.flat.recommended, + reactRefresh.configs.vite, + ], + languageOptions: { + ecmaVersion: 2020, + globals: globals.browser, + }, + }, +]) diff --git a/poc_ai_eval_framework/frontend/index.html b/poc_ai_eval_framework/frontend/index.html new file mode 100644 index 000000000..072a57e8e --- /dev/null +++ b/poc_ai_eval_framework/frontend/index.html @@ -0,0 +1,13 @@ + + + + + + + frontend + + +
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b/poc_ai_eval_framework/frontend/package.json @@ -0,0 +1,34 @@ +{ + "name": "frontend", + "private": true, + "version": "0.0.0", + "type": "module", + "scripts": { + "dev": "vite", + "build": "tsc -b && vite build", + "lint": "eslint .", + "preview": "vite preview" + }, + "dependencies": { + "@tailwindcss/vite": "^4.2.1", + "react": "^19.2.0", + "react-dom": "^19.2.0" + }, + "devDependencies": { + "@eslint/js": "^9.39.1", + "@types/node": "^24.10.1", + "@types/react": "^19.2.7", + "@types/react-dom": "^19.2.3", + "@vitejs/plugin-react-swc": "^4.2.2", + "autoprefixer": "^10.4.27", + "eslint": "^9.39.1", + "eslint-plugin-react-hooks": "^7.0.1", + "eslint-plugin-react-refresh": "^0.4.24", + "globals": "^16.5.0", + "postcss": "^8.5.8", + "tailwindcss": "^4.2.1", + "typescript": "~5.9.3", + "typescript-eslint": "^8.48.0", + "vite": "^7.3.1" + } +} diff --git a/poc_ai_eval_framework/frontend/public/vite.svg b/poc_ai_eval_framework/frontend/public/vite.svg new file mode 100644 index 000000000..e7b8dfb1b --- /dev/null +++ b/poc_ai_eval_framework/frontend/public/vite.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/poc_ai_eval_framework/frontend/src/App.tsx b/poc_ai_eval_framework/frontend/src/App.tsx new file mode 100644 index 000000000..0f8411a95 --- /dev/null +++ b/poc_ai_eval_framework/frontend/src/App.tsx @@ -0,0 +1,59 @@ +import { useState } from 'react'; +import ConfigPanel from './components/ConfigPanel'; +import LogStream from './components/LogStream'; +import Results from './components/Results'; +import { startEvaluation, type EvalConfig, type EvalResults } from './lib/api'; + +function App() { + const [runId, setRunId] = useState(null); + const [isRunning, setIsRunning] = useState(false); + const [logs, setLogs] = useState([]); + const [results, setResults] = useState(null); + + const handleRun = async (config: EvalConfig) => { + setIsRunning(true); + setLogs([]); + setResults(null); + try { + const data = await startEvaluation(config); + setRunId(data.run_id); + } catch (error) { + console.error("Failed to start:", error); + setIsRunning(false); + } + }; + + const handleEvalComplete = (finalResults: EvalResults) => { + setResults(finalResults); + setIsRunning(false); + }; + return ( +
+
+
+

API Dash Eval PoC

+

Local-first llm-harness evaluation

+
+ +
+
+ +
+ +
+ + + {results && } +
+
+
+
+ ); +} + +export default App; \ No newline at end of file diff --git a/poc_ai_eval_framework/frontend/src/assets/react.svg b/poc_ai_eval_framework/frontend/src/assets/react.svg new file mode 100644 index 000000000..6c87de9bb --- /dev/null +++ b/poc_ai_eval_framework/frontend/src/assets/react.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/poc_ai_eval_framework/frontend/src/components/ConfigPanel.tsx b/poc_ai_eval_framework/frontend/src/components/ConfigPanel.tsx new file mode 100644 index 000000000..906529f3f --- /dev/null +++ b/poc_ai_eval_framework/frontend/src/components/ConfigPanel.tsx @@ -0,0 +1,86 @@ +import { useState } from 'react'; +import type { EvalConfig } from '../lib/api'; + +interface Props { + onRun: (config: EvalConfig) => void; + isRunning: boolean; +} + +export default function ConfigPanel({ onRun, isRunning }: Props) { + const [apiKey, setApiKey] = useState(''); + const [model, setModel] = useState('llama-3.3-70b-versatile'); + const [task, setTask] = useState('gsm8k'); + const [limit, setLimit] = useState(5); + + const handleSubmit = (e: React.FormEvent) => { + e.preventDefault(); + if (!apiKey) return alert("API Key is required"); + onRun({ api_key: apiKey, model, task, limit }); + }; + + return ( +
+

