Spaces:
Sleeping
Sleeping
Factor Studios
commited on
Upload 12 files
Browse files- Dockerfile +40 -0
- config.json +27 -0
- handlers.py +0 -0
- requirements.txt +19 -0
- requirements_new.txt +19 -0
- server.py +365 -0
- storage/cache/model_info.json +1 -0
- storage/gpu_state/gpu_core/current_state.json +1 -0
- storage/vram_blocks/test_model_123_11.npy +3 -0
- storage/vram_blocks/test_model_123_14.npy +3 -0
- storage_manager.py +222 -0
- websocket_test.py +80 -0
Dockerfile
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# Use an official Python runtime as a parent image
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FROM python:3.9-slim
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# Set environment variables
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ENV PYTHONUNBUFFERED=1
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# Set working directory in container
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WORKDIR /app
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# Install system dependencies
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RUN apt-get update && apt-get install -y \
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gcc \
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python3-dev \
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&& rm -rf /var/lib/apt/lists/*
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# Copy only the requirements file first
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COPY virtual_gpu_server/requirements.txt .
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# Install Python dependencies
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RUN pip install --no-cache-dir -r requirements.txt
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# Copy the server code
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COPY virtual_gpu_server/ .
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# Create storage directories
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RUN mkdir -p /app/storage/vram_blocks/active \
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/app/storage/vram_blocks/archived \
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/app/storage/vram_blocks/temp \
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/app/storage/gpu_state \
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/app/storage/cache
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# Expose ports
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EXPOSE 7860
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EXPOSE 8765
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# Set environment variable for storage path
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ENV STORAGE_PATH=/app/storage
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# Run the server using Uvicorn
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CMD ["uvicorn", "server:app", "--host", "0.0.0.0", "--port", "7860", "--ws", "websockets"]
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config.json
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@@ -0,0 +1,27 @@
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{
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"server": {
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"host": "localhost",
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"port": 8765,
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"max_connections": 1000
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},
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"storage": {
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"vram": {
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"block_size": 1048576, // 1MB blocks
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"max_cache_size": 8589934592, // 8GB cache
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"persistence": true
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},
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"state": {
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"cache_ttl": 3600, // 1 hour cache lifetime
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"compression": true
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},
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"cache": {
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"max_memory_size": 4294967296, // 4GB memory cache
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"eviction_policy": "lru"
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}
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},
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"performance": {
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"prefetch_enabled": true,
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"compression_level": 1,
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"cache_warmup": true
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}
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}
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handlers.py
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requirements.txt
