shigangli / chimera Goto Github PK
View Code? Open in Web Editor NEWChimera: Efficiently Training Large-Scale Neural Networks with Bidirectional Pipelines.
License: GNU General Public License v3.0
chimera's People
Contributors
Stargazers
Watchers
chimera's Issues
schedule remains unchanged when stage_num is 2
When stage_num is equal to 2, the schedule will not change as micro_num increases.
NCCL stuck
I tried to change the slurm script (i.e., prof_steps.sh) to torchrun and ran it directly, but encountered a stuck issue with NCCL as collective_backend. The torchran script is as follows:
#!/bin/bash -l
export CUDA_DEVICE_MAX_CONNECTIONS=1
export CUDA_VISIBLE_DEVICES=0,1,2,3
export NCCL_DEBUG=INFO
export NCCL_P2P_DISABLE=1
export NCCL_IB_DISABLE=1
GPUS_PER_NODE=4
MASTER_ADDR=localhost
MASTER_PORT=1234
NNODES=1
NODE_RANK=0
WORLD_SIZE=$(($GPUS_PER_NODE*$NNODES))
#model=bert-base
model=bert-large
#pipeline='gpipe'
#pipeline='1f1b'
pipeline='chimera'
#pipeline='interleave'
GLOO='gloo'
NCCL='nccl'
stages=4
ngpus=4
microbs=16
acc=1
DISTRIBUTED_ARGS="
--nproc_per_node $GPUS_PER_NODE \
--nnodes $NNODES \
--node_rank $NODE_RANK \
--master_addr $MASTER_ADDR \
--master_port $MASTER_PORT \
"
BERT_ARGS="
--num_stages $stages \
--corpus_path /data/wikipedia.segmented.nltk.txt \
--vocab_path ./bert_data/bert-large-uncased-vocab.txt \
--corpus_lines 1000000 \
--do_lower_case \
--bert_config_path ./configs/bert_config_${model}-uncased.json \
--max_seq_length 128 \
--micro_batch_size $microbs \
--num_optimization_steps 10000 \
--gradient_accumulation_steps $acc \
--pipeline_method $pipeline \
--p2p_backend $GLOO \
--collective_backend $NCCL \
--profile \
--chunks 2 \
--num_pipelines 2\
"
torchrun $DISTRIBUTED_ARGS main_bert.py \
$BERT_ARGS \When I choose ‘gpipe’ or '1f1b' as the pipeline method, it can work normally. However, selecting 'interleave' will result in a loss of 0, while 'chimera' leads the program to get stuck and then raises an error of timeout.
root@gpt-dev-ppt:~/Chimera# bash ./scripts/prof_steps_torchrun.sh
W0227 12:31:58.166000 140270371275200 torch/distributed/run.py:717]
W0227 12:31:58.166000 140270371275200 torch/distributed/run.py:717] *****************************************
W0227 12:31:58.166000 140270371275200 torch/distributed/run.py:717] 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.
W0227 12:31:58.166000 140270371275200 torch/distributed/run.py:717] *****************************************
/usr/local/lib/python3.10/dist-packages/transformers/utils/generic.py:311: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.
torch.utils._pytree._register_pytree_node(
/usr/local/lib/python3.10/dist-packages/transformers/utils/generic.py:311: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.
torch.utils._pytree._register_pytree_node(
/usr/local/lib/python3.10/dist-packages/transformers/utils/generic.py:311: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.
torch.utils._pytree._register_pytree_node(
/usr/local/lib/python3.10/dist-packages/transformers/utils/generic.py:311: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.
torch.utils._pytree._register_pytree_node(
0
1
2
3
============================
pipeline_method: chimera
num_epochs: 1
num_optimization_steps: 10000
world_size: 4
num_replica: 2
num_pipeline: 2
num_micro_batches_per_step: 2
recompute: False
stage0: ranks [0, 3]
stage1: ranks [1, 2]
stage2: ranks [2, 1]
stage3: ranks [3, 0]
----------------------------
corpus_path: /data/wikipedia.segmented.nltk.txt
corpus_lines: 1000000
vocab_path: ./bert_data/bert-large-uncased-vocab.txt
on_memory: False
do_lower_case: True
bert_config_path: ./configs/bert_config_bert-large-uncased.json
max_seq_length: 128
micro_batch_size: 16
num_optimization_steps: 10000
num_epochs: None
gradient_accumulation_steps: 1
adam_learning_rate: 3e-05
adam_max_grad_norm: 1.0
beta1: 0.9
weight_decay: 0.01
warmup_proportion: 0.1
damping: 0.01
pipeline_method: chimera
chunks: 2
recompute: False
num_stages: 4
num_pipelines: 2
checkpoint_dir: None
save_checkpoint_steps: 200
seed: 1
p2p_backend: gloo
collective_backend: nccl
num_workers: 4
profile: True
observe_norm: False
log_interval: 100
config: None
wandb: False
============================
/usr/local/lib/python3.10/dist-packages/transformers/modeling_utils.py:909: FutureWarning: The `device` argument is deprecated and will be removed in v5 of Transformers.