Configuration

+ +
+ + + + + + + + + +
+
+ ); +} \ No newline at end of file diff --git a/poc_ai_eval_framework/frontend/src/components/LogStream.tsx b/poc_ai_eval_framework/frontend/src/components/LogStream.tsx new file mode 100644 index 000000000..8e93b6993 --- /dev/null +++ b/poc_ai_eval_framework/frontend/src/components/LogStream.tsx @@ -0,0 +1,62 @@ +import { useEffect, useRef } from 'react'; +import type { EvalResults } from '../lib/api'; + +interface Props { + runId: string | null; + logs: string[]; + setLogs: React.Dispatch>; + onComplete: (results: EvalResults) => void; // <-- Replaced 'any' +} + +export default function LogStream({ runId, logs, setLogs, onComplete }: Props) { + const scrollRef = useRef(null); + + useEffect(() => { + if (scrollRef.current) { + scrollRef.current.scrollTop = scrollRef.current.scrollHeight; + } + }, [logs]); + + useEffect(() => { + if (!runId) return; + + const eventSource = new EventSource(`http://localhost:8000/api/stream/${runId}`); + + eventSource.onmessage = (event) => { + const data = JSON.parse(event.data); + if (data.log) setLogs(prev => [...prev, data.log]); + else if (data.done) { + onComplete(data.results); + eventSource.close(); + } + else if (data.error) { + setLogs(prev => [...prev, `[ERROR] ${data.error}`]); + eventSource.close(); + } + }; + + eventSource.onerror = () => eventSource.close(); + return () => eventSource.close(); + }, [runId, setLogs, onComplete]); + + return ( +
+
+
+
+
+

live-terminal-logs

+
+ +
+ {logs.length === 0 && Waiting for evaluation to start...} + {logs.map((log, index) => ( +
{log}
+ ))} +
+
+ ); +} \ No newline at end of file diff --git a/poc_ai_eval_framework/frontend/src/components/Results.tsx b/poc_ai_eval_framework/frontend/src/components/Results.tsx new file mode 100644 index 000000000..129da0a8e --- /dev/null +++ b/poc_ai_eval_framework/frontend/src/components/Results.tsx @@ -0,0 +1,42 @@ +import type { EvalResults } from '../lib/api'; + +interface Props { + data: EvalResults; +} + +export default function Results({ data }: Props) { + return ( +
+