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# Virtual GPU Server Core Dependencies
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numpy==1.24.3 # Array operations for GPU data handling
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websockets==11.0.3 # WebSocket server implementation
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aiohttp==3.8.5 # HTTP server and async web framework
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uvicorn==0.23.2 # ASGI server implementation
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# WebSocket/HTTP Server Dependencies
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aiosignal==1.3.1 # Async signals
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async-timeout==4.0.3 # Timeouts for async operations
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attrs==23.1.0 # Class builders
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charset-normalizer==3.2.0 # Unicode normalization
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frozenlist==1.4.0 # Immutable lists
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multidict==6.0.4 # Dict with multiple values per key
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yarl==1.9.2 # URL handling
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# Performance & Utilities
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ujson==5.8.0 # Fast JSON processing
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psutil==5.9.5 # System and process monitoring
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pathlib==1.0.1 # Path manipulation
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requirements_new.txt
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# Virtual GPU Server Core Dependencies
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numpy==1.24.3 # Array operations for GPU data handling
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fastapi==0.103.0 # FastAPI framework
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uvicorn==0.23.2 # ASGI server
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# WebSocket Dependencies
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websockets==11.0.3 # WebSocket support
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websocket-client==1.6.1 # WebSocket client
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# Performance & Utilities
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ujson==5.8.0 # Fast JSON processing
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psutil==5.9.5 # System and process monitoring
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pathlib==1.0.1 # Path manipulation
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# FastAPI Dependencies
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starlette==0.27.0 # Web framework required by FastAPI
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pydantic==2.3.0 # Data validation
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python-multipart==0.0.6 # Form/File uploads
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typing-extensions==4.7.1 # Enhanced typing support
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server.py
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import asyncio
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import json
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import os
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from pathlib import Path
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import uuid
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import time
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from typing import Dict, Any, Optional
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| 8 |
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import numpy as np
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| 9 |
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from fastapi import FastAPI, WebSocket
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| 10 |
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from fastapi.responses import HTMLResponse
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| 11 |
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from datetime import datetime
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| 12 |
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# Create FastAPI instance
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| 14 |
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app = FastAPI()
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class VirtualGPUServer:
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def __init__(self):
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self.base_path = Path(__file__).parent / "storage"
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self.vram_path = self.base_path / "vram_blocks"
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| 20 |
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self.state_path = self.base_path / "gpu_state"
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| 21 |
