main.py 7.0 KB

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  1. import argparse
  2. import asyncio
  3. import signal
  4. import json
  5. import time
  6. import traceback
  7. from exo.orchestration.standard_node import StandardNode
  8. from exo.networking.grpc.grpc_server import GRPCServer
  9. from exo.networking.grpc.grpc_discovery import GRPCDiscovery
  10. from exo.topology.ring_memory_weighted_partitioning_strategy import RingMemoryWeightedPartitioningStrategy
  11. from exo.api import ChatGPTAPI
  12. from exo.download.shard_download import ShardDownloader, RepoProgressEvent
  13. from exo.download.hf.hf_shard_download import HFShardDownloader
  14. from exo.helpers import print_yellow_exo, find_available_port, DEBUG, get_inference_engine, get_system_info, get_or_create_node_id, get_all_ip_addresses, terminal_link
  15. from exo.inference.shard import Shard
  16. # parse args
  17. parser = argparse.ArgumentParser(description="Initialize GRPC Discovery")
  18. parser.add_argument("--node-id", type=str, default=None, help="Node ID")
  19. parser.add_argument("--node-host", type=str, default="0.0.0.0", help="Node host")
  20. parser.add_argument("--node-port", type=int, default=None, help="Node port")
  21. parser.add_argument("--listen-port", type=int, default=5678, help="Listening port for discovery")
  22. parser.add_argument("--download-quick-check", action="store_true", help="Quick check local path for model shards download")
  23. parser.add_argument("--max-parallel-downloads", type=int, default=4, help="Max parallel downloads for model shards download")
  24. parser.add_argument("--prometheus-client-port", type=int, default=None, help="Prometheus client port")
  25. parser.add_argument("--broadcast-port", type=int, default=5678, help="Broadcast port for discovery")
  26. parser.add_argument("--discovery-timeout", type=int, default=30, help="Discovery timeout in seconds")
  27. parser.add_argument("--wait-for-peers", type=int, default=0, help="Number of peers to wait to connect to before starting")
  28. parser.add_argument("--chatgpt-api-port", type=int, default=8000, help="ChatGPT API port")
  29. parser.add_argument("--chatgpt-api-response-timeout-secs", type=int, default=90, help="ChatGPT API response timeout in seconds")
  30. parser.add_argument("--max-generate-tokens", type=int, default=1024, help="Max tokens to generate in each request")
  31. parser.add_argument("--inference-engine", type=str, default=None, help="Inference engine to use")
  32. parser.add_argument("--disable-tui", action=argparse.BooleanOptionalAction, help="Disable TUI")
  33. args = parser.parse_args()
  34. print_yellow_exo()
  35. system_info = get_system_info()
  36. print(f"Detected system: {system_info}")
  37. shard_downloader: ShardDownloader = HFShardDownloader(quick_check=args.download_quick_check, max_parallel_downloads=args.max_parallel_downloads)
  38. inference_engine_name = args.inference_engine or ("mlx" if system_info == "Apple Silicon Mac" else "tinygrad")
  39. inference_engine = get_inference_engine(inference_engine_name, shard_downloader)
  40. print(f"Using inference engine: {inference_engine.__class__.__name__} with shard downloader: {shard_downloader.__class__.__name__}")
  41. if args.node_port is None:
  42. args.node_port = find_available_port(args.node_host)
  43. if DEBUG >= 1: print(f"Using available port: {args.node_port}")
  44. args.node_id = args.node_id or get_or_create_node_id()
  45. discovery = GRPCDiscovery(args.node_id, args.node_port, args.listen_port, args.broadcast_port, discovery_timeout=args.discovery_timeout)
  46. chatgpt_api_endpoints=[f"http://{ip}:{args.chatgpt_api_port}/v1/chat/completions" for ip in get_all_ip_addresses()]
  47. web_chat_urls=[f"http://{ip}:{args.chatgpt_api_port}" for ip in get_all_ip_addresses()]
