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Downloading data files: 100%|βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ| 1/1Downloading data files: 100%|βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ| 1/1 [27:46<00:00, 1666.10s/it] |
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Dataset parquet downloaded and prepared to /home/commune/.cache/huggingface/datasets/conceptofmind___parquet/conceptofmind--c4_0-to-20_neox_with_eos_8k-dd8655ce54e7b6cc/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec. Subsequent calls will reuse this data. |
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Found cached dataset parquet (/home/commune/.cache/huggingface/datasets/conceptofmind___parquet/conceptofmind--c4_0-to-20_neox_with_eos_8k-dd8655ce54e7b6cc/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec) |
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Found cached dataset parquet (/home/commune/.cache/huggingface/datasets/conceptofmind___parquet/conceptofmind--c4_0-to-20_neox_with_eos_8k-dd8655ce54e7b6cc/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec) |
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Found cached dataset parquet (/home/commune/.cache/huggingface/datasets/conceptofmind___parquet/conceptofmind--c4_0-to-20_neox_with_eos_8k-dd8655ce54e7b6cc/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec) |
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Found cached dataset parquet (/home/commune/.cache/huggingface/datasets/conceptofmind___parquet/conceptofmind--c4_0-to-20_neox_with_eos_8k-dd8655ce54e7b6cc/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec) |
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Found cached dataset parquet (/home/commune/.cache/huggingface/datasets/conceptofmind___parquet/conceptofmind--c4_0-to-20_neox_with_eos_8k-dd8655ce54e7b6cc/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec) |
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[2023-07-24 15:58:13,787] [INFO] [logging.py:96:log_dist] [Rank -1] DeepSpeed info: version=0.9.5, git-hash=unknown, git-branch=unknown |
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[2023-07-24 15:58:13,787] [INFO] [logging.py:96:log_dist] [Rank -1] DeepSpeed info: version=0.9.5, git-hash=unknown, git-branch=unknown |
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[2023-07-24 15:58:13,787] [WARNING] [comm.py:152:init_deepspeed_backend] NCCL backend in DeepSpeed not yet implemented |
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[2023-07-24 15:58:13,787] [INFO] [comm.py:594:init_distributed] cdb=None |
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[2023-07-24 15:58:13,787] [WARNING] [comm.py:152:init_deepspeed_backend] NCCL backend in DeepSpeed not yet implemented |
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[2023-07-24 15:58:13,787] [INFO] [comm.py:594:init_distributed] cdb=None |
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[2023-07-24 15:58:13,789] [INFO] [logging.py:96:log_dist] [Rank -1] DeepSpeed info: version=0.9.5, git-hash=unknown, git-branch=unknown |
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[2023-07-24 15:58:13,790] [WARNING] [comm.py:152:init_deepspeed_backend] NCCL backend in DeepSpeed not yet implemented |
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[2023-07-24 15:58:13,790] [INFO] [comm.py:594:init_distributed] cdb=None |
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[2023-07-24 15:58:13,790] [INFO] [logging.py:96:log_dist] [Rank -1] DeepSpeed info: version=0.9.5, git-hash=unknown, git-branch=unknown |
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[2023-07-24 15:58:13,790] [INFO] [logging.py:96:log_dist] [Rank -1] DeepSpeed info: version=0.9.5, git-hash=unknown, git-branch=unknown |
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[2023-07-24 15:58:13,790] [WARNING] [comm.py:152:init_deepspeed_backend] NCCL backend in DeepSpeed not yet implemented |
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[2023-07-24 15:58:13,790] [INFO] [comm.py:594:init_distributed] cdb=None |
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[2023-07-24 15:58:13,790] [WARNING] [comm.py:152:init_deepspeed_backend] NCCL backend in DeepSpeed not yet implemented |
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[2023-07-24 15:58:13,790] [INFO] [comm.py:594:init_distributed] cdb=None |
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[2023-07-24 15:58:13,791] [INFO] [logging.py:96:log_dist] [Rank -1] DeepSpeed info: version=0.9.5, git-hash=unknown, git-branch=unknown |
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[2023-07-24 15:58:13,792] [WARNING] [comm.py:152:init_deepspeed_backend] NCCL backend in DeepSpeed not yet implemented |
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[2023-07-24 15:58:13,792] [INFO] [comm.py:594:init_distributed] cdb=None |
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[2023-07-24 15:58:17,032] [INFO] [logging.py:96:log_dist] [Rank 0] DeepSpeed Flops Profiler Enabled: False |
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[2023-07-24 15:58:17,035] [INFO] [logging.py:96:log_dist] [Rank 0] Creating ZeRO Offload |
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Traceback (most recent call last): |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 667, in <module> |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 664, in main |
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File "/home/commune/Andromeda/Andromeda/train.py", line 519, in Train |
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beta_2=0.95, |
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File "/home/commune/Andromeda/Andromeda/train.py", line 294, in decoupled_optimizer |
|
# Create an empty list to store the names of the LayerNorm and Embedding layer weights with no weight decay. |
|
