Qwen2.5-7B_code / experiment_metadata.json
jalenluorion's picture
Upload run metadata
8839dd9 verified
{
"dataset_path": "/scratch/trl_sft_l40s_jalenl_7277350_0/Qwen2.5-7B_code/prepared_datasets/Qwen2.5-7B/code/full_drop_over_2048_kept_target_v2",
"dataset_rows": 50000,
"hub_model_id": "jalenluorion/Qwen2.5-7B_code",
"model": "/scratch/trl_sft_l40s_jalenl_7277350_0/Qwen2.5-7B_code/runtime_cache/hf_home/hub/models--Qwen--Qwen2.5-7B/snapshots/d149729398750b98c0af14eb82c78cfe92750796",
"output_dir": "/scratch/trl_sft_l40s_jalenl_7277350_0/Qwen2.5-7B_code/output_root/Qwen2.5-7B_code",
"resolved_config": {
"model": {
"attn_implementation": "sdpa",
"family": "qwen",
"low_cpu_mem_usage": true,
"model_name_or_path": "/scratch/trl_sft_l40s_jalenl_7277350_0/Qwen2.5-7B_code/runtime_cache/hf_home/hub/models--Qwen--Qwen2.5-7B/snapshots/d149729398750b98c0af14eb82c78cfe92750796",
"prepared_dataset_key": "Qwen2.5-7B",
"torch_dtype": "bfloat16",
"trust_remote_code": true
},
"run": {
"analysis_backend": "cpu",
"analysis_device": null,
"analysis_visible_devices": null,
"analysis_workers": 8,
"checkpoint_copy_latest_only": true,
"checkpoint_metric_profile": "checkpoint_scalar",
"final_metric_profile": "standard",
"hub_private_repo": false,
"hub_strategy": "end",
"max_input_tokens": 2048,
"max_steps_override": null,
"max_train_samples": null,
"min_free_gb": 150,
"output_root": "/scratch/trl_sft_l40s_jalenl_7277350_0/Qwen2.5-7B_code/output_root",
"persist_root": "/data/user_data/jalenl/trl_sft_l40s_outputs",
"prepared_dataset_root": "/scratch/trl_sft_l40s_jalenl_7277350_0/Qwen2.5-7B_code/prepared_datasets",
"profile_name": "l40s_4gpu_cpu_analysis",
"push_final_to_hub": true,
"remove_checkpoints_after_final": true,
"seed": 42,
"spectral_scratch_root": "/scratch/trl_sft_l40s_jalenl/spectral_snapshots",
"wandb_project": "spectral-phase3-trl-sft-l40s"
},
"task": {
"name": "code"
},
"training": {
"assistant_only_loss": false,
"bf16": true,
"completion_only_loss": true,
"dataloader_num_workers": 4,
"dataloader_persistent_workers": true,
"dataloader_pin_memory": true,
"dataloader_prefetch_factor": 2,
"dataset_num_proc": 8,
"ddp_timeout": 21600,
"deepspeed": null,
"distributed_strategy": "fsdp",
"eos_token": "<|im_end|>",
"fsdp": "full_shard auto_wrap",
"fsdp_config": {
"activation_checkpointing": true,
"auto_wrap_policy": "TRANSFORMER_BASED_WRAP",
"backward_prefetch": "BACKWARD_PRE",
"limit_all_gathers": true,
"min_num_params": 0,
"use_orig_params": true,
"xla": false,
"xla_fsdp_grad_ckpt": false,
"xla_fsdp_v2": false
},
"gradient_accumulation_steps": 16,
"gradient_checkpointing": true,
"learning_rate": 2e-05,
"logging_steps": 10,
"logging_strategy": "steps",
"lr_scheduler_type": "cosine",
"max_length": null,
"num_train_epochs": 3,
"optim": "adamw_torch_fused",
"packing": false,
"packing_strategy": "bfd_split",
"padding_free": false,
"per_device_train_batch_size": 1,
"remove_unused_columns": false,
"report_to": [],
"save_steps": null,
"save_strategy": "steps",
"save_total_limit": 2,
"tf32": true,
"truncation_mode": "keep_start",
"use_liger_kernel": false,
"warmup_ratio": 0.03,
"weight_decay": 0.01
}
},
"resume_from_checkpoint": "/scratch/trl_sft_l40s_jalenl_7277350_0/Qwen2.5-7B_code/resume_checkpoint/checkpoint-1950",
"run_name": "Qwen2.5-7B_code",
"task": "code",
"train_dataset_columns": [
"row_id",
"task",
"input_ids",
"completion_mask"
],
"trainer_args": {
"accelerator_config": {
"dispatch_batches": null,
"even_batches": true,
"gradient_accumulation_kwargs": null,
"non_blocking": false,
"split_batches": false,
"use_seedable_sampler": true
},
"activation_offloading": false,
"adafactor": false,
"adam_beta1": 0.9,
"adam_beta2": 0.999,
"adam_epsilon": 1e-08,
"assistant_only_loss": false,
"auto_find_batch_size": false,
"average_tokens_across_devices": true,
"batch_eval_metrics": false,
"bf16": true,
"bf16_full_eval": false,
"chat_template_path": null,
"completion_only_loss": true,
"data_seed": 42,
"dataloader_drop_last": false,
"dataloader_num_workers": 4,
"dataloader_persistent_workers": true,
"dataloader_pin_memory": true,
"dataloader_prefetch_factor": 2,