  48. if DEBUG >= 0:
  49. print(f"Chat interface started:\n{'\n'.join([' - ' + terminal_link(web_chat_url) for web_chat_url in web_chat_urls])}")
  50. print(f"ChatGPT API endpoint served at:\n{'\n'.join([' - ' + terminal_link(chatgpt_api_endpoint) for chatgpt_api_endpoint in chatgpt_api_endpoints])}")
  51. node = StandardNode(
  52. args.node_id,
  53. None,
  54. inference_engine,
  55. discovery,
  56. chatgpt_api_endpoints=chatgpt_api_endpoints,
  57. web_chat_urls=web_chat_urls,
  58. partitioning_strategy=RingMemoryWeightedPartitioningStrategy(),
  59. disable_tui=args.disable_tui,
  60. max_generate_tokens=args.max_generate_tokens,
  61. )
  62. server = GRPCServer(node, args.node_host, args.node_port)
  63. node.server = server
  64. api = ChatGPTAPI(node, inference_engine.__class__.__name__, response_timeout_secs=args.chatgpt_api_response_timeout_secs)
  65. node.on_token.register("main_log").on_next(lambda _, tokens, __: print(inference_engine.tokenizer.decode(tokens) if hasattr(inference_engine, "tokenizer") else tokens))
  66. def preemptively_start_download(request_id: str, opaque_status: str):
  67. try:
  68. status = json.loads(opaque_status)
  69. if status.get("type") == "node_status" and status.get("status") == "start_process_prompt":
  70. current_shard = node.get_current_shard(Shard.from_dict(status.get("shard")))
  71. if DEBUG >= 2: print(f"Preemptively starting download for {current_shard}")
  72. asyncio.create_task(shard_downloader.ensure_shard(current_shard))
  73. except Exception as e:
  74. if DEBUG >= 2:
  75. print(f"Failed to preemptively start download: {e}")
  76. traceback.print_exc()
  77. node.on_opaque_status.register("start_download").on_next(preemptively_start_download)
  78. if args.prometheus_client_port:
  79. from exo.stats.metrics import start_metrics_server
  80. start_metrics_server(node, args.prometheus_client_port)
  81. last_broadcast_time = 0
  82. def throttled_broadcast(shard: Shard, event: RepoProgressEvent):
  83. global last_broadcast_time
  84. current_time = time.time()
  85. if event.status == "complete" or current_time - last_broadcast_time >= 0.1:
  86. last_broadcast_time = current_time
  87. asyncio.create_task(node.broadcast_opaque_status("", json.dumps({"type": "download_progress", "node_id": node.id, "progress": event.to_dict()})))
  88. shard_downloader.on_progress.register("broadcast").on_next(throttled_broadcast)
  89. async def shutdown(signal, loop):
  90. """Gracefully shutdown the server and close the asyncio loop."""
  91. print(f"Received exit signal {signal.name}...")
  92. print("Thank you for using exo.")
  93. print_yellow_exo()
  94. server_tasks = [t for t in asyncio.all_tasks() if t is not asyncio.current_task()]
  95. [task.cancel() for task in server_tasks]
  96. print(f"Cancelling {len(server_tasks)} outstanding tasks")
  97. await asyncio.gather(*server_tasks, return_exceptions=True)
  98. await server.stop()
  99. loop.stop()
  100. async def main():
  101. loop = asyncio.get_running_loop()
  102. # Use a more direct approach to handle signals
  103. def handle_exit():
  104. asyncio.ensure_future(shutdown(signal.SIGTERM, loop))
  105. for s in [signal.SIGINT, signal.SIGTERM]:
  106. loop.add_signal_handler(s, handle_exit)
  107. await node.start(wait_for_peers=args.wait_for_peers)
  108. asyncio.create_task(api.run(port=args.chatgpt_api_port)) # Start the API server as a non-blocking task
  109. await asyncio.Event().wait()
  110. if __name__ == "__main__":
  111. loop = asyncio.new_event_loop()
  112. asyncio.set_event_loop(loop)
  113. try:
  114. loop.run_until_complete(main())
  115. except KeyboardInterrupt:
  116. print("Received keyboard interrupt. Shutting down...")
  117. finally:
  118. loop.run_until_complete(shutdown(signal.SIGTERM, loop))
  119. loop.close()