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self.cache_path = self.base_path / "cache"
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| 22 |
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| 23 |
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# Ensure all storage directories exist
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| 24 |
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self.vram_path.mkdir(parents=True, exist_ok=True)
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| 25 |
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self.state_path.mkdir(parents=True, exist_ok=True)
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| 26 |
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self.cache_path.mkdir(parents=True, exist_ok=True)
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| 28 |
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# In-memory caches for faster access
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| 29 |
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self.vram_cache: Dict[str, Any] = {}
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self.state_cache: Dict[str, Any] = {}
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| 31 |
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self.memory_cache: Dict[str, Any] = {}
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| 32 |
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# Active connections and sessions
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| 34 |
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self.active_connections: Dict[str, WebSocket] = {}
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self.active_sessions: Dict[str, Dict[str, Any]] = {}
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| 36 |
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self.heartbeat_interval = 5 # seconds
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| 37 |
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self.connection_timeout = 30 # seconds
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| 38 |
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| 39 |
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# Performance monitoring
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| 40 |
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self.ops_counter = 0
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| 41 |
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self.start_time = time.time()
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| 42 |
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| 43 |
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def _make_json_serializable(self, obj):
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| 44 |
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"""Convert non-JSON-serializable objects to serializable format"""
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| 45 |
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if isinstance(obj, dict):
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| 46 |
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return {k: self._make_json_serializable(v) for k, v in obj.items()}
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| 47 |
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elif isinstance(obj, list):
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| 48 |
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return [self._make_json_serializable(i) for i in obj]
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| 49 |
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elif isinstance(obj, tuple):
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| 50 |
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return list(obj)
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| 51 |
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elif isinstance(obj, (np.ndarray, np.generic)):
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| 52 |
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return obj.tolist()
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| 53 |
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elif isinstance(obj, (Path, uuid.UUID)):
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| 54 |
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return str(obj)
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| 55 |
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elif hasattr(obj, '__dict__'):
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| 56 |
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# Handle custom objects by converting their __dict__ to serializable format
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| 57 |
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return self._make_json_serializable(obj.__dict__)
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| 58 |
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elif isinstance(obj, (int, float, str, bool, type(None))):
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return obj