warnings.warn(
/usr/local/lib/python3.10/dist-packages/transformers/modeling_utils.py:909: FutureWarning: The `device` argument is deprecated and will be removed in v5 of Transformers.
warnings.warn(
/usr/local/lib/python3.10/dist-packages/transformers/modeling_utils.py:909: FutureWarning: The `device` argument is deprecated and will be removed in v5 of Transformers.
warnings.warn(
/usr/local/lib/python3.10/dist-packages/transformers/modeling_utils.py:909: FutureWarning: The `device` argument is deprecated and will be removed in v5 of Transformers.
warnings.warn(
gpt-dev-ppt:65957:65957 [0] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65957:65957 [0] NCCL INFO Bootstrap : Using lo:127.0.0.1<0>
gpt-dev-ppt:65957:65957 [0] NCCL INFO NET/Plugin: Failed to find ncclNetPlugin_v7 symbol.
gpt-dev-ppt:65957:65957 [0] NCCL INFO NET/Plugin: Loaded net plugin NCCL RDMA Plugin v6 (v6)
gpt-dev-ppt:65957:65957 [0] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
gpt-dev-ppt:65957:65957 [0] NCCL INFO NET/Plugin: Loaded coll plugin SHARP (v6)
gpt-dev-ppt:65957:65957 [0] NCCL INFO cudaDriverVersion 12000
NCCL version 2.19.3+cuda12.2
gpt-dev-ppt:65958:65958 [1] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65958:65958 [1] NCCL INFO Bootstrap : Using lo:127.0.0.1<0>
gpt-dev-ppt:65960:65960 [1] NCCL INFO cudaDriverVersion 12000
gpt-dev-ppt:65960:65960 [1] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65960:65960 [1] NCCL INFO Bootstrap : Using lo:127.0.0.1<0>
gpt-dev-ppt:65958:65958 [1] NCCL INFO NET/Plugin: Failed to find ncclNetPlugin_v7 symbol.
gpt-dev-ppt:65958:65958 [1] NCCL INFO NET/Plugin: Loaded net plugin NCCL RDMA Plugin v6 (v6)
gpt-dev-ppt:65958:65958 [1] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
gpt-dev-ppt:65958:65958 [1] NCCL INFO NET/Plugin: Loaded coll plugin SHARP (v6)
gpt-dev-ppt:65958:65958 [0] NCCL INFO cudaDriverVersion 12000
NCCL version 2.19.3+cuda12.2
gpt-dev-ppt:65959:65959 [1] NCCL INFO cudaDriverVersion 12000
gpt-dev-ppt:65959:65959 [1] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65959:65959 [1] NCCL INFO Bootstrap : Using lo:127.0.0.1<0>
gpt-dev-ppt:65960:65960 [1] NCCL INFO NET/Plugin: Failed to find ncclNetPlugin_v7 symbol.
gpt-dev-ppt:65960:65960 [1] NCCL INFO NET/Plugin: Loaded net plugin NCCL RDMA Plugin v6 (v6)
gpt-dev-ppt:65960:65960 [1] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
gpt-dev-ppt:65960:65960 [1] NCCL INFO NET/Plugin: Loaded coll plugin SHARP (v6)
gpt-dev-ppt:65959:65959 [1] NCCL INFO NET/Plugin: Failed to find ncclNetPlugin_v7 symbol.
gpt-dev-ppt:65959:65959 [1] NCCL INFO NET/Plugin: Loaded net plugin NCCL RDMA Plugin v6 (v6)
gpt-dev-ppt:65959:65959 [1] NCCL INFO NET/Plugin: Failed to find ncclCollNetPlugin_v7 symbol.
gpt-dev-ppt:65959:65959 [1] NCCL INFO NET/Plugin: Loaded coll plugin SHARP (v6)
gpt-dev-ppt:65957:67361 [0] NCCL INFO Plugin Path : /opt/hpcx/nccl_rdma_sharp_plugin/lib/libnccl-net.so
gpt-dev-ppt:65957:67361 [0] NCCL INFO P2P plugin IBext
gpt-dev-ppt:65957:67361 [0] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65957:67361 [0] NCCL INFO NET/IB : No device found.
