Delete args.json
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args.json
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{
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"use_ray": false,
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"ray_exp_name": null,
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"device_groups": null,
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"model": "/mnt/data/share-ssd/user/shaomingchen/code/long-audio/time-aware/ft_omni/Qwen3-Omni-30B-A3B-Instruct",
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"model_type": "qwen3_omni_moe",
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"model_revision": null,
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"task_type": "causal_lm",
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"torch_dtype": "bfloat16",
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| 10 |
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"attn_impl": null,
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"experts_impl": null,
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"new_special_tokens": [],
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"num_labels": null,
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"problem_type": null,
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"rope_scaling": null,
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"device_map": null,
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"max_memory": {},
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"max_model_len": null,
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"local_repo_path": null,
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"init_strategy": null,
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"template": "qwen3_omni",
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"system": "You are a helpful assistant.",
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"max_length": 32768,
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"truncation_strategy": "delete",
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"max_pixels": null,
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| 26 |
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"agent_template": null,
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"norm_bbox": null,
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"use_chat_template": true,
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"padding_side": "right",
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"padding_free": true,
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"loss_scale": "default",
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"sequence_parallel_size": 1,
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"template_backend": "swift",
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"response_prefix": null,
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"enable_thinking": null,
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| 36 |
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"add_non_thinking_prefix": true,
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"dataset": [
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"/mnt/data/share-ssd/user/shaomingchen/code/long-audio/time-aware/ft_omni/ms-swift-2-27-fsdp/examples/train/multimodal/data/train_ACM_MM/train.jsonl"
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],
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"val_dataset": [
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"/mnt/data/share-ssd/user/shaomingchen/code/long-audio/time-aware/ft_omni/ms-swift-2-27-fsdp/examples/train/multimodal/data/train_ACM_MM/val.jsonl"
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],
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"cached_dataset": [],
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"cached_val_dataset": [],
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| 45 |
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"split_dataset_ratio": 0.0,
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"data_seed": 42,
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"dataset_num_proc": 64,
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"load_from_cache_file": false,
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"dataset_shuffle": true,
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"val_dataset_shuffle": false,
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"streaming": false,
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"interleave_prob": null,
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"stopping_strategy": "first_exhausted",
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"shuffle_buffer_size": 1000,
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"download_mode": "reuse_dataset_if_exists",
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"columns": {},
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"strict": false,
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"remove_unused_columns": true,
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"model_name": [
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"swift-robot"
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],
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"model_author": [
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"swift"
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],
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"custom_dataset_info": [],
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"quant_method": null,
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"quant_bits": null,
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"hqq_axis": null,
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"bnb_4bit_compute_dtype": "bfloat16",
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"bnb_4bit_quant_type": "nf4",
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"bnb_4bit_use_double_quant": true,
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"bnb_4bit_quant_storage": null,
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| 73 |
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"max_new_tokens": null,
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"temperature": 0.9,
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"top_k": 50,
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"top_p": 0.9,
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"repetition_penalty": 1.0,
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"num_beams": 1,
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"stream": false,
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"stop_words": [],
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"logprobs": false,
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| 82 |
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"top_logprobs": null,
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| 83 |
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"structured_outputs_regex": null,
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"tuner_backend": "peft",
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"tuner_type": "full",
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"train_type": null,
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"adapters": [],
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"external_plugins": [],
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"custom_register_path": [],
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"seed": 42,
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"model_kwargs": {},
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"load_args": false,
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"load_data_args": false,
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"packing": false,
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"packing_length": null,
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"packing_num_proc": 1,
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"lazy_tokenize": true,
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"use_hf": false,
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"hub_token": null,
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"ddp_timeout": 18000000,
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"ddp_backend": "nccl",
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"ignore_args_error": false,
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"use_swift_lora": false,
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| 104 |
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"freeze_llm": false,
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"freeze_vit": false,
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"freeze_aligner": false,
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"freeze_parameters": [
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"visual.talker",
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"visual.code2wav"
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],
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"freeze_parameters_regex": null,
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| 112 |
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"freeze_parameters_ratio": 0.0,
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| 113 |
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"trainable_parameters": [
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"visual.thinker.audio_tower.proj1",
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"visual.thinker.audio_tower.proj2",
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"visual.thinker.visual.merger",