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| 60 |
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else:
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| 61 |
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# Convert any other types to string representation
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| 62 |
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return str(obj)
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| 63 |
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| 64 |
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async def monitor_connection(self, websocket: WebSocket, session_id: str):
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| 65 |
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"""Monitor connection health and handle reconnection"""
|
| 66 |
+
try:
|
| 67 |
+
while session_id in self.active_connections:
|
| 68 |
+
try:
|
| 69 |
+
await asyncio.wait_for(websocket.receive_text(), timeout=self.heartbeat_interval)
|
| 70 |
+
except asyncio.TimeoutError:
|
| 71 |
+
try:
|
| 72 |
+
await websocket.send_json({"type": "ping"})
|
| 73 |
+
except:
|
| 74 |
+
print(f"Connection lost for session {session_id}")
|
| 75 |
+
break
|
| 76 |
+
except Exception:
|
| 77 |
+
break
|
| 78 |
+
await asyncio.sleep(self.heartbeat_interval)
|
| 79 |
+
finally:
|
| 80 |
+
await self.handle_disconnect(session_id)
|
| 81 |
+
|
| 82 |
+
async def handle_disconnect(self, session_id: str):
|
| 83 |
+
"""Clean up resources when a client disconnects"""
|
| 84 |
+
if session_id in self.active_connections:
|
| 85 |
+
try:
|
| 86 |
+
await self.active_connections[session_id].close()
|
| 87 |
+
except:
|
| 88 |
+
pass
|
| 89 |
+
del self.active_connections[session_id]
|
| 90 |
+
if session_id in self.active_sessions:
|
| 91 |
+
# Save any pending state before removing session
|
| 92 |
+
session_data = self.active_sessions[session_id]
|
| 93 |
+
if session_data.get('pending_state'):
|
| 94 |
+
await self.handle_state_operation({
|
| 95 |
+
'type': 'save',
|
| 96 |
+
'component': 'session',
|
| 97 |
+
'state_id': session_id,
|
| 98 |
+
'data': session_data['pending_state']
|
| 99 |
+
})
|
| 100 |
+
del self.active_sessions[session_id]
|
| 101 |
+
|
| 102 |
+
async def handle_vram_operation(self, operation: dict) -> dict:
|
| 103 |
+
"""Handle VRAM read/write operations"""
|
| 104 |
+
try:
|
| 105 |
+
op_type = operation.get('type')
|
| 106 |
+
if not op_type:
|
| 107 |
+
raise ValueError("Missing operation type")
|
| 108 |
+
|
| 109 |
+
block_id = operation.get('block_id')
|
| 110 |
+
if not block_id:
|
| 111 |
+
raise ValueError("Missing block_id")
|
| 112 |
+
|
| 113 |
+
data = operation.get('data')
|
| 114 |
+
if data and isinstance(data, (dict, list)):
|
| 115 |
+
data = self._make_json_serializable(data)
|
| 116 |
+
|
| 117 |
+
if op_type == 'write':
|
| 118 |
+
if data is None:
|
| 119 |
+
raise ValueError("Missing data for write operation")
|
| 120 |
+
file_path = self.vram_path / f"{block_id}.npy"
|
| 121 |
+
np.save(file_path, np.array(data))
|
| 122 |
+
self.vram_cache[block_id] = np.array(data)
|
| 123 |
+
return {'status': 'success', 'message': f'Block {block_id} written'}
|
| 124 |
+
|
| 125 |
+
if op_type == 'read':
|
| 126 |
+
if block_id in self.vram_cache:
|
| 127 |
+
return {
|
| 128 |
+
'status': 'success',
|
| 129 |
+
'data': self.vram_cache[block_id] if isinstance(self.vram_cache[block_id], list) else self.vram_cache[block_id].tolist(),
|
| 130 |
+
'source': 'cache'
|
| 131 |
+
}
|
| 132 |
+
|
| 133 |
+
file_path = self.vram_path / f"{block_id}.npy"
|
| 134 |
+
if file_path.exists():
|
| 135 |
+
data = np.load(file_path)
|
| 136 |
+
self.vram_cache[block_id] = np.array(data)
|
| 137 |
+
return {
|
| 138 |
+
'status': 'success',
|
| 139 |
+
'data': data.tolist(),
|
| 140 |
+
'source': 'disk'
|
| 141 |
+
}
|
| 142 |
+
return {'status': 'error', 'message': 'Block not found'}
|
| 143 |
+
|
| 144 |
+
return {'status': 'error', 'message': f'Unknown operation type: {op_type}'}
|
| 145 |
+
|
| 146 |
+
except ValueError as e:
|
| 147 |
+
return {'status': 'error', 'message': str(e)}
|
| 148 |
+
except Exception as e:
|
| 149 |
+
return {'status': 'error', 'message': f'Operation failed: {str(e)}'}
|
| 150 |
+
|
| 151 |
+
async def handle_state_operation(self, operation: dict) -> dict:
|
| 152 |
+
"""Handle GPU state operations"""
|
| 153 |
+
op_type = operation.get('type')
|
| 154 |
+
component = operation.get('component')
|
| 155 |
+
state_id = operation.get('state_id')
|
| 156 |
+
state_data = operation.get('data')
|
| 157 |
+
|
| 158 |
+
file_path = self.state_path / component / f"{state_id}.json"
|
| 159 |
+
|
| 160 |
+
if op_type == 'save':
|
| 161 |
+
file_path.parent.mkdir(exist_ok=True)
|
| 162 |
+
with open(file_path, 'w') as f:
|
| 163 |
+
json.dump(state_data, f)
|
| 164 |
+
self.state_cache[f"{component}:{state_id}"] = state_data
|
| 165 |
+
return {'status': 'success', 'message': f'State {state_id} saved'}
|
| 166 |
+
|
| 167 |
+
elif op_type == 'load':
|
| 168 |
+
cache_key = f"{component}:{state_id}"
|
| 169 |
+
if cache_key in self.state_cache:
|
| 170 |