gpt-dev-ppt:65957:67361 [0] NCCL INFO NCCL_IB_DISABLE set by environment to 1.
gpt-dev-ppt:65957:67361 [0] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65957:67361 [0] NCCL INFO NET/Socket : Using [0]lo:127.0.0.1<0>
gpt-dev-ppt:65957:67361 [0] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65957:67361 [0] NCCL INFO Using network Socket
gpt-dev-ppt:65958:67371 [0] NCCL INFO Plugin Path : /opt/hpcx/nccl_rdma_sharp_plugin/lib/libnccl-net.so
gpt-dev-ppt:65958:67371 [0] NCCL INFO P2P plugin IBext
gpt-dev-ppt:65958:67371 [0] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65958:67371 [0] NCCL INFO NET/IB : No device found.
gpt-dev-ppt:65958:67371 [0] NCCL INFO NCCL_IB_DISABLE set by environment to 1.
gpt-dev-ppt:65958:67371 [0] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65958:67371 [0] NCCL INFO NET/Socket : Using [0]lo:127.0.0.1<0>
gpt-dev-ppt:65958:67371 [0] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65958:67371 [0] NCCL INFO Using network Socket
gpt-dev-ppt:65960:67373 [1] NCCL INFO Plugin Path : /opt/hpcx/nccl_rdma_sharp_plugin/lib/libnccl-net.so
gpt-dev-ppt:65960:67373 [1] NCCL INFO P2P plugin IBext
gpt-dev-ppt:65960:67373 [1] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65960:67373 [1] NCCL INFO NET/IB : No device found.
gpt-dev-ppt:65960:67373 [1] NCCL INFO NCCL_IB_DISABLE set by environment to 1.
gpt-dev-ppt:65960:67373 [1] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65960:67373 [1] NCCL INFO NET/Socket : Using [0]lo:127.0.0.1<0>
gpt-dev-ppt:65960:67373 [1] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65960:67373 [1] NCCL INFO Using network Socket
gpt-dev-ppt:65960:67373 [1] NCCL INFO comm 0x5636b3a68020 rank 1 nranks 2 cudaDev 1 nvmlDev 1 busId 1c000 commId 0xcfc18309f227cab4 - Init START
gpt-dev-ppt:65957:67361 [0] NCCL INFO comm 0x562ab1bdec40 rank 0 nranks 2 cudaDev 0 nvmlDev 0 busId 1b000 commId 0xcfc18309f227cab4 - Init START
gpt-dev-ppt:65960:67373 [1] NCCL INFO NCCL_P2P_LEVEL set by environment to LOC
gpt-dev-ppt:65960:67373 [1] NCCL INFO Setting affinity for GPU 1 to ff00ff
gpt-dev-ppt:65959:67375 [1] NCCL INFO Plugin Path : /opt/hpcx/nccl_rdma_sharp_plugin/lib/libnccl-net.so
gpt-dev-ppt:65959:67375 [1] NCCL INFO P2P plugin IBext
gpt-dev-ppt:65959:67375 [1] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65957:67361 [0] NCCL INFO NCCL_P2P_LEVEL set by environment to LOC
gpt-dev-ppt:65957:67361 [0] NCCL INFO Setting affinity for GPU 0 to ff00ff
gpt-dev-ppt:65957:67361 [0] NCCL INFO Channel 00/02 : 0 1
gpt-dev-ppt:65957:67361 [0] NCCL INFO Channel 01/02 : 0 1
gpt-dev-ppt:65957:67361 [0] NCCL INFO Trees [0] 1/-1/-1->0->-1 [1] 1/-1/-1->0->-1
gpt-dev-ppt:65960:67373 [1] NCCL INFO Trees [0] -1/-1/-1->1->0 [1] -1/-1/-1->1->0
gpt-dev-ppt:65957:67361 [0] NCCL INFO P2P Chunksize set to 131072
gpt-dev-ppt:65960:67373 [1] NCCL INFO P2P Chunksize set to 131072
gpt-dev-ppt:65959:67375 [1] NCCL INFO NET/IB : No device found.
gpt-dev-ppt:65959:67375 [1] NCCL INFO NCCL_IB_DISABLE set by environment to 1.
