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bytedance / flux

A fast communication-overlapping library for tensor parallelism on GPUs.
Apache License 2.0
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[BUG] Exception: not supported device NVIDIA H100 80GB HBM3 #14

Closed wenscarl closed 2 months ago

wenscarl commented 2 months ago

Describe the bug Run with the latest update with sm90 support on H100x8 with nvlink, but running into a error.

To Reproduce ./build.sh --arch 90 --package ./scripts/launch.sh test/test_gemm_rs.py 4096 12288 49152 --dtype=float16 --iters=10

torchrun --node_rank=0 --nproc_per_node=8 --nnodes=1 --rdzv_endpoint=127.0.0.1:23456 test/test_gemm_rs.py 4096 12288 49152 --dtype=float16 --iters=10
W0703 12:14:14.054000 140737350281024 torch/distributed/run.py:778]
W0703 12:14:14.054000 140737350281024 torch/distributed/run.py:778] *****************************************
W0703 12:14:14.054000 140737350281024 torch/distributed/run.py:778] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.
W0703 12:14:14.054000 140737350281024 torch/distributed/run.py:778] *****************************************

before flux shm initialization
after flux shm initialization
before flux shm initialization
after flux shm initialization
before flux shm initialization
after flux shm initialization
before flux shm initialization
after flux shm initialization
before flux shm initialization
after flux shm initialization
before flux shm initialization
after flux shm initialization
before flux shm initialization
after flux shm initialization
before flux shm initialization
after flux shm initialization

[rank0]: Traceback (most recent call last):
[rank0]:   File "/workspace/flux/test/test_gemm_rs.py", line 399, in <module>
[rank0]:     f" {flux.estimate_gemm_sol_time_ms(args.M, args.N, local_K, dtype):.3f}ms"
[rank0]:   File "/workspace/flux/python/flux/util.py", line 77, in estimate_gemm_sol_time_ms
[rank0]:     return flops / _get_flops() / 1e9
[rank0]:   File "/workspace/flux/python/flux/util.py", line 74, in _get_flops
[rank0]:     raise Exception(f"not supported device {device_name}")
[rank0]: Exception: not supported device NVIDIA H100 80GB HBM3
[rank0]:[W703 12:14:28.461715708 ProcessGroupNCCL.cpp:1187] Warning: WARNING: process group has NOT been destroyed before we destruct ProcessGroupNCCL. On normal program exit, the application should call destroy_process_group to ensure that any pending NCCL operations have finished in this process. In rare cases this process can exit before this point and block the progress of another member of the process group. This constraint has always been present,  but this warning has only been added since PyTorch 2.4 (function operator())
W0703 12:14:29.594000 140737350281024 torch/distributed/elastic/multiprocessing/api.py:857] Sending process 1109894 closing signal SIGTERM
W0703 12:14:29.595000 140737350281024 torch/distributed/elastic/multiprocessing/api.py:857] Sending process 1109895 closing signal SIGTERM
W0703 12:14:29.595000 140737350281024 torch/distributed/elastic/multiprocessing/api.py:857] Sending process 1109896 closing signal SIGTERM
W0703 12:14:29.596000 140737350281024 torch/distributed/elastic/multiprocessing/api.py:857] Sending process 1109897 closing signal SIGTERM
W0703 12:14:29.596000 140737350281024 torch/distributed/elastic/multiprocessing/api.py:857] Sending process 1109898 closing signal SIGTERM
W0703 12:14:29.597000 140737350281024 torch/distributed/elastic/multiprocessing/api.py:857] Sending process 1109899 closing signal SIGTERM
W0703 12:14:29.597000 140737350281024 torch/distributed/elastic/multiprocessing/api.py:857] Sending process 1109900 closing signal SIGTERM
E0703 12:14:30.425000 140737350281024 torch/distributed/elastic/multiprocessing/api.py:832] failed (exitcode: 1) local_rank: 0 (pid: 1109893) of binary: /usr/bin/python
Traceback (most recent call last):
  File "/usr/local/bin/torchrun", line 33, in <module>
    sys.exit(load_entry_point('torch==2.4.0a0+3bcc3cddb5.nvinternal', 'console_scripts', 'torchrun')())
  File "/usr/local/lib/python3.10/dist-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 347, in wrapper
    return f(*args, **kwargs)
  File "/usr/local/lib/python3.10/dist-packages/torch/distributed/run.py", line 900, in main
    run(args)
  File "/usr/local/lib/python3.10/dist-packages/torch/distributed/run.py", line 891, in run
    elastic_launch(
  File "/usr/local/lib/python3.10/dist-packages/torch/distributed/launcher/api.py", line 132, in __call__
    return launch_agent(self._config, self._entrypoint, list(args))
  File "/usr/local/lib/python3.10/dist-packages/torch/distributed/launcher/api.py", line 263, in launch_agent
    raise ChildFailedError(
torch.distributed.elastic.multiprocessing.errors.ChildFailedError:
============================================================
test/test_gemm_rs.py FAILED
------------------------------------------------------------
Failures:
  <NO_OTHER_FAILURES>
------------------------------------------------------------
Root Cause (first observed failure):
[0]:
  time      : 2024-07-03_12:14:29
  host      : eos0319.eos.clusters.nvidia.com
  rank      : 0 (local_rank: 0)
  exitcode  : 1 (pid: 1109893)
  error_file: <N/A>
  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
============================================================