+
return {
|
| 171 |
+
'status': 'success',
|
| 172 |
+
'data': self.state_cache[cache_key],
|
| 173 |
+
'source': 'cache'
|
| 174 |
+
}
|
| 175 |
+
|
| 176 |
+
if file_path.exists():
|
| 177 |
+
with open(file_path) as f:
|
| 178 |
+
state_data = json.load(f)
|
| 179 |
+
self.state_cache[cache_key] = state_data
|
| 180 |
+
return {
|
| 181 |
+
'status': 'success',
|
| 182 |
+
'data': state_data,
|
| 183 |
+
'source': 'disk'
|
| 184 |
+
}
|
| 185 |
+
|
| 186 |
+
return {'status': 'error', 'message': 'State not found'}
|
| 187 |
+
|
| 188 |
+
async def handle_cache_operation(self, operation: dict) -> dict:
|
| 189 |
+
"""Handle cache operations"""
|
| 190 |
+
op_type = operation.get('type')
|
| 191 |
+
key = operation.get('key')
|
| 192 |
+
data = operation.get('data')
|
| 193 |
+
|
| 194 |
+
if op_type == 'set':
|
| 195 |
+
self.memory_cache[key] = data
|
| 196 |
+
# Also persist to disk for recovery
|
| 197 |
+
file_path = self.cache_path / f"{key}.json"
|
| 198 |
+
with open(file_path, 'w') as f:
|
| 199 |
+
json.dump(data, f)
|
| 200 |
+
return {'status': 'success', 'message': f'Cache key {key} set'}
|
| 201 |
+
|
| 202 |
+
elif op_type == 'get':
|
| 203 |
+
if key in self.memory_cache:
|
| 204 |
+
return {
|
| 205 |
+
'status': 'success',
|
| 206 |
+
'data': self.memory_cache[key],
|
| 207 |
+
'source': 'memory'
|
| 208 |
+
}
|
| 209 |
+
|
| 210 |
+
file_path = self.cache_path / f"{key}.json"
|
| 211 |
+
if file_path.exists():
|
| 212 |
+
with open(file_path) as f:
|
| 213 |
+
data = json.load(f)
|
| 214 |
+
self.memory_cache[key] = data
|
| 215 |
+
return {
|
| 216 |
+
'status': 'success',
|
| 217 |
+
'data': data,
|
| 218 |
+
'source': 'disk'
|
| 219 |
+
}
|
| 220 |
+
|
| 221 |
+
return {'status': 'error', 'message': 'Cache key not found'}
|
| 222 |
+
|
| 223 |
+
|
| 224 |
+
async def handle_connection(self, websocket: WebSocket, connection_type: str):
|
| 225 |
+
"""Handle incoming WebSocket connections"""
|
| 226 |
+
# Generate unique session ID
|
| 227 |
+
session_id = str(uuid.uuid4())
|
| 228 |
+
self.active_connections[session_id] = websocket
|
| 229 |
+
self.active_sessions[session_id] = {
|
| 230 |
+
'start_time': time.time(),
|
| 231 |
+
'ops_count': 0,
|
| 232 |
+
'connection_type': connection_type
|
| 233 |
+
}
|
| 234 |
+
|
| 235 |
+
try:
|
| 236 |
+
while True:
|
| 237 |
+
message = await websocket.receive_json()
|
| 238 |
+
|
| 239 |
+
# Route operation to appropriate handler
|
| 240 |
+
operation_type = message.get('operation')
|
| 241 |
+
if operation_type == 'vram':
|
| 242 |
+
response = await self.handle_vram_operation(message)
|
| 243 |
+
elif operation_type == 'state':
|
| 244 |
+
response = await self.handle_state_operation(message)
|
| 245 |
+
elif operation_type == 'cache':
|
| 246 |
+
response = await self.handle_cache_operation(message)
|
| 247 |
+
else:
|
| 248 |
+
response = {
|
| 249 |
+
'status': 'error',
|
| 250 |
+
'message': 'Unknown operation type'
|
| 251 |
+
}
|
| 252 |
+
|
| 253 |
+
# Update statistics
|
| 254 |
+
self.ops_counter += 1
|
| 255 |
+
self.active_sessions[session_id]['ops_count'] += 1
|
| 256 |
+
|
| 257 |
+
# Send response
|
| 258 |
+
await websocket.send_json(response)
|
| 259 |
+
|
| 260 |
+
except Exception as e:
|
| 261 |
+
print(f"WebSocket error: {e}")
|
| 262 |
+
finally:
|
| 263 |
+
# Cleanup on disconnect
|
| 264 |
+
if session_id in self.active_connections:
|
| 265 |
+
del self.active_connections[session_id]
|
| 266 |
+
if session_id in self.active_sessions:
|
| 267 |
+
del self.active_sessions[session_id]
|
| 268 |
+
|
| 269 |
+
def get_stats(self) -> dict:
|
| 270 |
+
uptime = current_time - self.start_time
|
| 271 |
+
ops_per_second = self.ops_counter / uptime if uptime > 0 else 0
|
| 272 |
+
|
| 273 |
+
return {
|
| 274 |
+
'uptime': uptime,
|
| 275 |
+
'total_operations': self.ops_counter,
|
| 276 |
+
'ops_per_second': ops_per_second,
|
| 277 |
+
'active_connections': len(self.active_connections),
|
| 278 |
+
'vram_cache_size': len(self.vram_cache),
|
| 279 |
+
'state_cache_size': len(self.state_cache),
|
| 280 |
+
'memory_cache_size': len(self.memory_cache)
|
| 281 |
+
}
|
| 282 |
+
|
| 283 |
+
server = VirtualGPUServer()
|
| 284 |
+
|
| 285 |
+
@app.get("/", response_class=HTMLResponse)
|
| 286 |
+
async def handle_index():
|
| 287 |
+
"""Handle HTTP index request"""
|
| 288 |
+
stats = server.get_stats()
|
| 289 |
+
html = f"""
|
| 290 |
+
<!DOCTYPE html>
|
| 291 |
+
<html>
|
| 292 |
+
<head>
|
| 293 |
+
<title>Virtual GPU Server</title>
|
| 294 |
+
<style>
|
| 295 |
+
body {{ font-family: Arial, sans-serif; margin: 40px; }}
|
| 296 |
+
table {{ border-collapse: collapse; width: 100%; margin-top: 20px; }}
|
| 297 |
+
th, td {{ padding: 12px; text-align: left; border-bottom: 1px solid #ddd; }}
|
| 298 |
+
th {{ background-color: #f2f2f2; }}
|
| 299 |
+
.stats {{ background-color: #f9f9f9; padding: 20px; border-radius: 5px; }}
|
| 300 |
+
</style>
|
| 301 |
+
</head>
|
| 302 |
+
<body>
|
| 303 |
+
<h1>Virtual GPU Server Status</h1>
|
| 304 |
+
<div class="stats">
|
| 305 |
+
<h2>Server Statistics</h2>
|
| 306 |
+
<ul>
|
| 307 |
+
<li>Uptime: {stats['uptime']:.2f} seconds</li>