+ + + + Evaluation Complete +

+ +
+ {Object.entries(data).map(([taskName, metrics]) => ( +
+

{taskName}

+ +
+ {Object.entries(metrics).map(([metricName, value]) => ( +
+ + {metricName} + + + {typeof value === 'number' ? value.toFixed(4) : value} + +
+ ))} +
+
+ ))} +
+
+ ); +} \ No newline at end of file diff --git a/poc_ai_eval_framework/frontend/src/index.css b/poc_ai_eval_framework/frontend/src/index.css new file mode 100644 index 000000000..a461c505f --- /dev/null +++ b/poc_ai_eval_framework/frontend/src/index.css @@ -0,0 +1 @@ +@import "tailwindcss"; \ No newline at end of file diff --git a/poc_ai_eval_framework/frontend/src/lib/api.ts b/poc_ai_eval_framework/frontend/src/lib/api.ts new file mode 100644 index 000000000..46ac4ba44 --- /dev/null +++ b/poc_ai_eval_framework/frontend/src/lib/api.ts @@ -0,0 +1,25 @@ + +export type EvalResults = Record>; + +export interface EvalConfig { + model: string; + api_key: string; + task: string; + limit: number; +} + +export const startEvaluation = async (config: EvalConfig): Promise<{ run_id: string }> => { + const response = await fetch('http://localhost:8000/api/evaluate', { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + }, + body: JSON.stringify(config), + }); + + if (!response.ok) { + throw new Error('Failed to start evaluation'); + } + + return response.json(); +}; \ No newline at end of file diff --git a/poc_ai_eval_framework/frontend/src/main.tsx b/poc_ai_eval_framework/frontend/src/main.tsx new file mode 100644 index 000000000..bef5202a3 --- /dev/null +++ b/poc_ai_eval_framework/frontend/src/main.tsx @@ -0,0 +1,10 @@ +import { StrictMode } from 'react' +import { createRoot } from 'react-dom/client' +import './index.css' +import App from './App.tsx' + +createRoot(document.getElementById('root')!).render( + + + , +) diff --git a/poc_ai_eval_framework/frontend/src/store.ts b/poc_ai_eval_framework/frontend/src/store.ts new file mode 100644 index 000000000..e69de29bb diff --git a/poc_ai_eval_framework/frontend/tsconfig.app.json b/poc_ai_eval_framework/frontend/tsconfig.app.json new file mode 100644 index 000000000..a9b5a59ca --- /dev/null +++ b/poc_ai_eval_framework/frontend/tsconfig.app.json @@ -0,0 +1,28 @@ +{ + "compilerOptions": { + "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.app.tsbuildinfo", + "target": "ES2022", + "useDefineForClassFields": true, + "lib": ["ES2022", "DOM", "DOM.Iterable"], + "module": "ESNext", + "types": ["vite/client"], + "skipLibCheck": true, + + /* Bundler mode */ + "moduleResolution": "bundler", + "allowImportingTsExtensions": true, + "verbatimModuleSyntax": true, + "moduleDetection": "force", + "noEmit": true, + "jsx": "react-jsx", + + /* Linting */ + "strict": true, + "noUnusedLocals": true, + "noUnusedParameters": true, + "erasableSyntaxOnly": true, + "noFallthroughCasesInSwitch": true, + "noUncheckedSideEffectImports": true + }, + "include": ["src"] +} diff --git a/poc_ai_eval_framework/frontend/tsconfig.json b/poc_ai_eval_framework/frontend/tsconfig.json new file mode 100644 index 000000000..1ffef600d --- /dev/null +++ b/poc_ai_eval_framework/frontend/tsconfig.json @@ -0,0 +1,7 @@ +{ + "files": [], + "references": [ + { "path": "./tsconfig.app.json" }, + { "path": "./tsconfig.node.json" } + ] +} diff --git a/poc_ai_eval_framework/frontend/tsconfig.node.json b/poc_ai_eval_framework/frontend/tsconfig.node.json new file mode 100644 index 000000000..8a67f62f4 --- /dev/null +++ b/poc_ai_eval_framework/frontend/tsconfig.node.json @@ -0,0 +1,26 @@ +{ + "compilerOptions": { + "tsBuildInfoFile": "./node_modules/.tmp/tsconfig.node.tsbuildinfo", + "target": "ES2023", + "lib": ["ES2023"], + "module": "ESNext", + "types": ["node"], + "skipLibCheck": true, + + /* Bundler mode */ + "moduleResolution": "bundler", + "allowImportingTsExtensions": true, + "verbatimModuleSyntax": true, + "moduleDetection": "force", + "noEmit": true, + + /* Linting */ + "strict": true, + "noUnusedLocals": true, + "noUnusedParameters": true, + "erasableSyntaxOnly": true, + "noFallthroughCasesInSwitch": true, + "noUncheckedSideEffectImports": true + }, + "include": ["vite.config.ts"] +} diff --git a/poc_ai_eval_framework/frontend/vite.config.ts b/poc_ai_eval_framework/frontend/vite.config.ts new file mode 100644 index 000000000..8a0aca9f5 --- /dev/null +++ b/poc_ai_eval_framework/frontend/vite.config.ts @@ -0,0 +1,9 @@ +import { defineConfig } from 'vite' +import react from '@vitejs/plugin-react-swc' +import tailwindcss from '@tailwindcss/vite' + + +// https://vite.dev/config/ +export default defineConfig({ + plugins: [react(), tailwindcss()], +}) diff --git a/poc_ai_eval_framework/start.bat b/poc_ai_eval_framework/start.bat new file mode 100644 index 000000000..b36e8a169 --- /dev/null +++ b/poc_ai_eval_framework/start.bat @@ -0,0 +1,15 @@ +@echo off +echo =================================================== +echo Booting API Dash Eval PoC (Windows) +echo =================================================== + +echo [1/2] Checking and starting FastAPI Backend... +start "API Dash Backend" cmd /k "cd backend && if not exist venv (echo Creating venv... && python -m venv venv && call venv\Scripts\activate && pip install -r requirements.txt) else (call venv\Scripts\activate) && echo Starting Uvicorn... && uvicorn main:app --reload" + +echo [2/2] Checking and starting Vite Frontend... +start "API Dash Frontend" cmd /k "cd frontend && if not exist node_modules (echo Installing NPM modules... && npm install) && echo Starting Vite... && npm run dev" + +echo. +echo Both servers are booting in separate windows! +echo Open http://localhost:5173 in your browser. +echo Close the new command windows to stop the servers. \ No newline at end of file diff --git a/poc_ai_eval_framework/start.sh b/poc_ai_eval_framework/start.sh new file mode 100644 index 000000000..08077186b --- /dev/null +++ b/poc_ai_eval_framework/start.sh @@ -0,0 +1,41 @@ +#!/bin/bash + +echo "===================================================" +echo " Booting API Dash Eval PoC (Mac/Linux)" +echo "===================================================" +echo "NOTE: First run will take 2-5 minutes to install dependencies." + +# Catch Ctrl+C to cleanly kill both background processes +trap 'echo "Shutting down servers..."; kill $BACKEND_PID $FRONTEND_PID; exit' INT + +echo "[1/2] Checking and starting FastAPI Backend..." +cd backend +if [ ! -d "venv" ]; then + echo "Creating virtual environment..." + python3 -m venv venv + source venv/bin/activate + pip install fastapi uvicorn httpx lm-eval[api] +else + source venv/bin/activate +fi +uvicorn main:app --reload > /dev/null 2>&1 & +BACKEND_PID=$! +cd .. + +echo "[2/2] Checking and starting Vite Frontend..." +cd frontend +if [ ! -d "node_modules" ]; then + echo "Installing NPM modules..." + npm install +fi +npm run dev > /dev/null 2>&1 & +FRONTEND_PID=$! +cd .. + +echo "" +echo "✅ Both servers are running!" +echo "➡️ Open http://localhost:5173 in your browser." +echo "🛑 Press Ctrl+C in this terminal to stop both servers." + +# Wait indefinitely so the script doesn't exit until Ctrl+C is pressed +wait \ No newline at end of file