Open tamanna-mostafa opened 7 months ago
I'm running below SFT command on an linux EC2 virtual env:
deepspeed trainer_sft.py --configs llama2-7b-sft-RLAIF --wandb-entity tammosta --show_dataset_stats --deepspeed
However, I'm getting the following error:
nvs/ml_v4/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++17 -O3 -std=c++17 -g -Wno-reorder -L/usr/local/cuda/lib64 -lcudart -lcublas -g -march=native -fopenmp -D__AVX512__ -D__ENABLE_CUDA__ -DBF16_AVAILABLE -c /opt/conda/envs/ml_v4/lib/python3.10/site-packages/deepspeed/ops/csrc/adam/cpu_adam_impl.cpp -o cpu_adam_impl.o [4/4] c++ cpu_adam.o cpu_adam_impl.o custom_cuda_kernel.cuda.o -shared -lcurand -L/opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib -lc10 -lc10_cuda -ltorch_cpu -ltorch_cuda -ltorch -ltorch_python -L/usr/local/cuda/lib64 -lcudart -o cpu_adam.so Loading extension module cpu_adam... Time to load cpu_adam op: 32.65589904785156 seconds Loading extension module cpu_adam... Time to load cpu_adam op: 32.57991623878479 seconds Loading extension module cpu_adam...Loading extension module cpu_adam... Time to load cpu_adam op: 32.65556788444519 secondsTime to load cpu_adam op: 32.653648376464844 seconds Loading extension module cpu_adam... Time to load cpu_adam op: 32.60007572174072 seconds Loading extension module cpu_adam... Time to load cpu_adam op: 32.65678668022156 seconds Loading extension module cpu_adam... Time to load cpu_adam op: 32.62584376335144 seconds [rank7]:[E ProcessGroupNCCL.cpp:523] [Rank 7] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800599 milliseconds before timing out. [rank7]:[E ProcessGroupNCCL.cpp:537] Some NCCL operations have failed or timed out. Due to the asynchronous nature of CUDA kernels, subsequent GPU operations might run on corrupted/incomplete data. [rank7]:[E ProcessGroupNCCL.cpp:543] To avoid data inconsistency, we are taking the entire process down. [rank7]:[E ProcessGroupNCCL.cpp:1182] [Rank 7] NCCL watchdog thread terminated with exception: [Rank 7] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800599 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f25395dcd87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7f253a7846e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7f253a787c3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7f253a788839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7f258dcb8793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7f28bdbdb609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7f28bd99a353 in /lib/x86_64-linux-gnu/libc.so.6) terminate called after throwing an instance of 'c10::DistBackendError' what(): [Rank 7] NCCL watchdog thread terminated with exception: [Rank 7] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800599 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f25395dcd87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7f253a7846e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7f253a787c3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7f253a788839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7f258dcb8793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7f28bdbdb609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7f28bd99a353 in /lib/x86_64-linux-gnu/libc.so.6) Exception raised from ncclCommWatchdog at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:1186 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f25395dcd87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: <unknown function> + 0xdf6b11 (0x7f253a4deb11 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: <unknown function> + 0xe6793 (0x7f258dcb8793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #3: <unknown function> + 0x8609 (0x7f28bdbdb609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #4: clone + 0x43 (0x7f28bd99a353 in /lib/x86_64-linux-gnu/libc.so.6) [rank1]:[E ProcessGroupNCCL.cpp:523] [Rank 1] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800695 milliseconds before timing out. [rank1]:[E ProcessGroupNCCL.cpp:537] Some NCCL operations have failed or timed out. Due to the asynchronous nature of CUDA kernels, subsequent GPU operations might run on corrupted/incomplete data. [rank1]:[E ProcessGroupNCCL.cpp:543] To avoid data inconsistency, we are taking the entire process down. [rank1]:[E ProcessGroupNCCL.cpp:1182] [Rank 1] NCCL watchdog thread terminated with exception: [Rank 1] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800695 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f42a68f3d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7f42a7a9b6e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7f42a7a9ec3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7f42a7a9f839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7f42fafce793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7f462aef1609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7f462acb0353 in /lib/x86_64-linux-gnu/libc.so.6) terminate called after throwing an instance of 'c10::DistBackendError' what(): [Rank 1] NCCL watchdog thread terminated with exception: [Rank 1] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800695 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f42a68f3d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7f42a7a9b6e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7f42a7a9ec3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7f42a7a9f839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7f42fafce793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7f462aef1609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7f462acb0353 in /lib/x86_64-linux-gnu/libc.so.6) Exception raised from ncclCommWatchdog at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:1186 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f42a68f3d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: <unknown function> + 0xdf6b11 (0x7f42a77f5b11 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: <unknown function> + 0xe6793 (0x7f42fafce793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #3: <unknown function> + 0x8609 (0x7f462aef1609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #4: clone + 0x43 (0x7f462acb0353 in /lib/x86_64-linux-gnu/libc.so.6) [rank3]:[E ProcessGroupNCCL.cpp:523] [Rank 3] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800778 milliseconds before timing out. [rank3]:[E ProcessGroupNCCL.cpp:537] Some NCCL operations have failed or timed out. Due to the asynchronous nature of CUDA kernels, subsequent GPU operations might run on corrupted/incomplete data. [rank3]:[E ProcessGroupNCCL.cpp:543] To avoid data inconsistency, we are taking the entire process down. [rank3]:[E ProcessGroupNCCL.cpp:1182] [Rank 3] NCCL watchdog thread terminated with exception: [Rank 3] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800778 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7efd2a176d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7efd2b31e6e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7efd2b321c3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7efd2b322839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7efd7e853793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7f00ae776609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7f00ae535353 in /lib/x86_64-linux-gnu/libc.so.6) terminate called after throwing an instance of 'c10::DistBackendError' what(): [Rank 3] NCCL watchdog thread terminated with exception: [Rank 3] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800778 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7efd2a176d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7efd2b31e6e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7efd2b321c3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7efd2b322839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7efd7e853793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7f00ae776609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7f00ae535353 in /lib/x86_64-linux-gnu/libc.so.6) Exception raised from ncclCommWatchdog at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:1186 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7efd2a176d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: <unknown function> + 0xdf6b11 (0x7efd2b078b11 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: <unknown function> + 0xe6793 (0x7efd7e853793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #3: <unknown function> + 0x8609 (0x7f00ae776609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #4: clone + 0x43 (0x7f00ae535353 in /lib/x86_64-linux-gnu/libc.so.6) [rank4]:[E ProcessGroupNCCL.cpp:523] [Rank 4] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800792 milliseconds before timing out. [rank4]:[E ProcessGroupNCCL.cpp:537] Some NCCL operations have failed or timed out. Due to the asynchronous nature of CUDA kernels, subsequent GPU operations might run on corrupted/incomplete data. [rank4]:[E ProcessGroupNCCL.cpp:543] To avoid data inconsistency, we are taking the entire process down. [rank4]:[E ProcessGroupNCCL.cpp:1182] [Rank 4] NCCL watchdog thread terminated with exception: [Rank 4] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800792 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7fd06b3a0d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7fd06c5486e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7fd06c54bc3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7fd06c54c839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7fd0bfa7c793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7fd3ef99f609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7fd3ef75e353 in /lib/x86_64-linux-gnu/libc.so.6) terminate called after throwing an instance of 'c10::DistBackendError' what(): [Rank 4] NCCL watchdog thread terminated with exception: [Rank 4] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800792 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7fd06b3a0d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7fd06c5486e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7fd06c54bc3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7fd06c54c839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7fd0bfa7c793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7fd3ef99f609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7fd3ef75e353 in /lib/x86_64-linux-gnu/libc.so.6) Exception raised from ncclCommWatchdog at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:1186 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7fd06b3a0d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: <unknown function> + 0xdf6b11 (0x7fd06c2a2b11 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: <unknown function> + 0xe6793 (0x7fd0bfa7c793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #3: <unknown function> + 0x8609 (0x7fd3ef99f609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #4: clone + 0x43 (0x7fd3ef75e353 in /lib/x86_64-linux-gnu/libc.so.6) [rank5]:[E ProcessGroupNCCL.cpp:523] [Rank 5] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800875 milliseconds before timing out. [rank5]:[E ProcessGroupNCCL.cpp:537] Some NCCL operations have failed or timed out. Due to the asynchronous nature of CUDA kernels, subsequent GPU operations might run on corrupted/incomplete data. [rank5]:[E ProcessGroupNCCL.cpp:543] To avoid data inconsistency, we are taking the entire process down. [rank5]:[E ProcessGroupNCCL.cpp:1182] [Rank 5] NCCL watchdog thread terminated with exception: [Rank 5] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800875 