gpt-dev-ppt:65959:67375 [1] NCCL INFO NCCL_SOCKET_IFNAME set by environment to lo
gpt-dev-ppt:65959:67375 [1] NCCL INFO NET/Socket : Using [0]lo:127.0.0.1<0>
gpt-dev-ppt:65959:67375 [1] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65959:67375 [1] NCCL INFO Using network Socket
gpt-dev-ppt:65959:67375 [1] NCCL INFO comm 0x55ed36a3e600 rank 1 nranks 2 cudaDev 1 nvmlDev 1 busId 1c000 commId 0xf4533e4f39f3ac28 - Init START
gpt-dev-ppt:65958:67371 [0] NCCL INFO comm 0x5599f949dd50 rank 0 nranks 2 cudaDev 0 nvmlDev 0 busId 1b000 commId 0xf4533e4f39f3ac28 - Init START
gpt-dev-ppt:65958:67371 [0] NCCL INFO NCCL_P2P_LEVEL set by environment to LOC
gpt-dev-ppt:65958:67371 [0] NCCL INFO Setting affinity for GPU 0 to ff00ff
gpt-dev-ppt:65957:67361 [0] NCCL INFO Channel 00 : 0[0] -> 1[1] via SHM/direct/direct
gpt-dev-ppt:65957:67361 [0] NCCL INFO Channel 01 : 0[0] -> 1[1] via SHM/direct/direct
gpt-dev-ppt:65959:67375 [1] NCCL INFO NCCL_P2P_LEVEL set by environment to LOC
gpt-dev-ppt:65959:67375 [1] NCCL INFO Setting affinity for GPU 1 to ff00ff
gpt-dev-ppt:65960:67373 [1] NCCL INFO Channel 00 : 1[1] -> 0[0] via SHM/direct/direct
gpt-dev-ppt:65958:67371 [0] NCCL INFO Channel 00/02 : 0 1
gpt-dev-ppt:65959:67375 [1] NCCL INFO Trees [0] -1/-1/-1->1->0 [1] -1/-1/-1->1->0
gpt-dev-ppt:65958:67371 [0] NCCL INFO Channel 01/02 : 0 1
gpt-dev-ppt:65959:67375 [1] NCCL INFO P2P Chunksize set to 131072
gpt-dev-ppt:65958:67371 [0] NCCL INFO Trees [0] 1/-1/-1->0->-1 [1] 1/-1/-1->0->-1
gpt-dev-ppt:65958:67371 [0] NCCL INFO P2P Chunksize set to 131072
gpt-dev-ppt:65960:67373 [1] NCCL INFO Channel 01 : 1[1] -> 0[0] via SHM/direct/direct
gpt-dev-ppt:65957:67361 [0] NCCL INFO Connected all rings
gpt-dev-ppt:65957:67361 [0] NCCL INFO Connected all trees
gpt-dev-ppt:65960:67373 [1] NCCL INFO Connected all rings
gpt-dev-ppt:65960:67373 [1] NCCL INFO Connected all trees
gpt-dev-ppt:65960:67373 [1] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
gpt-dev-ppt:65960:67373 [1] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
gpt-dev-ppt:65957:67361 [0] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
gpt-dev-ppt:65957:67361 [0] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
gpt-dev-ppt:65958:67371 [0] NCCL INFO Channel 00 : 0[0] -> 1[1] via SHM/direct/direct
gpt-dev-ppt:65958:67371 [0] NCCL INFO Channel 01 : 0[0] -> 1[1] via SHM/direct/direct
gpt-dev-ppt:65959:67375 [1] NCCL INFO Channel 00 : 1[1] -> 0[0] via SHM/direct/direct
gpt-dev-ppt:65959:67375 [1] NCCL INFO Channel 01 : 1[1] -> 0[0] via SHM/direct/direct
gpt-dev-ppt:65958:67371 [0] NCCL INFO Connected all rings
gpt-dev-ppt:65958:67371 [0] NCCL INFO Connected all trees
gpt-dev-ppt:65959:67375 [1] NCCL INFO Connected all rings
gpt-dev-ppt:65959:67375 [1] NCCL INFO Connected all trees
gpt-dev-ppt:65959:67375 [1] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
gpt-dev-ppt:65959:67375 [1] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
gpt-dev-ppt:65958:67371 [0] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
gpt-dev-ppt:65958:67371 [0] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
gpt-dev-ppt:65960:67373 [1] NCCL INFO comm 0x5636b3a68020 rank 1 nranks 2 cudaDev 1 nvmlDev 1 busId 1c000 commId 0xcfc18309f227cab4 - Init COMPLETE