Environment

Collecting environment information...
PyTorch version: 2.4.0a0+3bcc3cddb5.nvInternal
Is debug build: False
CUDA used to build PyTorch: 12.5
ROCM used to build PyTorch: N/A

OS: Ubuntu 22.04.4 LTS (x86_64)
GCC version: (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0
Clang version: Could not collect
CMake version: version 3.29.6
Libc version: glibc-2.35

Python version: 3.10.12 (main, Nov 20 2023, 15:14:05) [GCC 11.4.0] (64-bit runtime)
Python platform: Linux-5.15.0-88-generic-x86_64-with-glibc2.35
Is CUDA available: True
CUDA runtime version: 12.5.82
CUDA_MODULE_LOADING set to: LAZY
GPU models and configuration:
GPU 0: NVIDIA H100 80GB HBM3
GPU 1: NVIDIA H100 80GB HBM3
GPU 2: NVIDIA H100 80GB HBM3
GPU 3: NVIDIA H100 80GB HBM3
GPU 4: NVIDIA H100 80GB HBM3
GPU 5: NVIDIA H100 80GB HBM3
GPU 6: NVIDIA H100 80GB HBM3
GPU 7: NVIDIA H100 80GB HBM3

Nvidia driver version: 535.129.03
cuDNN version: Probably one of the following:
/usr/lib/x86_64-linux-gnu/libcudnn.so.9.2.1
/usr/lib/x86_64-linux-gnu/libcudnn_adv.so.9.2.1
/usr/lib/x86_64-linux-gnu/libcudnn_cnn.so.9.2.1
/usr/lib/x86_64-linux-gnu/libcudnn_engines_precompiled.so.9.2.1
/usr/lib/x86_64-linux-gnu/libcudnn_engines_runtime_compiled.so.9.2.1
/usr/lib/x86_64-linux-gnu/libcudnn_graph.so.9.2.1
/usr/lib/x86_64-linux-gnu/libcudnn_heuristic.so.9.2.1
/usr/lib/x86_64-linux-gnu/libcudnn_ops.so.9.2.1
HIP runtime version: N/A
MIOpen runtime version: N/A
Is XNNPACK available: True

CPU:
Architecture:                       x86_64
CPU op-mode(s):                     32-bit, 64-bit
Address sizes:                      52 bits physical, 57 bits virtual
Byte Order:                         Little Endian
CPU(s):                             224
On-line CPU(s) list:                0-223
Vendor ID:                          GenuineIntel
Model name:                         Intel(R) Xeon(R) Platinum 8480C
CPU family:                         6
Model:                              143
Thread(s) per core:                 2
Core(s) per socket:                 56
Socket(s):                          2
Stepping:                           8
CPU max MHz:                        3800.0000
CPU min MHz:                        800.0000
BogoMIPS:                           4000.00
Flags:                              fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc art arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid dca sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb cat_l3 cat_l2 cdp_l3 invpcid_single intel_ppin cdp_l2 ssbd mba ibrs ibpb stibp ibrs_enhanced tpr_shadow vnmi flexpriority ept vpid ept_ad fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb intel_pt avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local split_lock_detect avx_vnni avx512_bf16 wbnoinvd dtherm ida arat pln pts hwp hwp_act_window hwp_epp hwp_pkg_req avx512vbmi umip pku ospke waitpkg avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg tme avx512_vpopcntdq la57 rdpid bus_lock_detect cldemote movdiri movdir64b enqcmd fsrm md_clear serialize tsxldtrk pconfig arch_lbr amx_bf16 avx512_fp16 amx_tile amx_int8 flush_l1d arch_capabilities
Virtualization:                     VT-x
L1d cache:                          5.3 MiB (112 instances)
L1i cache:                          3.5 MiB (112 instances)
L2 cache:                           224 MiB (112 instances)
L3 cache:                           210 MiB (2 instances)
NUMA node(s):                       2
NUMA node0 CPU(s):                  0-55,112-167
NUMA node1 CPU(s):                  56-111,168-223
Vulnerability Gather data sampling: Not affected
Vulnerability Itlb multihit:        Not affected
Vulnerability L1tf:                 Not affected
Vulnerability Mds:                  Not affected
Vulnerability Meltdown:             Not affected
Vulnerability Mmio stale data:      Not affected
Vulnerability Retbleed:             Not affected
Vulnerability Spec rstack overflow: Not affected
Vulnerability Spec store bypass:    Vulnerable
Vulnerability Spectre v1:           Vulnerable: __user pointer sanitization and usercopy barriers only; no swapgs barriers
Vulnerability Spectre v2:           Vulnerable, IBPB: disabled, STIBP: disabled, PBRSB-eIBRS: Vulnerable
Vulnerability Srbds:                Not affected
Vulnerability Tsx async abort:      Not affected