|
| 308 |
+
<li>Total Operations: {stats['total_operations']}</li>
|
| 309 |
+
<li>Operations per Second: {stats['ops_per_second']:.2f}</li>
|
| 310 |
+
<li>Active Connections: {stats['active_connections']}</li>
|
| 311 |
+
<li>VRAM Cache Size: {stats['vram_cache_size']}</li>
|
| 312 |
+
<li>State Cache Size: {stats['state_cache_size']}</li>
|
| 313 |
+
<li>Memory Cache Size: {stats['memory_cache_size']}</li>
|
| 314 |
+
</ul>
|
| 315 |
+
</div>
|
| 316 |
+
<h2>Server Files</h2>
|
| 317 |
+
<iframe src="/files" style="width: 100%; height: 500px; border: none;"></iframe>
|
| 318 |
+
</body>
|
| 319 |
+
</html>
|
| 320 |
+
"""
|
| 321 |
+
return HTMLResponse(content=html)
|
| 322 |
+
|
| 323 |
+
@app.get("/files", response_class=HTMLResponse)
|
| 324 |
+
async def handle_files():
|
| 325 |
+
"""Handle HTTP files listing request"""
|
| 326 |
+
def format_size(size):
|
| 327 |
+
for unit in ['B', 'KB', 'MB', 'GB']:
|
| 328 |
+
if size < 1024:
|
| 329 |
+
return f"{size:.2f} {unit}"
|
| 330 |
+
size /= 1024
|
| 331 |
+
return f"{size:.2f} TB"
|
| 332 |
+
|
| 333 |
+
html = ['<!DOCTYPE html><html><head>',
|
| 334 |
+
'<style>',
|
| 335 |
+
'body { font-family: Arial, sans-serif; margin: 20px; }',
|
| 336 |
+
'table { border-collapse: collapse; width: 100%; }',
|
| 337 |
+
'th, td { padding: 12px; text-align: left; border-bottom: 1px solid #ddd; }',
|
| 338 |
+
'th { background-color: #f2f2f2; }',
|
| 339 |
+
'</style></head><body>',
|
| 340 |
+
'<h2>Server Files</h2>',
|
| 341 |
+
'<table><tr><th>Path</th><th>Size</th><th>Last Modified</th></tr>']
|
| 342 |
+
|
| 343 |
+
for root, _, files in os.walk(server.base_path):
|
| 344 |
+
for file in files:
|
| 345 |
+
full_path = Path(root) / file
|
| 346 |
+
rel_path = full_path.relative_to(server.base_path)
|
| 347 |
+
size = format_size(os.path.getsize(full_path))
|
| 348 |
+
mtime = datetime.fromtimestamp(os.path.getmtime(full_path))
|
| 349 |
+
html.append(f'<tr><td>{rel_path}</td><td>{size}</td><td>{mtime}</td></tr>')
|
| 350 |
+
|
| 351 |
+
html.extend(['</table></body></html>'])
|
| 352 |
+
return HTMLResponse(content='\n'.join(html))
|
| 353 |
+
|
| 354 |
+
# WebSocket endpoint
|
| 355 |
+
@app.websocket("/ws")
|
| 356 |
+
async def websocket_endpoint(websocket: WebSocket):
|
| 357 |
+
await websocket.accept()
|
| 358 |
+
await server.handle_connection(websocket, "gpu")
|
| 359 |
+
|
| 360 |
+
@app.websocket("/ws/model")
|
| 361 |
+
async def websocket_model_endpoint(websocket: WebSocket):
|
| 362 |
+
await websocket.accept()
|
| 363 |
+
await server.handle_connection(websocket, "model")
|
| 364 |
+
|
| 365 |
+
|
storage/cache/model_info.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"model_version": "v1.2", "accuracy": 0.98}
|
storage/gpu_state/gpu_core/current_state.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"gpu_temp": 65, "fan_speed": 2000}
|
storage/vram_blocks/test_model_123_11.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6b77c2d6a8693eece477e2ac5cd425c1a2e1bc2d8bb1fbb684d3a6804588e01e
|
| 3 |
+
size 8388736
|
storage/vram_blocks/test_model_123_14.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:39c2d4f10e76b70763505974c095aba40a2127a7153ad741390ad8e6f796c7b1
|
| 3 |
+
size 8388736
|
storage_manager.py
ADDED
|
@@ -0,0 +1,222 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from pathlib import Path
|
| 2 |
+
import json
|
| 3 |
+
import shutil
|
| 4 |
+
import os
|
| 5 |
+
from typing import Dict, Any, Optional
|
| 6 |
+
import numpy as np
|
| 7 |
+
from datetime import datetime
|
| 8 |
+
|
| 9 |
+
class StorageManager:
|
| 10 |
+
def __init__(self, base_path: Path):
|
| 11 |
+
self.base_path = base_path
|
| 12 |
+
|
| 13 |
+
# Storage paths
|
| 14 |
+
self.vram_path = base_path / "vram_blocks"
|
| 15 |
+
self.state_path = base_path / "gpu_state"
|
| 16 |
+
self.cache_path = base_path / "cache"
|
| 17 |
+
|
| 18 |
+
# Create directory structure
|
| 19 |
+
self._init_storage()
|
| 20 |
+
|
| 21 |
+
# Component paths
|
| 22 |
+
self.component_paths = {
|
| 23 |
+
'cores': self.state_path / "cores",
|
| 24 |
+
'tensor_cores': self.state_path / "tensor_cores",
|
| 25 |
+
'warps': self.state_path / "warps",
|
| 26 |
+
'threads': self.state_path / "threads",
|
| 27 |
+
'memory': self.state_path / "memory"
|
| 28 |
+
}
|
| 29 |
+
|
| 30 |
+
def _init_storage(self):
|
| 31 |
+
"""Initialize storage directory structure with unlimited capacity support"""
|
| 32 |
+
# Create main directories with unlimited storage capacity
|
| 33 |
+
self.vram_path.mkdir(parents=True, exist_ok=True)
|
| 34 |
+
self.state_path.mkdir(parents=True, exist_ok=True)
|
| 35 |
+
self.cache_path.mkdir(parents=True, exist_ok=True)
|
| 36 |
+
|
| 37 |
+
# Create subdirectories for different types of state
|
| 38 |
+
for component in ['cores', 'tensor_cores', 'warps', 'threads', 'memory']:
|
| 39 |
+
(self.state_path / component).mkdir(exist_ok=True)
|
| 40 |
+
|
| 41 |
+
# Create VRAM block subdirectories with unlimited capacity
|
| 42 |
+
for subdir in ['active', 'archived', 'temp']:
|
| 43 |
+
(self.vram_path / subdir).mkdir(exist_ok=True)
|
| 44 |
+
|
| 45 |
+
# Initialize storage configuration for unlimited capacity
|