gpt-dev-ppt:65957:67361 [0] NCCL INFO comm 0x562ab1bdec40 rank 0 nranks 2 cudaDev 0 nvmlDev 0 busId 1b000 commId 0xcfc18309f227cab4 - Init COMPLETE
gpt-dev-ppt:65959:67375 [1] NCCL INFO comm 0x55ed36a3e600 rank 1 nranks 2 cudaDev 1 nvmlDev 1 busId 1c000 commId 0xf4533e4f39f3ac28 - Init COMPLETE
gpt-dev-ppt:65958:67371 [0] NCCL INFO comm 0x5599f949dd50 rank 0 nranks 2 cudaDev 0 nvmlDev 0 busId 1b000 commId 0xf4533e4f39f3ac28 - Init COMPLETE
gpt-dev-ppt:65957:67385 [0] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65957:67385 [0] NCCL INFO Using network Socket
gpt-dev-ppt:65959:67387 [2] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65959:67387 [2] NCCL INFO Using network Socket
gpt-dev-ppt:65958:67388 [1] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65958:67388 [1] NCCL INFO Using network Socket
gpt-dev-ppt:65959:67387 [2] NCCL INFO comm 0x55ed36ba41a0 rank 1 nranks 2 cudaDev 2 nvmlDev 2 busId 1d000 commId 0x73c5d7f193d81ab4 - Init START
gpt-dev-ppt:65958:67388 [1] NCCL INFO comm 0x5599f96036f0 rank 0 nranks 2 cudaDev 1 nvmlDev 1 busId 1c000 commId 0x73c5d7f193d81ab4 - Init START
gpt-dev-ppt:65958:67388 [1] NCCL INFO Setting affinity for GPU 1 to ff00ff
gpt-dev-ppt:65959:67387 [2] NCCL INFO Setting affinity for GPU 2 to ff00ff
gpt-dev-ppt:65958:67388 [1] NCCL INFO Channel 00/02 : 0 1
gpt-dev-ppt:65958:67388 [1] NCCL INFO Channel 01/02 : 0 1
gpt-dev-ppt:65958:67388 [1] NCCL INFO Trees [0] 1/-1/-1->0->-1 [1] 1/-1/-1->0->-1
gpt-dev-ppt:65958:67388 [1] NCCL INFO P2P Chunksize set to 131072
gpt-dev-ppt:65959:67387 [2] NCCL INFO Trees [0] -1/-1/-1->1->0 [1] -1/-1/-1->1->0
gpt-dev-ppt:65959:67387 [2] NCCL INFO P2P Chunksize set to 131072
gpt-dev-ppt:65958:67388 [1] NCCL INFO Channel 00 : 0[1] -> 1[2] via SHM/direct/direct
gpt-dev-ppt:65958:67388 [1] NCCL INFO Channel 01 : 0[1] -> 1[2] via SHM/direct/direct
gpt-dev-ppt:65959:67387 [2] NCCL INFO Channel 00 : 1[2] -> 0[1] via SHM/direct/direct
gpt-dev-ppt:65959:67387 [2] NCCL INFO Channel 01 : 1[2] -> 0[1] via SHM/direct/direct
gpt-dev-ppt:65958:67388 [1] NCCL INFO Connected all rings
gpt-dev-ppt:65958:67388 [1] NCCL INFO Connected all trees
gpt-dev-ppt:65959:67387 [2] NCCL INFO Connected all rings
gpt-dev-ppt:65959:67387 [2] NCCL INFO Connected all trees
gpt-dev-ppt:65959:67387 [2] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
gpt-dev-ppt:65959:67387 [2] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
gpt-dev-ppt:65958:67388 [1] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
gpt-dev-ppt:65958:67388 [1] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
gpt-dev-ppt:65958:67388 [1] NCCL INFO comm 0x5599f96036f0 rank 0 nranks 2 cudaDev 1 nvmlDev 1 busId 1c000 commId 0x73c5d7f193d81ab4 - Init COMPLETE
gpt-dev-ppt:65959:67387 [2] NCCL INFO comm 0x55ed36ba41a0 rank 1 nranks 2 cudaDev 2 nvmlDev 2 busId 1d000 commId 0x73c5d7f193d81ab4 - Init COMPLETE
gpt-dev-ppt:65958:67394 [0] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65958:67394 [0] NCCL INFO Using network Socket
gpt-dev-ppt:65959:67395 [1] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65959:67395 [1] NCCL INFO Using network Socket
gpt-dev-ppt:65958:67394 [0] NCCL INFO comm 0x5599f9cc8900 rank 0 nranks 2 cudaDev 0 nvmlDev 0 busId 1b000 commId 0x1ad9716b1600c155 - Init START
