Spaces:
Build error
Build error
Delete app.py
Browse files
app.py
DELETED
|
@@ -1,175 +0,0 @@
|
|
| 1 |
-
import os
|
| 2 |
-
import time
|
| 3 |
-
import json
|
| 4 |
-
import requests
|
| 5 |
-
import asyncio
|
| 6 |
-
from datetime import datetime
|
| 7 |
-
from typing import Dict, List, Optional
|
| 8 |
-
from fastapi import FastAPI, HTTPException, BackgroundTasks
|
| 9 |
-
from fastapi.responses import StreamingResponse
|
| 10 |
-
import uvicorn
|
| 11 |
-
from pydantic import BaseModel
|
| 12 |
-
from shared.models import ChatRequest, ChatResponse, ChatMessage, WorkerStatus
|
| 13 |
-
from shared.chat_history import save_detailed_chat_log, initialize_chat_file
|
| 14 |
-
|
| 15 |
-
app = FastAPI(
|
| 16 |
-
title="Multi-Node Hugging Face API Gateway",
|
| 17 |
-
description="API Gateway that routes requests to specialized worker nodes",
|
| 18 |
-
version="1.0.0"
|
| 19 |
-
)
|
| 20 |
-
|
| 21 |
-
# Initialize chat history file
|
| 22 |
-
initialize_chat_file()
|
| 23 |
-
|
| 24 |
-
# Configuration - in production, these would come from environment variables
|
| 25 |
-
WORKER_NODES = {
|
| 26 |
-
"sam-x-nano": os.getenv("NANO_WORKER_URL", "http://nano-worker:8000"),
|
| 27 |
-
"sam-x-mini": os.getenv("MINI_WORKER_URL", "http://mini-worker:8000"),
|
| 28 |
-
"sam-x-fast": os.getenv("FAST_WORKER_URL", "http://fast-worker:8000"),
|
| 29 |
-
"sam-x-large": os.getenv("LARGE_WORKER_URL", "http://large-worker:8000"),
|
| 30 |
-
}
|
| 31 |
-
|
| 32 |
-
# In-memory worker status tracking (in production, use Redis or database)
|
| 33 |
-
worker_status = {}
|
| 34 |
-
|
| 35 |
-
@app.on_event('startup')
|
| 36 |
-
def startup_event():
|
| 37 |
-
print("Starting Multi-Node Hugging Face API Gateway...")
|
| 38 |
-
# Initialize worker status
|
| 39 |
-
for model, url in WORKER_NODES.items():
|
| 40 |
-
worker_status[model] = {"active": True, "last_check": time.time(), "load": 0.0}
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
def route_to_worker(chat_request: ChatRequest) -> Dict:
|
| 44 |
-
"""
|
| 45 |
-
Route the request to the appropriate worker node based on model
|
| 46 |
-
"""
|
| 47 |
-
model = chat_request.model.lower()
|
| 48 |
-
|
| 49 |
-
if model not in WORKER_NODES:
|
| 50 |
-
raise HTTPException(status_code=400, detail=f"Model {model} not available")
|
| 51 |
-
|
| 52 |
-
worker_url = WORKER_NODES[model]
|
| 53 |
-
|
| 54 |
-
# Make request to worker
|
| 55 |
-
try:
|
| 56 |
-
response = requests.post(
|
| 57 |
-
f"{worker_url}/chat/completions",
|
| 58 |
-
json=chat_request.dict(),
|
| 59 |
-
timeout=300 # 5 minute timeout for long inference
|
| 60 |
-
)
|
| 61 |
-
response.raise_for_status()
|
| 62 |
-
return response.json()
|
| 63 |
-
except requests.exceptions.RequestException as e:
|
| 64 |
-
print(f"Error contacting worker {worker_url}: {str(e)}")
|
| 65 |
-
worker_status[model] = {"active": False, "last_check": time.time(), "load": 0.0}
|
| 66 |
-
raise HTTPException(status_code=503, detail=f"Worker for model {model} is not available")
|
| 67 |
-
except Exception as e:
|
| 68 |
-
print(f"Unexpected error contacting worker {worker_url}: {str(e)}")
|
| 69 |
-
raise HTTPException(status_code=500, detail="Internal server error")
|
| 70 |
-
|
| 71 |
-
|
| 72 |
-
@app.post("/chat/completions", response_model=ChatResponse)
|
| 73 |
-
async def chat_completions(request: ChatRequest, background_tasks: BackgroundTasks):
|
| 74 |
-
"""
|
| 75 |
-
Main chat completions endpoint - routes to appropriate worker