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"visual.thinker.visual.merger_list"
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],
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"trainable_parameters_regex": null,
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"target_modules": [
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"all-linear"
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],
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"target_regex": null,
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| 124 |
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"modules_to_save": [],
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"lora_rank": 8,
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"lora_alpha": 32,
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"lora_dropout": 0.05,
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"lora_bias": "none",
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"lora_dtype": null,
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| 130 |
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"use_rslora": false,
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| 131 |
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"rlhf_type": null,
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| 132 |
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"loss_type": null,
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| 133 |
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"mcore_ref_model": null,
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"mcore_ref_adapter": null,
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| 135 |
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"beta": null,
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| 136 |
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"rpo_alpha": null,
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"reference_free": false,
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"label_smoothing": 0.0,
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"f_divergence_type": "reverse_kl",
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"desirable_weight": 1.0,
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"undesirable_weight": 1.0,
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"calculate_KL": null,
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| 143 |
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"center_rewards_coefficient": null,
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| 144 |
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"teacher_model": null,
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"teacher_model_type": null,
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"teacher_model_revision": null,
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| 147 |
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"lmbda": 0.5,
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| 148 |
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"seq_kd": false,
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"offload_teacher_model": false,
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| 150 |
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"sft_alpha": 0.0,
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| 151 |
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"generation_batch_size": null,
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| 152 |
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"steps_per_generation": null,
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| 153 |
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"num_generations": 8,
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| 154 |
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"num_generations_eval": null,
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| 155 |
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"max_completion_length": 512,
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| 156 |
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"importance_sampling_level": "token",
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| 157 |
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"tau_pos": 1.0,
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| 158 |
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"tau_neg": 1.05,
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| 159 |
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"epsilon": 0.2,
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| 160 |
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"epsilon_high": null,
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| 161 |
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"delta": null,
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| 162 |
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"use_vllm": true,
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| 163 |
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"vllm_mode": null,
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| 164 |
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"vllm_enable_prefix_caching": true,
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| 165 |
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"vllm_gpu_memory_utilization": 0.9,
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| 166 |
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"vllm_tensor_parallel_size": 1,
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"vllm_max_model_len": null,
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| 168 |
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"vllm_enforce_eager": false,
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"vllm_limit_mm_per_prompt": null,
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"vllm_disable_cascade_attn": false,
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"vllm_max_num_seqs": null,
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"vllm_mm_processor_cache_gb": null,
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| 173 |
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"vllm_engine_kwargs": null,
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"sleep_level": 0,
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"offload_optimizer": false,
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"offload_model": false,
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"offload_bridge": false,
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"vllm_server_base_url": null,
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"vllm_server_host": null,
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"vllm_server_port": [
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8000
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],
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"vllm_server_timeout": 240.0,
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| 184 |
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"vllm_server_group_port": null,
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| 185 |
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"reward_funcs": [],
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"reward_weights": null,
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"cosine_min_len_value_wrong": -0.5,
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| 188 |
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"cosine_max_len_value_wrong": 0.0,
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| 189 |
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"cosine_min_len_value_correct": 1.0,
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| 190 |
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"cosine_max_len_value_correct": 0.5,
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| 191 |
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"cosine_max_len": null,
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| 192 |
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"repetition_n_grams": 3,
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| 193 |
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"repetition_max_penalty": -1.0,
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| 194 |
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"soft_max_length": null,
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| 195 |
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"soft_cache_length": null,
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| 196 |
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"dynamic_sample": false,
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"max_resample_times": 3,
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"overlong_filter": false,
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"scale_rewards": "group",
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"advantage_estimator": "grpo",
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"kl_in_reward": false,
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| 202 |
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"wandb_log_unique_prompts": null,
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| 203 |
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"log_completions": false,
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| 204 |
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"rollout_importance_sampling_mode": null,
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| 205 |
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"rollout_importance_sampling_threshold": 2.0,
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| 206 |