gpt-dev-ppt:65959:67395 [1] NCCL INFO comm 0x55ed37268f30 rank 1 nranks 2 cudaDev 1 nvmlDev 1 busId 1c000 commId 0x1ad9716b1600c155 - Init START
gpt-dev-ppt:65958:67394 [0] NCCL INFO Setting affinity for GPU 0 to ff00ff
gpt-dev-ppt:65959:67395 [1] NCCL INFO Setting affinity for GPU 1 to ff00ff
gpt-dev-ppt:65958:67394 [0] NCCL INFO Channel 00/02 : 0 1
gpt-dev-ppt:65958:67394 [0] NCCL INFO Channel 01/02 : 0 1
gpt-dev-ppt:65958:67394 [0] NCCL INFO Trees [0] 1/-1/-1->0->-1 [1] 1/-1/-1->0->-1
gpt-dev-ppt:65958:67394 [0] NCCL INFO P2P Chunksize set to 131072
gpt-dev-ppt:65959:67395 [1] NCCL INFO Trees [0] -1/-1/-1->1->0 [1] -1/-1/-1->1->0
gpt-dev-ppt:65959:67395 [1] NCCL INFO P2P Chunksize set to 131072
gpt-dev-ppt:65958:67394 [0] NCCL INFO Channel 00 : 0[0] -> 1[1] via SHM/direct/direct
gpt-dev-ppt:65958:67394 [0] NCCL INFO Channel 01 : 0[0] -> 1[1] via SHM/direct/direct
gpt-dev-ppt:65959:67395 [1] NCCL INFO Channel 00 : 1[1] -> 0[0] via SHM/direct/direct
gpt-dev-ppt:65959:67395 [1] NCCL INFO Channel 01 : 1[1] -> 0[0] via SHM/direct/direct
gpt-dev-ppt:65958:67394 [0] NCCL INFO Connected all rings
gpt-dev-ppt:65958:67394 [0] NCCL INFO Connected all trees
gpt-dev-ppt:65959:67395 [1] NCCL INFO Connected all rings
gpt-dev-ppt:65958:67394 [0] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
gpt-dev-ppt:65958:67394 [0] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
gpt-dev-ppt:65959:67395 [1] NCCL INFO Connected all trees
gpt-dev-ppt:65959:67395 [1] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
gpt-dev-ppt:65959:67395 [1] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
gpt-dev-ppt:65959:67395 [1] NCCL INFO comm 0x55ed37268f30 rank 1 nranks 2 cudaDev 1 nvmlDev 1 busId 1c000 commId 0x1ad9716b1600c155 - Init COMPLETE
gpt-dev-ppt:65958:67394 [0] NCCL INFO comm 0x5599f9cc8900 rank 0 nranks 2 cudaDev 0 nvmlDev 0 busId 1b000 commId 0x1ad9716b1600c155 - Init COMPLETE
gpt-dev-ppt:65959:67414 [2] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65959:67414 [2] NCCL INFO Using network Socket
gpt-dev-ppt:65958:67413 [1] NCCL INFO Using non-device net plugin version 0
gpt-dev-ppt:65958:67413 [1] NCCL INFO Using network Socket
gpt-dev-ppt:65959:67414 [2] NCCL INFO comm 0x55ed3727d5e0 rank 1 nranks 2 cudaDev 2 nvmlDev 2 busId 1d000 commId 0x2678884a28f56324 - Init START
gpt-dev-ppt:65958:67413 [1] NCCL INFO comm 0x5599f9cdd200 rank 0 nranks 2 cudaDev 1 nvmlDev 1 busId 1c000 commId 0x2678884a28f56324 - Init START
gpt-dev-ppt:65958:67413 [1] NCCL INFO Setting affinity for GPU 1 to ff00ff
gpt-dev-ppt:65959:67414 [2] NCCL INFO Setting affinity for GPU 2 to ff00ff
gpt-dev-ppt:65958:67413 [1] NCCL INFO Channel 00/02 : 0 1
gpt-dev-ppt:65959:67414 [2] NCCL INFO Trees [0] -1/-1/-1->1->0 [1] -1/-1/-1->1->0
gpt-dev-ppt:65959:67414 [2] NCCL INFO P2P Chunksize set to 131072
gpt-dev-ppt:65958:67413 [1] NCCL INFO Channel 01/02 : 0 1
gpt-dev-ppt:65958:67413 [1] NCCL INFO Trees [0] 1/-1/-1->0->-1 [1] 1/-1/-1->0->-1
gpt-dev-ppt:65958:67413 [1] NCCL INFO P2P Chunksize set to 131072
gpt-dev-ppt:65959:67414 [2] NCCL INFO Channel 00 : 1[2] -> 0[1] via SHM/direct/direct
gpt-dev-ppt:65959:67414 [2] NCCL INFO Channel 01 : 1[2] -> 0[1] via SHM/direct/direct
gpt-dev-ppt:65958:67413 [1] NCCL INFO Channel 00 : 0[1] -> 1[2] via SHM/direct/direct