Versions of relevant libraries:
[pip3] numpy==1.24.4
[pip3] onnx==1.16.0
[pip3] optree==0.11.0
[pip3] pytorch-triton==3.0.0+989adb9a2
[pip3] torch==2.4.0a0+3bcc3cddb5.nvinternal
[pip3] torch-tensorrt==2.5.0a0
[pip3] torchvision==0.19.0a0
[conda] Could not collectROCM Version: Could not collect
Neuron SDK Version: N/A
vLLM Version: N/A
vLLM Build Flags:
CUDA Archs: 5.2 6.0 6.1 7.0 7.2 7.5 8.0 8.6 8.7 9.0+PTX 9.0+PTX; ROCm: Disabled; Neuron: Disabled
GPU Topology:
GPU0    GPU1    GPU2    GPU3    GPU4    GPU5    GPU6    GPU7    NIC0    NIC1    NIC2    NIC3    NIC4    NIC5    NIC6    NIC7    NIC8    NIC9    NIC10   NIC11CPU Affinity     NUMA Affinity   GPU NUMA ID
GPU0     X      NV18    NV18    NV18    NV18    NV18    NV18    NV18    PXB     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS  SYS      0-55,112-167    0               N/A
GPU1    NV18     X      NV18    NV18    NV18    NV18    NV18    NV18    SYS     SYS     SYS     PXB     SYS     SYS     SYS     SYS     SYS     SYS     SYS  SYS      0-55,112-167    0               N/A
GPU2    NV18    NV18     X      NV18    NV18    NV18    NV18    NV18    SYS     SYS     SYS     SYS     PXB     SYS     SYS     SYS     SYS     SYS     SYS  SYS      0-55,112-167    0               N/A
GPU3    NV18    NV18    NV18     X      NV18    NV18    NV18    NV18    SYS     SYS     SYS     SYS     SYS     PXB     SYS     SYS     SYS     SYS     SYS  SYS      0-55,112-167    0               N/A
GPU4    NV18    NV18    NV18    NV18     X      NV18    NV18    NV18    SYS     SYS     SYS     SYS     SYS     SYS     PXB     SYS     SYS     SYS     SYS  SYS      56-111,168-223  1               N/A
GPU5    NV18    NV18    NV18    NV18    NV18     X      NV18    NV18    SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     PXB     SYS  SYS      56-111,168-223  1               N/A
GPU6    NV18    NV18    NV18    NV18    NV18    NV18     X      NV18    SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     PXB  SYS      56-111,168-223  1               N/A
GPU7    NV18    NV18    NV18    NV18    NV18    NV18    NV18     X      SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS  PXB      56-111,168-223  1               N/A
NIC0    PXB     SYS     SYS     SYS     SYS     SYS     SYS     SYS      X      SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS  SYS
NIC1    SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS      X      PIX     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS  SYS
NIC2    SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     PIX      X      SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS  SYS
NIC3    SYS     PXB     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS      X      SYS     SYS     SYS     SYS     SYS     SYS     SYS  SYS
NIC4    SYS     SYS     PXB     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS      X      SYS     SYS     SYS     SYS     SYS     SYS  SYS
NIC5    SYS     SYS     SYS     PXB     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS      X      SYS     SYS     SYS     SYS     SYS  SYS
NIC6    SYS     SYS     SYS     SYS     PXB     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS      X      SYS     SYS     SYS     SYS  SYS
NIC7    SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS      X      PIX     SYS     SYS  SYS
NIC8    SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     PIX      X      SYS     SYS  SYS
NIC9    SYS     SYS     SYS     SYS     SYS     PXB     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS      X      SYS  SYS
NIC10   SYS     SYS     SYS     SYS     SYS     SYS     PXB     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS      X   SYS
NIC11   SYS     SYS     SYS     SYS     SYS     SYS     SYS     PXB     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS     SYS   X

Legend:

  X    = Self
  SYS  = Connection traversing PCIe as well as the SMP interconnect between NUMA nodes (e.g., QPI/UPI)
  NODE = Connection traversing PCIe as well as the interconnect between PCIe Host Bridges within a NUMA node
  PHB  = Connection traversing PCIe as well as a PCIe Host Bridge (typically the CPU)
  PXB  = Connection traversing multiple PCIe bridges (without traversing the PCIe Host Bridge)
  PIX  = Connection traversing at most a single PCIe bridge
  NV#  = Connection traversing a bonded set of # NVLinks

NIC Legend:

  NIC0: mlx5_0
  NIC1: mlx5_1
  NIC2: mlx5_2
  NIC3: mlx5_3
  NIC4: mlx5_4
  NIC5: mlx5_5
  NIC6: mlx5_6
  NIC7: mlx5_7
  NIC8: mlx5_8
  NIC9: mlx5_9
  NIC10: mlx5_10
  NIC11: mlx5_11
zheng-ningxin commented 2 months ago

Hi @wenscarl , thanks a lot for your feedback. This is because our FLOPS lookup table does not match your device information, ‘NVIDIA H100 80GB HBM3’. I believe this MR should fix the problem. https://github.com/bytedance/flux/pull/15

wenscarl commented 2 months ago

Verified to close. Thanks.