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7fee13cb6d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7fee14e5e6e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7fee14e61c3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7fee14e62839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7fee68391793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7ff1982b4609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7ff198073353 in /lib/x86_64-linux-gnu/libc.so.6) terminate called after throwing an instance of 'c10::DistBackendError' what(): [Rank 5] NCCL watchdog thread terminated with exception: [Rank 5] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800875 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7fee13cb6d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7fee14e5e6e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7fee14e61c3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7fee14e62839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7fee68391793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7ff1982b4609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7ff198073353 in /lib/x86_64-linux-gnu/libc.so.6) Exception raised from ncclCommWatchdog at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:1186 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7fee13cb6d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: <unknown function> + 0xdf6b11 (0x7fee14bb8b11 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: <unknown function> + 0xe6793 (0x7fee68391793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #3: <unknown function> + 0x8609 (0x7ff1982b4609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #4: clone + 0x43 (0x7ff198073353 in /lib/x86_64-linux-gnu/libc.so.6) [rank6]:[E ProcessGroupNCCL.cpp:523] [Rank 6] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800902 milliseconds before timing out. [rank6]:[E ProcessGroupNCCL.cpp:537] Some NCCL operations have failed or timed out. Due to the asynchronous nature of CUDA kernels, subsequent GPU operations might run on corrupted/incomplete data. [rank6]:[E ProcessGroupNCCL.cpp:543] To avoid data inconsistency, we are taking the entire process down. [rank6]:[E ProcessGroupNCCL.cpp:1182] [Rank 6] NCCL watchdog thread terminated with exception: [Rank 6] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800902 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f3202f33d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7f32040db6e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7f32040dec3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7f32040df839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7f3257610793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7f3587533609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7f35872f2353 in /lib/x86_64-linux-gnu/libc.so.6) terminate called after throwing an instance of 'c10::DistBackendError' what(): [Rank 6] NCCL watchdog thread terminated with exception: [Rank 6] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800902 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f3202f33d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7f32040db6e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7f32040dec3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7f32040df839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7f3257610793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7f3587533609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7f35872f2353 in /lib/x86_64-linux-gnu/libc.so.6) Exception raised from ncclCommWatchdog at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:1186 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f3202f33d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: <unknown function> + 0xdf6b11 (0x7f3203e35b11 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: <unknown function> + 0xe6793 (0x7f3257610793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #3: <unknown function> + 0x8609 (0x7f3587533609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #4: clone + 0x43 (0x7f35872f2353 in /lib/x86_64-linux-gnu/libc.so.6) [rank2]:[E ProcessGroupNCCL.cpp:523] [Rank 2] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800918 milliseconds before timing out. [rank2]:[E ProcessGroupNCCL.cpp:537] Some NCCL operations have failed or timed out. Due to the asynchronous nature of CUDA kernels, subsequent GPU operations might run on corrupted/incomplete data. [rank2]:[E ProcessGroupNCCL.cpp:543] To avoid data inconsistency, we are taking the entire process down. [rank2]:[E ProcessGroupNCCL.cpp:1182] [Rank 2] NCCL watchdog thread terminated with exception: [Rank 2] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800918 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f8600788d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7f86019306e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7f8601933c3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7f8601934839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7f8654ee9793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7f8984e0c609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7f8984bcb353 in /lib/x86_64-linux-gnu/libc.so.6) terminate called after throwing an instance of 'c10::DistBackendError' what(): [Rank 2] NCCL watchdog thread terminated with exception: [Rank 2] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=880, OpType=BROADCAST, NumelIn=131137536, NumelOut=131137536, Timeout(ms)=1800000) ran for 1800918 milliseconds before timing out. Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:525 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f8600788d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1e6 (0x7f86019306e6 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: c10d::ProcessGroupNCCL::workCleanupLoop() + 0x19d (0x7f8601933c3d in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x119 (0x7f8601934839 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #4: <unknown function> + 0xe6793 (0x7f8654ee9793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #5: <unknown function> + 0x8609 (0x7f8984e0c609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #6: clone + 0x43 (0x7f8984bcb353 in /lib/x86_64-linux-gnu/libc.so.6) Exception raised from ncclCommWatchdog at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:1186 (most recent call first): frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f8600788d87 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libc10.so) frame #1: <unknown function> + 0xdf6b11 (0x7f860168ab11 in /opt/conda/envs/ml_v4/lib/python3.10/site-packages/torch/lib/libtorch_cuda.so) frame #2: <unknown function> + 0xe6793 (0x7f8654ee9793 in /lib/x86_64-linux-gnu/libstdc++.so.6) frame #3: <unknown function> + 0x8609 (0x7f8984e0c609 in /lib/x86_64-linux-gnu/libpthread.so.0) frame #4: clone + 0x43 (0x7f8984bcb353 in /lib/x86_64-linux-gnu/libc.so.6) [2024-01-30 21:38:11,090] [INFO] [launch.py:315:sigkill_handler] Killing subprocess 3631563 [2024-01-30 21:38:13,081] [INFO] [launch.py:315:sigkill_handler] Killing subprocess 3631564 [2024-01-30 21:38:13,081] [INFO] [launch.py:315:sigkill_handler] Killing subprocess 3631565 [2024-01-30 21:38:13,099] [INFO] [launch.py:315:sigkill_handler] Killing subprocess 3631566 [2024-01-30 21:38:13,115] [INFO] [launch.py:315:sigkill_handler] Killing subprocess 3631567 [2024-01-30 21:38:13,130] [INFO] [launch.py:315:sigkill_handler] Killing subprocess 3631568 [2024-01-30 21:38:13,144] [INFO] [launch.py:315:sigkill_handler] Killing subprocess 3631569 [2024-01-30 21:38:13,159] [INFO] [launch.py:315:sigkill_handler] Killing subprocess 3631570 [2024-01-30 21:38:43,204] [ERROR] [launch.py:321:sigkill_handler] ['/opt/conda/envs/ml_v4/bin/python3.10', '-u', 'trainer_sft.py', '--local_rank=7', '--configs', 'llama2-7b-sft-RLAIF', '--wandb-entity', 'tammosta', '--show_dataset_stats', '--deepspeed'] exits with return code = -6
When I run nvidia-smi in real time, I get this:
nvidia-smi
(ml_v3) ubuntu@ip-172-31-43-52:/mnt/efs/data/tammosta/Open-Assistant/model/model_training$ nvidia-smi Tue Jan 30 21:14:05 2024 +---------------------------------------------------------------------------------------+ | NVIDIA-SMI 535.104.12 Driver Version: 535.104.12 CUDA Version: 12.2 | |-----------------------------------------+----------------------+----------------------+ | GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |=========================================+======================+======================| | 0 NVIDIA A100-SXM4-40GB On | 00000000:10:1C.0 Off | 0 | | N/A 29C P0 72W / 400W | 2589MiB / 40960MiB | 0% Default | | | | Disabled | +-----------------------------------------+----------------------+----------------------+ | 1 NVIDIA A100-SXM4-40GB On | 00000000:10:1D.0 Off | 0 | | N/A 28C P0 78W / 400W | 2245MiB / 40960MiB | 100% Default | | | | Disabled | +-----------------------------------------+----------------------+----------------------+ | 2 NVIDIA A100-SXM4-40GB On | 00000000:20:1C.0 Off | 0 | | N/A 31C P0 77W / 400W | 2245MiB / 40960MiB | 100% Default | | | | Disabled | +-----------------------------------------+----------------------+----------------------+ | 3 NVIDIA A100-SXM4-40GB On | 00000000:20:1D.0 Off | 0 | | N/A 28C P0 75W / 400W | 2245MiB / 40960MiB | 100% Default | | | | Disabled | +-----------------------------------------+----------------------+----------------------+ | 4 NVIDIA A100-SXM4-40GB On | 00000000:90:1C.0 Off | 0 | | N/A 30C P0 83W / 400W | 2245MiB / 40960MiB | 100% Default | | | | Disabled | +-----------------------------------------+----------------------+----------------------+ | 5 NVIDIA A100-SXM4-40GB On | 00000000:90:1D.0 Off | 0 | | N/A 28C P0 75W / 400W | 2245MiB / 40960MiB | 100% Default | | | | Disabled | +-----------------------------------------+----------------------+----------------------+ | 6 NVIDIA A100-SXM4-40GB On | 00000000:A0:1C.0 Off | 0 | | N/A 31C P0 79W / 400W | 2245MiB / 40960MiB | 100% Default | | | | Disabled | +-----------------------------------------+----------------------+----------------------+ | 7 NVIDIA A100-SXM4-40GB On | 00000000:A0:1D.0 Off | 0 | | N/A 30C P0 81W / 400W | 2101MiB / 40960MiB | 100% Default | | | | Disabled | +-----------------------------------------+----------------------+----------------------+ +---------------------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=======================================================================================| | 0 N/A N/A 3631563 C /opt/conda/envs/ml_v4/bin/python3.10 2572MiB | | 1 N/A N/A 3631564 C /opt/conda/envs/ml_v4/bin/python3.10 2226MiB | | 2 N/A N/A 3631565 C /opt/conda/envs/ml_v4/bin/python3.10 2226MiB | | 3 N/A N/A 3631566 C /opt/conda/envs/ml_v4/bin/python3.10 2226MiB | | 4 N/A N/A 3631567 C /opt/conda/envs/ml_v4/bin/python3.10 2226MiB | | 5 N/A N/A 3631568 C /opt/conda/envs/ml_v4/bin/python3.10 2226MiB | | 6 N/A N/A 3631569 C /opt/conda/envs/ml_v4/bin/python3.10 2226MiB | | 7 N/A N/A 3631570 C /opt/conda/envs/ml_v4/bin/python3.10 2082MiB | +---------------------------------------------------------------------------------------+
It looks GPU 0 is inactive. Could anyone please help me solve this? Thanks
I'm running below SFT command on an linux EC2 virtual env:
deepspeed trainer_sft.py --configs llama2-7b-sft-RLAIF --wandb-entity tammosta --show_dataset_stats --deepspeedHowever, I'm getting the following error:
When I run
nvidia-smiin real time, I get this:It looks GPU 0 is inactive. Could anyone please help me solve this? Thanks