gpt-dev-ppt:65958:67413 [1] NCCL INFO Channel 01 : 0[1] -> 1[2] via SHM/direct/direct
gpt-dev-ppt:65958:67413 [1] NCCL INFO Connected all rings
gpt-dev-ppt:65958:67413 [1] NCCL INFO Connected all trees
gpt-dev-ppt:65959:67414 [2] NCCL INFO Connected all rings
gpt-dev-ppt:65959:67414 [2] NCCL INFO Connected all trees
gpt-dev-ppt:65958:67413 [1] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
gpt-dev-ppt:65959:67414 [2] NCCL INFO threadThresholds 8/8/64 | 16/8/64 | 512 | 512
gpt-dev-ppt:65958:67413 [1] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
gpt-dev-ppt:65959:67414 [2] NCCL INFO 2 coll channels, 0 nvls channels, 2 p2p channels, 2 p2p channels per peer
gpt-dev-ppt:65958:67413 [1] NCCL INFO comm 0x5599f9cdd200 rank 0 nranks 2 cudaDev 1 nvmlDev 1 busId 1c000 commId 0x2678884a28f56324 - Init COMPLETE
gpt-dev-ppt:65959:67414 [2] NCCL INFO comm 0x55ed3727d5e0 rank 1 nranks 2 cudaDev 2 nvmlDev 2 busId 1d000 commId 0x2678884a28f56324 - Init COMPLETE
[rank0]:[E ProcessGroupNCCL.cpp:526] [Rank 0] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=2, OpType=ALLREDUCE, NumelIn=108965692, NumelOut=108965692, Timeout(ms)=600000) ran for 600032 milliseconds before timing out.
gpt-dev-ppt:65957:67376 [0] NCCL INFO [Service thread] Connection closed by localRank 0
gpt-dev-ppt:65957:66031 [0] NCCL INFO comm 0x562ab1bdec40 rank 0 nranks 2 cudaDev 0 busId 1b000 - Abort COMPLETE
[rank0]:[E ProcessGroupNCCL.cpp:1553] [PG 1 Rank 0] Timeout at NCCL work: 2, last enqueued NCCL work: 2, last completed NCCL work: 1.
[rank0]:[E ProcessGroupNCCL.cpp:540] [Rank 0] 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.
[rank0]:[E ProcessGroupNCCL.cpp:546] [Rank 0] To avoid data inconsistency, we are taking the entire process down.
[rank0]:[E ProcessGroupNCCL.cpp:1391] [PG 1 Rank 0] Process group watchdog thread terminated with exception: [Rank 0] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=2, OpType=ALLREDUCE, NumelIn=108965692, NumelOut=108965692, Timeout(ms)=600000) ran for 600032 milliseconds before timing out.
Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:528 (most recent call first):
frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f741677a0e7 in /usr/local/lib/python3.10/dist-packages/torch/lib/libc10.so)
frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1d2 (0x7f73cb1b1872 in /usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda.so)
frame #2: c10d::ProcessGroupNCCL::watchdogHandler() + 0x203 (0x7f73cb1b6e93 in /usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda.so)
frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x10c (0x7f73cb1b829c in /usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda.so)
frame #4: <unknown function> + 0xdc253 (0x7f7415eb0253 in /lib/x86_64-linux-gnu/libstdc++.so.6)
frame #5: <unknown function> + 0x94ac3 (0x7f741aa6eac3 in /lib/x86_64-linux-gnu/libc.so.6)
frame #6: <unknown function> + 0x126a40 (0x7f741ab00a40 in /lib/x86_64-linux-gnu/libc.so.6)
terminate called after throwing an instance of 'c10::DistBackendError'
what(): [PG 1 Rank 0] Process group watchdog thread terminated with exception: [Rank 0] Watchdog caught collective operation timeout: WorkNCCL(SeqNum=2, OpType=ALLREDUCE, NumelIn=108965692, NumelOut=108965692, Timeout(ms)=600000) ran for 600032 milliseconds before timing out.