| 46 |
+
self.storage_config = {
|
| 47 |
+
"unlimited_storage": True,
|
| 48 |
+
"dynamic_scaling": True,
|
| 49 |
+
"auto_compress": False # Disabled for maximum performance
|
| 50 |
+
}
|
| 51 |
+
|
| 52 |
+
def store_vram_block(self, block_id: str, data: np.ndarray, temp: bool = False) -> Path:
|
| 53 |
+
"""Store a VRAM block with metadata"""
|
| 54 |
+
# Determine storage location
|
| 55 |
+
if temp:
|
| 56 |
+
target_dir = self.vram_path / "temp"
|
| 57 |
+
else:
|
| 58 |
+
target_dir = self.vram_path / "active"
|
| 59 |
+
|
| 60 |
+
file_path = target_dir / f"{block_id}.npz"
|
| 61 |
+
metadata_path = target_dir / f"{block_id}.meta.json"
|
| 62 |
+
|
| 63 |
+
# Save data and metadata
|
| 64 |
+
np.savez_compressed(file_path, data=data)
|
| 65 |
+
metadata = {
|
| 66 |
+
'created': datetime.now().isoformat(),
|
| 67 |
+
'shape': data.shape,
|
| 68 |
+
'dtype': str(data.dtype),
|
| 69 |
+
'size_bytes': data.nbytes
|
| 70 |
+
}
|
| 71 |
+
with open(metadata_path, 'w') as f:
|
| 72 |
+
json.dump(metadata, f)
|
| 73 |
+
|
| 74 |
+
return file_path
|
| 75 |
+
|
| 76 |
+
def load_vram_block(self, block_id: str) -> Optional[np.ndarray]:
|
| 77 |
+
"""Load a VRAM block with fallback to archived"""
|
| 78 |
+
# Check active blocks first
|
| 79 |
+
active_path = self.vram_path / "active" / f"{block_id}.npz"
|
| 80 |
+
if active_path.exists():
|
| 81 |
+
return np.load(active_path)['data']
|
| 82 |
+
|
| 83 |
+
# Check archived blocks
|
| 84 |
+
archived_path = self.vram_path / "archived" / f"{block_id}.npz"
|
| 85 |
+
if archived_path.exists():
|
| 86 |
+
data = np.load(archived_path)['data']
|
| 87 |
+
# Move back to active
|
| 88 |
+
self.store_vram_block(block_id, data)
|
| 89 |
+
return data
|
| 90 |
+
|
| 91 |
+
return None
|
| 92 |
+
|
| 93 |
+
def store_component_state(self, component: str, state_id: str, state: Dict) -> Path:
|
| 94 |
+
"""Store component state with versioning"""
|
| 95 |
+
component_path = self.component_paths[component]
|
| 96 |
+
state_dir = component_path / state_id
|
| 97 |
+
state_dir.mkdir(exist_ok=True)
|
| 98 |
+
|
| 99 |
+
# Create versioned state file
|
| 100 |
+
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
|
| 101 |
+
state_file = state_dir / f"state_{timestamp}.json"
|
| 102 |
+
|
| 103 |
+
with open(state_file, 'w') as f:
|
| 104 |
+
json.dump(state, f)
|
| 105 |
+
|
| 106 |
+
# Update latest symlink
|
| 107 |
+
latest_link = state_dir / "latest.json"
|
| 108 |
+
if latest_link.exists():
|
| 109 |
+
latest_link.unlink()
|
| 110 |
+
latest_link.symlink_to(state_file)
|
| 111 |
+
|
| 112 |
+
return state_file
|
| 113 |
+
|
| 114 |
+
def load_component_state(self, component: str, state_id: str, version: str = "latest") -> Optional[Dict]:
|
| 115 |
+
"""Load component state with version support"""
|
| 116 |
+
component_path = self.component_paths[component]
|
| 117 |
+
state_dir = component_path / state_id
|
| 118 |
+
|
| 119 |
+
if version == "latest":
|
| 120 |
+
state_file = state_dir / "latest.json"
|
| 121 |
+
else:
|
| 122 |
+
state_file = state_dir / f"state_{version}.json"
|
| 123 |
+
|
| 124 |
+
if state_file.exists():
|
| 125 |
+
with open(state_file) as f:
|
| 126 |
+
return json.load(f)
|
| 127 |
+
|
| 128 |
+
return None
|
| 129 |
+
|
| 130 |
+
def archive_vram_block(self, block_id: str):
|
| 131 |
+
"""Move a VRAM block to archive"""
|
| 132 |
+
source_path = self.vram_path / "active" / f"{block_id}.npz"
|
| 133 |
+
target_path = self.vram_path / "archived" / f"{block_id}.npz"
|
| 134 |
+
|
| 135 |
+
if source_path.exists():
|
| 136 |
+
shutil.move(source_path, target_path)
|
| 137 |
+
|
| 138 |
+
# Also move metadata
|
| 139 |
+
source_meta = self.vram_path / "active" / f"{block_id}.meta.json"
|
| 140 |
+
target_meta = self.vram_path / "archived" / f"{block_id}.meta.json"
|
| 141 |
+
if source_meta.exists():
|
| 142 |
+
shutil.move(source_meta, target_meta)
|
| 143 |
+
|
| 144 |
+
def cleanup_temp_blocks(self, max_age_hours: int = 24):
|
| 145 |
+
"""Clean up old temporary VRAM blocks"""
|
| 146 |
+
temp_dir = self.vram_path / "temp"
|
| 147 |
+
current_time = datetime.now()
|
| 148 |
+
|
| 149 |
+
for file_path in temp_dir.glob("*.npz"):
|
| 150 |
+
# Check corresponding metadata
|
| 151 |
+
meta_path = file_path.with_suffix('.meta.json')
|
| 152 |
+
if meta_path.exists():
|
| 153 |
+
with open(meta_path) as f:
|
| 154 |
+
metadata = json.load(f)
|
| 155 |
+
created = datetime.fromisoformat(metadata['created'])
|
| 156 |
+
|
| 157 |
+
# Remove if too old
|
| 158 |
+
if (current_time - created).total_seconds() > max_age_hours * 3600:
|
| 159 |
+
file_path.unlink()
|
| 160 |
+
meta_path.unlink()
|
| 161 |
+
|
| 162 |
+
def get_storage_stats(self) -> Dict[str, Any]:
|
| 163 |
+
"""Get storage statistics"""
|
| 164 |
+
stats = {
|
| 165 |
+
'vram': {
|
| 166 |
+
'active_blocks': len(list(self.vram_path.glob("active/*.npz"))),
|
| 167 |
+
'archived_blocks': len(list(self.vram_path.glob("archived/*.npz"))),
|
| 168 |
+
'temp_blocks': len(list(self.vram_path.glob("temp/*.npz"))),
|
| 169 |
+
'total_size_bytes': self._get_dir_size(self.vram_path)
|
| 170 |
+
},
|
| 171 |