"dataset_kwargs": null,
"dataset_num_proc": 8,
"dataset_text_field": "text",
"ddp_backend": null,
"ddp_broadcast_buffers": null,
"ddp_bucket_cap_mb": null,
"ddp_find_unused_parameters": null,
"ddp_timeout": 21600,
"debug": [],
"deepspeed": null,
"disable_tqdm": false,
"do_eval": false,
"do_predict": false,
"do_train": false,
"eos_token": "<EOS_TOKEN>",
"eval_accumulation_steps": null,
"eval_delay": 0,
"eval_do_concat_batches": true,
"eval_on_start": false,
"eval_packing": null,
"eval_steps": null,
"eval_strategy": "no",
"eval_use_gather_object": false,
"fp16": false,
"fp16_backend": "auto",
"fp16_full_eval": false,
"fp16_opt_level": "O1",
"fsdp": [
"full_shard",
"auto_wrap"
],
"fsdp_config": {
"activation_checkpointing": true,
"auto_wrap_policy": "TRANSFORMER_BASED_WRAP",
"backward_prefetch": "BACKWARD_PRE",
"limit_all_gathers": true,
"min_num_params": 0,
"use_orig_params": true,
"xla": false,
"xla_fsdp_grad_ckpt": false,
"xla_fsdp_v2": false
},
"fsdp_min_num_params": 0,
"fsdp_transformer_layer_cls_to_wrap": null,
"full_determinism": false,
"gradient_accumulation_steps": 16,
"gradient_checkpointing": false,
"gradient_checkpointing_kwargs": null,
"greater_is_better": null,
"group_by_length": false,
"half_precision_backend": "auto",
"hub_always_push": false,
"hub_model_id": "jalenluorion/Qwen2.5-7B_code",
"hub_private_repo": false,
"hub_revision": null,
"hub_strategy": "end",
"hub_token": "<HUB_TOKEN>",
"ignore_data_skip": false,
"include_for_metrics": [],
"include_inputs_for_metrics": false,
"include_num_input_tokens_seen": "no",
"include_tokens_per_second": false,
"jit_mode_eval": false,
"label_names": null,
"label_smoothing_factor": 0.0,
"learning_rate": 2e-05,
"length_column_name": "length",
"liger_kernel_config": null,
"load_best_model_at_end": false,
"local_rank": 0,
"log_level": "passive",
"log_level_replica": "warning",
"log_on_each_node": true,
"logging_dir": "/scratch/trl_sft_l40s_jalenl_7277350_0/Qwen2.5-7B_code/output_root/Qwen2.5-7B_code/runs/Apr20_17-30-49_babel-x5-20",
"logging_first_step": false,
"logging_nan_inf_filter": true,
"logging_steps": 10,
"logging_strategy": "steps",
"loss_type": "nll",
"lr_scheduler_kwargs": null,
"lr_scheduler_type": "cosine",
"max_grad_norm": 1.0,
"max_length": null,
"max_steps": -1,
"metric_for_best_model": null,
"model_init_kwargs": {
"attn_implementation": "sdpa",
"device_map": null,
"dtype": "bfloat16",
"low_cpu_mem_usage": true,
"trust_remote_code": true
},
"mp_parameters": "",
"neftune_noise_alpha": null,
"no_cuda": false,
"num_train_epochs": 3,
"optim": "adamw_torch_fused",
"optim_args": null,
"optim_target_modules": null,
"output_dir": "/scratch/trl_sft_l40s_jalenl_7277350_0/Qwen2.5-7B_code/output_root/Qwen2.5-7B_code",
"overwrite_output_dir": false,
"packing": false,
"packing_strategy": "bfd_split",
"pad_to_multiple_of": null,
"pad_token": "<PAD_TOKEN>",
"padding_free": false,
"parallelism_config": null,
"past_index": -1,
"per_device_eval_batch_size": 8,
"per_device_train_batch_size": 1,
"per_gpu_eval_batch_size": null,
"per_gpu_train_batch_size": null,
"prediction_loss_only": false,
"project": "huggingface",
"push_to_hub": false,
"push_to_hub_model_id": null,
"push_to_hub_organization": null,
"push_to_hub_token": "<PUSH_TO_HUB_TOKEN>",
"ray_scope": "last",
"remove_unused_columns": false,
"report_to": [],
"restore_callback_states_from_checkpoint": false,
"resume_from_checkpoint": null,
"run_name": "Qwen2.5-7B_code",
"save_on_each_node": false,
"save_only_model": false,
"save_safetensors": true,
"save_steps": 390,
"save_strategy": "steps",
"save_total_limit": 2,
"seed": 42,
"shuffle_dataset": false,
"skip_memory_metrics": true,
"tf32": true,
"torch_compile": false,
"torch_compile_backend": null,
"torch_compile_mode": null,
"torch_empty_cache_steps": null,
"torchdynamo": null,
"tpu_metrics_debug": false,
"tpu_num_cores": null,
"trackio_space_id": "trackio",
"truncation_mode": "keep_start",
"use_cpu": false,
"use_legacy_prediction_loop": false,
"use_liger_kernel": false,
"use_mps_device": false,
"warmup_ratio": 0.03,
"warmup_steps": 0,
"weight_decay": 0.01
}
}