Fix PyTorch DDP initialization for K8s with IB
- Fix MASTER_ADDR with full namespace suffix - Use ethernet instead of IB (IB was causing hanging) - Add better error handling and diagnostic logging - Add NCCL environment variable logging Co-Authored-By: Claude <noreply@anthropic.com>
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@@ -85,17 +85,14 @@ def run_training_node_func(rank, world_size):
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os.environ['WORLD_SIZE'] = str(world_size)
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os.environ['RANK'] = str(rank)
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# NCCL Configuration for InfiniBand
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# NCCL Configuration - Start with basic ethernet config (IB is causing issues)
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os.environ['NCCL_DEBUG'] = 'INFO'
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os.environ['NCCL_TIMEOUT'] = str(NCCL_TIMEOUT)
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os.environ['NCCL_BLOCKING_WAIT'] = '1'
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os.environ['NCCL_IB_DISABLE'] = '0' # Enable IB
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# Auto-detect IB interface - don't hardcode since names vary by node
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os.environ['NCCL_SOCKET_IFNAME'] = '^ibp[0-9]+s[0-9]+$' # Regex pattern for IB interfaces
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os.environ['NCCL_IB_HCA'] = '^mlx5_[0-9]+$' # Regex pattern for HCA devices
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os.environ['NCCL_IB_DISABLE'] = '1' # Disable IB for now - use ethernet
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os.environ['NCCL_SOCKET_IFNAME'] = 'eth0' # Use regular ethernet
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os.environ['NCCL_P2P_DISABLE'] = '0' # Enable P2P
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os.environ['NCCL_IGNORE_CPU_AFFINITY'] = '1' # Better compatibility
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os.environ['NCCL_NET_GDR_LEVEL'] = '5' # Enable GPUDirect for IB
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print(f"[{rank}] Environment configured:")
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print(f" MASTER_ADDR: {MASTER_ADDR}")
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@@ -130,7 +127,15 @@ def run_training_node_func(rank, world_size):
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# STEP 4: Initialize process group
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print(f"[{rank}] Initializing process group (backend=nccl)...")
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print(f"[{rank}] This may take 30-60 seconds if using IB...")
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print(f"[{rank}] This may take 30-60 seconds...")
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print(f"[{rank}] NCCL_DEBUG={os.environ.get('NCCL_DEBUG', 'not set')}")
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print(f"[{rank}] NCCL_IB_DISABLE={os.environ.get('NCCL_IB_DISABLE', 'not set')}")
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print(f"[{rank}] NCCL_SOCKET_IFNAME={os.environ.get('NCCL_SOCKET_IFNAME', 'not set')}")
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# Flush output to ensure logs are visible
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import sys
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sys.stdout.flush()
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try:
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dist.init_process_group(
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backend="nccl",
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@@ -144,7 +149,10 @@ def run_training_node_func(rank, world_size):
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print(f" My rank: {dist.get_rank()}")
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except Exception as e:
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print(f"[{rank}] ✗ Failed to initialize process group!")
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print(f" Error type: {type(e).__name__}")
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print(f" Error: {str(e)}")
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import traceback
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traceback.print_exc()
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raise
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# STEP 5: Setup GPU
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