+
'state': {
|
| 172 |
+
'components': {},
|
| 173 |
+
'total_size_bytes': self._get_dir_size(self.state_path)
|
| 174 |
+
},
|
| 175 |
+
'cache': {
|
| 176 |
+
'size_bytes': self._get_dir_size(self.cache_path)
|
| 177 |
+
}
|
| 178 |
+
}
|
| 179 |
+
|
| 180 |
+
# Add component-specific stats
|
| 181 |
+
for component in self.component_paths:
|
| 182 |
+
stats['state']['components'][component] = {
|
| 183 |
+
'states': len(list(self.component_paths[component].glob("**/state_*.json"))),
|
| 184 |
+
'size_bytes': self._get_dir_size(self.component_paths[component])
|
| 185 |
+
}
|
| 186 |
+
|
| 187 |
+
return stats
|
| 188 |
+
|
| 189 |
+
def _get_dir_size(self, path: Path) -> int:
|
| 190 |
+
"""Calculate total size of a directory"""
|
| 191 |
+
return sum(f.stat().st_size for f in path.glob('**/*') if f.is_file())
|
| 192 |
+
|
| 193 |
+
def create_snapshot(self, snapshot_id: str):
|
| 194 |
+
"""Create a snapshot of the entire storage"""
|
| 195 |
+
snapshot_dir = self.base_path / "snapshots" / snapshot_id
|
| 196 |
+
snapshot_dir.mkdir(parents=True)
|
| 197 |
+
|
| 198 |
+
# Copy current state
|
| 199 |
+
shutil.copytree(self.state_path, snapshot_dir / "gpu_state")
|
| 200 |
+
shutil.copytree(self.vram_path / "active", snapshot_dir / "vram_blocks")
|
| 201 |
+
|
| 202 |
+
# Create snapshot metadata
|
| 203 |
+
metadata = {
|
| 204 |
+
'created': datetime.now().isoformat(),
|
| 205 |
+
'stats': self.get_storage_stats()
|
| 206 |
+
}
|
| 207 |
+
with open(snapshot_dir / "snapshot.json", 'w') as f:
|
| 208 |
+
json.dump(metadata, f)
|
| 209 |
+
|
| 210 |
+
def restore_snapshot(self, snapshot_id: str):
|
| 211 |
+
"""Restore from a snapshot"""
|
| 212 |
+
snapshot_dir = self.base_path / "snapshots" / snapshot_id
|
| 213 |
+
if not snapshot_dir.exists():
|
| 214 |
+
raise ValueError(f"Snapshot {snapshot_id} not found")
|
| 215 |
+
|
| 216 |
+
# Clear current state
|
| 217 |
+
shutil.rmtree(self.state_path)
|
| 218 |
+
shutil.rmtree(self.vram_path / "active")
|
| 219 |
+
|
| 220 |
+
# Restore from snapshot
|
| 221 |
+
shutil.copytree(snapshot_dir / "gpu_state", self.state_path)
|
| 222 |
+
shutil.copytree(snapshot_dir / "vram_blocks", self.vram_path / "active")
|
websocket_test.py
ADDED
|
@@ -0,0 +1,80 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import asyncio
|
| 2 |
+
import websockets
|
| 3 |
+
import json
|
| 4 |
+
import numpy as np
|
| 5 |
+
|
| 6 |
+
async def test_websocket():
|
| 7 |
+
uri = "wss://8765-int35aifjdyxr46oxipjg-cf14c883.manusvm.computer"
|
| 8 |
+
async with websockets.connect(uri) as websocket:
|
| 9 |
+
print("Connected to websocket.")
|
| 10 |
+
|
| 11 |
+
# Test VRAM write operation
|
| 12 |
+
vram_data = np.random.rand(10, 10).tolist()
|
| 13 |
+
vram_write_message = {
|
| 14 |
+
"operation": "vram",
|
| 15 |
+
"type": "write",
|
| 16 |
+
"block_id": "test_block_1",
|
| 17 |
+
"data": vram_data
|
| 18 |
+
}
|
| 19 |
+
await websocket.send(json.dumps(vram_write_message))
|
| 20 |
+
response = await websocket.recv()
|
| 21 |
+
print(f"VRAM write response: {response}")
|
| 22 |
+
|
| 23 |
+
# Test VRAM read operation
|
| 24 |
+
vram_read_message = {
|
| 25 |
+
"operation": "vram",
|
| 26 |
+
"type": "read",
|
| 27 |
+
"block_id": "test_block_1"
|
| 28 |
+
}
|
| 29 |
+
await websocket.send(json.dumps(vram_read_message))
|
| 30 |
+
response = await websocket.recv()
|
| 31 |
+
print(f"VRAM read response: {response}")
|
| 32 |
+
|
| 33 |
+
# Test state save operation
|
| 34 |
+
state_data = {"gpu_temp": 65, "fan_speed": 2000}
|
| 35 |
+
state_save_message = {
|
| 36 |
+
"operation": "state",
|
| 37 |
+
"type": "save",
|
| 38 |
+
"component": "gpu_core",
|
| 39 |
+
"state_id": "current_state",
|
| 40 |
+
"data": state_data
|
| 41 |
+
}
|
| 42 |
+
await websocket.send(json.dumps(state_save_message))
|
| 43 |
+
response = await websocket.recv()
|
| 44 |
+
print(f"State save response: {response}")
|
| 45 |
+
|
| 46 |
+
# Test state load operation
|
| 47 |
+
state_load_message = {
|
| 48 |
+
"operation": "state",
|
| 49 |
+
"type": "load",
|
| 50 |
+
"component": "gpu_core",
|
| 51 |
+
"state_id": "current_state"
|
| 52 |
+
}
|
| 53 |
+
await websocket.send(json.dumps(state_load_message))
|
| 54 |
+
response = await websocket.recv()
|
| 55 |
+
print(f"State load response: {response}")
|
| 56 |
+
|
| 57 |
+
# Test cache set operation
|
| 58 |
+
cache_data = {"model_version": "v1.2", "accuracy": 0.98}
|
| 59 |
+
cache_set_message = {
|
| 60 |
+
"operation": "cache",
|
| 61 |
+
"type": "set",
|
| 62 |
+
"key": "model_info",
|
| 63 |
+
"data": cache_data
|
| 64 |
+
}
|
| 65 |
+
await websocket.send(json.dumps(cache_set_message))
|
| 66 |
+
response = await websocket.recv()
|
| 67 |
+
print(f"Cache set response: {response}")
|
| 68 |
+
|
| 69 |
+
# Test cache get operation
|
| 70 |
+
cache_get_message = {
|
| 71 |
+
"operation": "cache",
|
| 72 |
+
"type": "get",
|
| 73 |
+
"key": "model_info"
|
| 74 |
+
}
|
| 75 |
+
await websocket.send(json.dumps(cache_get_message))
|
| 76 |
+
response = await websocket.recv()
|
| 77 |
+
print(f"Cache get response: {response}")
|
| 78 |
+
|
| 79 |
+
asyncio.run(test_websocket())
|
| 80 |
+
|