|
| 76 |
-
"""
|
| 77 |
-
start_time = time.time()
|
| 78 |
-
|
| 79 |
-
try:
|
| 80 |
-
# Route to appropriate worker
|
| 81 |
-
worker_response = route_to_worker(request)
|
| 82 |
-
|
| 83 |
-
# Calculate processing time
|
| 84 |
-
processing_time = time.time() - start_time
|
| 85 |
-
|
| 86 |
-
# Extract response content
|
| 87 |
-
response_content = ""
|
| 88 |
-
if "choices" in worker_response and len(worker_response["choices"]) > 0:
|
| 89 |
-
response_content = worker_response["choices"][0].get("message", {}).get("content", "")
|
| 90 |
-
|
| 91 |
-
# Save chat history in background
|
| 92 |
-
background_tasks.add_task(
|
| 93 |
-
save_detailed_chat_log,
|
| 94 |
-
request.dict(),
|
| 95 |
-
response_content,
|
| 96 |
-
request.model,
|
| 97 |
-
processing_time
|
| 98 |
-
)
|
| 99 |
-
|
| 100 |
-
return worker_response
|
| 101 |
-
|
| 102 |
-
except HTTPException:
|
| 103 |
-
# Re-raise HTTP exceptions
|
| 104 |
-
raise
|
| 105 |
-
except Exception as e:
|
| 106 |
-
print(f"Error in chat_completions: {str(e)}")
|
| 107 |
-
raise HTTPException(status_code=500, detail="Internal server error")
|
| 108 |
-
|
| 109 |
-
|
| 110 |
-
@app.get("/models")
|
| 111 |
-
async def list_models():
|
| 112 |
-
"""
|
| 113 |
-
List available models
|
| 114 |
-
"""
|
| 115 |
-
available_models = [model for model, url in WORKER_NODES.items()
|
| 116 |
-
if worker_status.get(model, {}).get("active", True)]
|
| 117 |
-
|
| 118 |
-
return {
|
| 119 |
-
"object": "list",
|
| 120 |
-
"data": [
|
| 121 |
-
{
|
| 122 |
-
"id": model,
|
| 123 |
-
"object": "model",
|
| 124 |
-
"created": int(time.time()),
|
| 125 |
-
"owned_by": "multinode-hf-api"
|
| 126 |
-
}
|
| 127 |
-
for model in available_models
|
| 128 |
-
]
|
| 129 |
-
}
|
| 130 |
-
|
| 131 |
-
|
| 132 |
-
@app.get("/health")
|
| 133 |
-
async def health_check():
|
| 134 |
-
"""
|
| 135 |
-
Health check endpoint
|
| 136 |
-
"""
|
| 137 |
-
active_workers = {model: status for model, status in worker_status.items()
|
| 138 |
-
if status.get("active", False)}
|
| 139 |
-
|
| 140 |
-
return {
|
| 141 |
-
"status": "healthy" if active_workers else "no_active_workers",
|
| 142 |
-
"active_workers": list(active_workers.keys()),
|
| 143 |
-
"total_workers": len(WORKER_NODES)
|
| 144 |
-
}
|
| 145 |
-
|
| 146 |
-
|
| 147 |
-
@app.get("/worker-status")
|
| 148 |
-
async def get_worker_status():
|
| 149 |
-
"""
|
| 150 |
-
Get detailed status of all workers
|
| 151 |
-
"""
|
| 152 |
-
return worker_status
|
| 153 |
-
|
| 154 |
-
|
| 155 |
-
@app.post("/chat")
|
| 156 |
-
async def simple_chat(message: str, model: str = "sam-x-nano", max_tokens: int = 512):
|
| 157 |
-
"""
|
| 158 |
-
Simplified chat endpoint for basic interactions
|
| 159 |
-
"""
|
| 160 |
-
chat_request = ChatRequest(
|
| 161 |
-
messages=[ChatMessage(role="user", content=message)],
|
| 162 |
-
model=model,
|
| 163 |
-
max_tokens=max_tokens
|
| 164 |
-
)
|
| 165 |
-
|
| 166 |
-
worker_response = route_to_worker(chat_request)
|
| 167 |
-
|
| 168 |
-
if "choices" in worker_response and len(worker_response["choices"]) > 0:
|
| 169 |
-
return {"response": worker_response["choices"][0]["message"]["content"]}
|
| 170 |
-
else:
|
| 171 |
-
raise HTTPException(status_code=500, detail="No response from worker")
|
| 172 |
-
|
| 173 |
-
|
| 174 |
-
if __name__ == "__main__":
|
| 175 |
-
uvicorn.run(app, host="0.0.0.0", port=7860)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|