AttributeError: 'tuple' object has no attribute 'named_parameters' |
|
[2023-07-24 15:58:17,268] [INFO] [utils.py:785:see_memory_usage] DeepSpeedZeRoOffload initialize [begin] |
|
[2023-07-24 15:58:17,268] [INFO] [utils.py:786:see_memory_usage] MA 0.68 GB Max_MA 0.68 GB CA 0.69 GB Max_CA 1 GB |
|
[2023-07-24 15:58:17,268] [INFO] [utils.py:793:see_memory_usage] CPU Virtual Memory: used = 18.35 GB, percent = 3.6% |
|
Traceback (most recent call last): |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 667, in <module> |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 664, in main |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 519, in Train |
|
beta_2=0.95, |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 294, in decoupled_optimizer |
|
# Create an empty list to store the names of the LayerNorm and Embedding layer weights with no weight decay. |
|
AttributeError: 'tuple' object has no attribute 'named_parameters' |
|
Traceback (most recent call last): |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 667, in <module> |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 664, in main |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 519, in Train |
|
beta_2=0.95, |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 294, in decoupled_optimizer |
|
# Create an empty list to store the names of the LayerNorm and Embedding layer weights with no weight decay. |
|
AttributeError: 'tuple' object has no attribute 'named_parameters' |
|
Traceback (most recent call last): |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 667, in <module> |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 664, in main |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 519, in Train |
|
beta_2=0.95, |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 294, in decoupled_optimizer |
|
# Create an empty list to store the names of the LayerNorm and Embedding layer weights with no weight decay. |
|
AttributeError: 'tuple' object has no attribute 'named_parameters' |
|
Parameter Offload: Total persistent parameters: 108032 in 490 params |
|
Traceback (most recent call last): |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 667, in <module> |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 664, in main |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 519, in Train |
|
beta_2=0.95, |
|
File "/home/commune/Andromeda/Andromeda/train.py", line 294, in decoupled_optimizer |
|
# Create an empty list to store the names of the LayerNorm and Embedding layer weights with no weight decay. |
|
AttributeError: 'tuple' object has no attribute 'named_parameters' |
|
[2023-07-24 15:58:17,449] [INFO] [utils.py:785:see_memory_usage] DeepSpeedZeRoOffload initialize [end] |
|
[2023-07-24 15:58:17,450] [INFO] [utils.py:786:see_memory_usage] MA 0.8 GB Max_MA 0.8 GB CA 0.8 GB Max_CA 1 GB |
|
[2023-07-24 15:58:17,450] [INFO] [utils.py:793:see_memory_usage] CPU Virtual Memory: used = 18.39 GB, percent = 3.7% |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:960:print] DeepSpeedEngine configuration: |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] activation_checkpointing_config { |
|
"partition_activations": false, |
|
"contiguous_memory_optimization": false, |
|
"cpu_checkpointing": false, |
|
"number_checkpoints": null, |
|
"synchronize_checkpoint_boundary": false, |
|
"profile": false |
|
} |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] aio_config ................... {'block_size': 1048576, 'queue_depth': 8, 'thread_count': 1, 'single_submit': False, 'overlap_events': True} |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] amp_enabled .................. False |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] amp_params ................... False |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] autotuning_config ............ { |
|
"enabled": false, |
|
"start_step": null, |
|
"end_step": null, |
|
"metric_path": null, |
|
"arg_mappings": null, |
|
"metric": "throughput", |
|
"model_info": null, |
|
"results_dir": "autotuning_results", |
|
"exps_dir": "autotuning_exps", |
|
"overwrite": true, |
|
"fast": true, |
|
"start_profile_step": 3, |
|
"end_profile_step": 5, |
|
"tuner_type": "gridsearch", |
|
"tuner_early_stopping": 5, |
|
"tuner_num_trials": 50, |
|
"model_info_path": null, |
|
"mp_size": 1, |
|
"max_train_batch_size": null, |
|
"min_train_batch_size": 1, |
|
"max_train_micro_batch_size_per_gpu": 1.024000e+03, |
|
"min_train_micro_batch_size_per_gpu": 1, |
|
"num_tuning_micro_batch_sizes": 3 |
|
} |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] bfloat16_enabled ............. False |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] checkpoint_parallel_write_pipeline False |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] checkpoint_tag_validation_enabled True |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] checkpoint_tag_validation_fail False |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] comms_config ................. <deepspeed.comm.config.DeepSpeedCommsConfig object at 0x7f06c428a950> |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] communication_data_type ...... None |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] compression_config ........... {'weight_quantization': {'shared_parameters': {'enabled': False, 'quantizer_kernel': False, 'schedule_offset': 0, 'quantize_groups': 1, 'quantize_verbose': False, 'quantization_type': 'symmetric', 'quantize_weight_in_forward': False, 'rounding': 'nearest', 'fp16_mixed_quantize': False, 'quantize_change_ratio': 0.001}, 'different_groups': {}}, 'activation_quantization': {'shared_parameters': {'enabled': False, 'quantization_type': 'symmetric', 'range_calibration': 'dynamic', 'schedule_offset': 1000}, 'different_groups': {}}, 'sparse_pruning': {'shared_parameters': {'enabled': False, 'method': 'l1', 'schedule_offset': 1000}, 'different_groups': {}}, 