Exception raised from checkTimeout at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:528 (most recent call first):
frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f741677a0e7 in /usr/local/lib/python3.10/dist-packages/torch/lib/libc10.so)
frame #1: c10d::ProcessGroupNCCL::WorkNCCL::checkTimeout(std::optional<std::chrono::duration<long, std::ratio<1l, 1000l> > >) + 0x1d2 (0x7f73cb1b1872 in /usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda.so)
frame #2: c10d::ProcessGroupNCCL::watchdogHandler() + 0x203 (0x7f73cb1b6e93 in /usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda.so)
frame #3: c10d::ProcessGroupNCCL::ncclCommWatchdog() + 0x10c (0x7f73cb1b829c in /usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda.so)
frame #4: <unknown function> + 0xdc253 (0x7f7415eb0253 in /lib/x86_64-linux-gnu/libstdc++.so.6)
frame #5: <unknown function> + 0x94ac3 (0x7f741aa6eac3 in /lib/x86_64-linux-gnu/libc.so.6)
frame #6: <unknown function> + 0x126a40 (0x7f741ab00a40 in /lib/x86_64-linux-gnu/libc.so.6)
Exception raised from ncclCommWatchdog at ../torch/csrc/distributed/c10d/ProcessGroupNCCL.cpp:1395 (most recent call first):
frame #0: c10::Error::Error(c10::SourceLocation, std::string) + 0x57 (0x7f741677a0e7 in /usr/local/lib/python3.10/dist-packages/torch/lib/libc10.so)
frame #1: <unknown function> + 0xe1cd31 (0x7f73caea9d31 in /usr/local/lib/python3.10/dist-packages/torch/lib/libtorch_cuda.so)
frame #2: <unknown function> + 0xdc253 (0x7f7415eb0253 in /lib/x86_64-linux-gnu/libstdc++.so.6)
frame #3: <unknown function> + 0x94ac3 (0x7f741aa6eac3 in /lib/x86_64-linux-gnu/libc.so.6)
frame #4: <unknown function> + 0x126a40 (0x7f741ab00a40 in /lib/x86_64-linux-gnu/libc.so.6)
Exception in thread Thread-5 (recv_comm_thread):
Exception in thread Traceback (most recent call last):
File "/usr/lib/python3.10/threading.py", line 1016, in _bootstrap_inner
Thread-3 (recv_comm_thread):
Traceback (most recent call last):
File "/usr/lib/python3.10/threading.py", line 1016, in _bootstrap_inner
self.run()
File "/usr/lib/python3.10/threading.py", line 953, in run
self.run()
File "/usr/lib/python3.10/threading.py", line 953, in run
self._target(*self._args, **self._kwargs)
File "/root/Chimera/pipeline.py", line 160, in recv_comm_thread
self._target(*self._args, **self._kwargs)
File "/root/Chimera/pipeline.py", line 160, in recv_comm_thread
dist.recv(tensor=recv_tensor, src=src_rank, tag=tag)dist.recv(tensor=recv_tensor, src=src_rank, tag=tag)
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/c10d_logger.py", line 75, in wrapper
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/c10d_logger.py", line 75, in wrapper
return func(*args, **kwargs)return func(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/distributed_c10d.py", line 1867, in recv
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/distributed_c10d.py", line 1867, in recv
pg.recv([tensor], src, tag).wait()
RuntimeError: [../third_party/gloo/gloo/transport/tcp/pair.cc:534] Connection closed by peer [127.0.0.1]:23269
pg.recv([tensor], src, tag).wait()
RuntimeError: [../third_party/gloo/gloo/transport/tcp/pair.cc:534] Connection closed by peer [127.0.0.1]:23269
W0227 12:42:13.691000 140270371275200 torch/distributed/elastic/multiprocessing/api.py:694] Sending process 65958 closing signal SIGTERM
W0227 12:42:13.692000 140270371275200 torch/distributed/elastic/multiprocessing/api.py:694] Sending process 65959 closing signal SIGTERM
W0227 12:42:13.692000 140270371275200 torch/distributed/elastic/multiprocessing/api.py:694] Sending process 65960 closing signal SIGTERM
E0227 12:42:14.132000 140270371275200 torch/distributed/elastic/multiprocessing/api.py:669] failed (exitcode: -6) local_rank: 0 (pid: 65957) of binary: /usr/bin/python
Traceback (most recent call last):
File "/usr/local/bin/torchrun", line 8, in <module>
sys.exit(main())
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 834, in main
run(args)
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/run.py", line 825, in run
elastic_launch(
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/launcher/api.py", line 137, 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 271, in launch_agent
raise ChildFailedError(
torch.distributed.elastic.multiprocessing.errors.ChildFailedError:
======================================================
main_bert.py FAILED
------------------------------------------------------
Failures:
<NO_OTHER_FAILURES>
------------------------------------------------------
Root Cause (first observed failure):
[0]:
time : 2024-02-27_12:42:13
host : gpt-dev-ppt
rank : 0 (local_rank: 0)
exitcode : -6 (pid: 65957)
error_file: <N/A>
traceback : Signal 6 (SIGABRT) received by PID 65957
======================================================Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.