'row_pruning': {'shared_parameters': {'enabled': False, 'method': 'l1', 'schedule_offset': 1000}, 'different_groups': {}}, 'head_pruning': {'shared_parameters': {'enabled': False, 'method': 'topk', 'schedule_offset': 1000}, 'different_groups': {}}, 'channel_pruning': {'shared_parameters': {'enabled': False, 'method': 'l1', 'schedule_offset': 1000}, 'different_groups': {}}, 'layer_reduction': {'enabled': False}} |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] curriculum_enabled_legacy .... False |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] curriculum_params_legacy ..... False |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] data_efficiency_config ....... {'enabled': False, 'seed': 1234, 'data_sampling': {'enabled': False, 'num_epochs': 1000, 'num_workers': 0, 'curriculum_learning': {'enabled': False}}, 'data_routing': {'enabled': False, 'random_ltd': {'enabled': False, 'layer_token_lr_schedule': {'enabled': False}}}} |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] data_efficiency_enabled ...... False |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] dataloader_drop_last ......... False |
|
[2023-07-24 15:58:17,451] [INFO] [config.py:964:print] disable_allgather ............ False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] dump_state ................... False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] dynamic_loss_scale_args ...... None |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] eigenvalue_enabled ........... False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] eigenvalue_gas_boundary_resolution 1 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] eigenvalue_layer_name ........ bert.encoder.layer |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] eigenvalue_layer_num ......... 0 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] eigenvalue_max_iter .......... 100 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] eigenvalue_stability ......... 1e-06 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] eigenvalue_tol ............... 0.01 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] eigenvalue_verbose ........... False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] elasticity_enabled ........... False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] flops_profiler_config ........ { |
|
"enabled": false, |
|
"recompute_fwd_factor": 0.0, |
|
"profile_step": 1, |
|
"module_depth": -1, |
|
"top_modules": 1, |
|
"detailed": true, |
|
"output_file": null |
|
} |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] fp16_auto_cast ............... True |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] fp16_enabled ................. True |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] fp16_master_weights_and_gradients False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] global_rank .................. 0 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] grad_accum_dtype ............. None |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] gradient_accumulation_steps .. 1 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] gradient_clipping ............ 0.0 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] gradient_predivide_factor .... 1.0 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] hybrid_engine ................ enabled=False max_out_tokens=512 inference_tp_size=1 release_inference_cache=False pin_parameters=True tp_gather_partition_size=8 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] initial_dynamic_scale ........ 65536 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] load_universal_checkpoint .... False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] loss_scale ................... 0 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] memory_breakdown ............. False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] mics_hierarchial_params_gather False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] mics_shard_size .............. -1 |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] monitor_config ............... tensorboard=TensorBoardConfig(enabled=False, output_path='', job_name='DeepSpeedJobName') wandb=WandbConfig(enabled=False, group=None, team=None, project='deepspeed') csv_monitor=CSVConfig(enabled=False, output_path='', job_name='DeepSpeedJobName') enabled=False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] nebula_config ................ { |
|
"enabled": false, |
|
"persistent_storage_path": null, |
|
"persistent_time_interval": 100, |
|
"num_of_version_in_retention": 2, |
|
"enable_nebula_load": true, |
|
"load_path": null |
|
} |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] optimizer_legacy_fusion ...... False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] optimizer_name ............... None |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] optimizer_params ............. None |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] pipeline ..................... {'stages': 'auto', 'partition': 'best', 'seed_layers': False, 'activation_checkpoint_interval': 0} |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] pld_enabled .................. False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] pld_params ................... False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] prescale_gradients ........... False |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] scheduler_name ............... None |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] scheduler_params ............. None |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] sparse_attention ............. None |
|
[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] sparse_gradients_enabled ..... False |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] steps_per_print .............. inf |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] train_batch_size ............. 18 |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] train_micro_batch_size_per_gpu 3 |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] use_node_local_storage ....... False |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] wall_clock_breakdown ......... False |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] world_size ................... 6 |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] zero_allow_untested_optimizer False |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] zero_config .................. stage=3 contiguous_gradients=True reduce_scatter=True reduce_bucket_size=500,000,000 allgather_partitions=True allgather_bucket_size=500,000,000 overlap_comm=True load_from_fp32_weights=True elastic_checkpoint=False offload_param=DeepSpeedZeroOffloadParamConfig(device='none', nvme_path=None, buffer_count=5, buffer_size=100,000,000, max_in_cpu=1,000,000,000, pin_memory=False) offload_optimizer=DeepSpeedZeroOffloadOptimizerConfig(device='none', nvme_path=None, buffer_count=4, pin_memory=False, pipeline=False, pipeline_read=False, pipeline_write=False, fast_init=False) sub_group_size=1,000,000,000 cpu_offload_param=None cpu_offload_use_pin_memory=None cpu_offload=None prefetch_bucket_size=50,000,000 param_persistence_threshold=100,000 model_persistence_threshold=sys.maxsize max_live_parameters=1,000,000,000 max_reuse_distance=1,000,000,000 gather_16bit_weights_on_model_save=True stage3_gather_fp16_weights_on_model_save=False ignore_unused_parameters=True legacy_stage1=False round_robin_gradients=False mics_shard_size=-1 mics_hierarchical_params_gather=False memory_efficient_linear=True |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] zero_enabled ................. True |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] zero_force_ds_cpu_optimizer .. True |
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[2023-07-24 15:58:17,452] [INFO] [config.py:964:print] zero_optimization_stage ...... 3 |
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[2023-07-24 15:58:17,453] [INFO] [config.py:950:print_user_config] json = { |
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"train_batch_size": 18, |
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"train_micro_batch_size_per_gpu": 3, |
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"gradient_accumulation_steps": 1, |
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"zero_optimization": { |
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"stage": 3, |
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"offload_optimizer": { |
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"device": "none", |
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"nvme_path": null |
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}, |
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"offload_param": { |
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"device": "none", |
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"nvme_path": null |
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}, |
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"stage3_gather_16bit_weights_on_model_save": true |
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}, |
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"steps_per_print": inf, |
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"fp16": { |
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"enabled": true, |
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"auto_cast": true |
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}, |
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"bf16": { |
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"enabled": false |
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} |
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} |
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Using stable_adamw optimizer |
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Traceback (most recent call last): |
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File "/home/commune/Andromeda/Andromeda/train.py", line 667, in <module> |
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File "/home/commune/Andromeda/Andromeda/train.py", line 664, in main |
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File "/home/commune/Andromeda/Andromeda/train.py", line 519, in Train |
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beta_2=0.95, |
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File "/home/commune/Andromeda/Andromeda/train.py", line 294, in decoupled_optimizer |
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# Create an empty list to store the names of the LayerNorm and Embedding layer weights with no weight decay. |
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AttributeError: 'tuple' object has no attribute 'named_parameters' |
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Traceback (most recent call last): |
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File "/home/commune/Andromeda/Andromeda/train.py", line 667, in <module> |
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File "/home/commune/Andromeda/Andromeda/train.py", line 664, in main |
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File "/home/commune/Andromeda/Andromeda/train.py", line 519, in Train |
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beta_2=0.95, |
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File "/home/commune/Andromeda/Andromeda/train.py", line 294, in decoupled_optimizer |
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# Create an empty list to store the names of the LayerNorm and Embedding layer weights with no weight decay. |
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AttributeError: 'tuple' object has no attribute 'named_parameters' |
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