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"log_rollout_offpolicy_metrics": false,
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"off_policy_sequence_mask_delta": null,
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| 208 |
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"log_entropy": false,
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"top_entropy_quantile": 1.0,
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"reward_model": null,
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| 211 |
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"reward_model_plugin": null,
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"sync_ref_model": false,
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"ref_model_sync_steps": 512,
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"ref_model_mixup_alpha": 0.6,
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| 215 |
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"async_generate": false,
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| 216 |
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"move_model_batches": null,
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"multi_turn_scheduler": null,
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"max_turns": null,
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"completion_length_limit_scope": "per_round",
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"vllm_server_pass_dataset": false,
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"num_iterations": 1,
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"micro_batch_size": 1,
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"global_batch_size": 64,
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"recompute_granularity": "full",
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"recompute_method": "uniform",
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"recompute_num_layers": 1,
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"recompute_modules": [
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"core_attn"
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],
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"train_iters": null,
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| 231 |
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"num_train_epochs": 5,
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| 232 |
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"masked_softmax_fusion": true,
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| 233 |
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"bias_dropout_fusion": true,
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"bias_activation_fusion": true,
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"apply_rope_fusion": false,
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"gradient_accumulation_fusion": false,
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"cross_entropy_loss_fusion": true,
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"cross_entropy_fusion_impl": "native",
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"calculate_per_token_loss": true,
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"attention_backend": "<AttnBackend.flash: 1>",
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"optimizer": "adam",
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| 242 |
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"optimizer_cpu_offload": false,
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| 243 |
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"optimizer_offload_fraction": 1.0,
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| 244 |
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"use_precision_aware_optimizer": false,
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| 245 |
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"main_grads_dtype": "float32",
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| 246 |
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"main_params_dtype": "float32",
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"exp_avg_dtype": "float32",
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| 248 |
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"exp_avg_sq_dtype": "float32",
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"manual_gc": false,
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| 250 |
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"manual_gc_steps": 0,
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| 251 |
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"manual_gc_eval": true,
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| 252 |
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"train_dataloader_shuffle": true,
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| 253 |
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"dataloader_num_workers": 4,
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| 254 |
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"dataloader_pin_memory": true,
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| 255 |
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"dataloader_persistent_workers": true,
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| 256 |
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"dataloader_prefetch_factor": 2,
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| 257 |
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"data_sharding": false,
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| 258 |
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"group_by_length": false,
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| 259 |
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"te_rng_tracker": false,
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| 260 |
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"data_parallel_random_init": false,
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"mlp_padding_free": false,
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| 262 |
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"lr_warmup_init": 0.0,
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| 263 |
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"lr": 0.0001,
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"lr_decay_style": "cosine",
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"lr_decay_iters": null,
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"lr_warmup_iters": 0,
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| 267 |
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"lr_warmup_fraction": 0.1,
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| 268 |
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"min_lr": 1e-06,
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| 269 |
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"lr_wsd_decay_style": "exponential",
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| 270 |
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"lr_wsd_decay_iters": null,
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| 271 |
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"weight_decay": 0.1,
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"weight_decay_incr_style": "constant",
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| 273 |
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"start_weight_decay": 0.1,
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| 274 |
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"end_weight_decay": 0.1,
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| 275 |
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"clip_grad": 1.0,
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| 276 |
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"adam_beta1": 0.9,
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| 277 |
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"adam_beta2": 0.95,
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| 278 |
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"adam_eps": 1e-08,
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| 279 |
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"sgd_momentum": 0.9,
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| 280 |
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"output_dir": "/mnt/data/share-oss/user/shaomingchen/ckpt/long-audio/time-aware/exp12/v1-20260309-155539",
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"save_steps": 800,
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| 282 |
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"no_save_optim": true,
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| 283 |
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"no_save_rng": true,
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| 284 |
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"mcore_model": null,
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| 285 |
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"mcore_adapter": null,
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| 286 |
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"no_load_optim": false,
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| 287 |
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"no_load_rng": false,
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| 288 |
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"finetune": true,
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"perform_initialization": false,
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| 290 |
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"use_cpu_initialization": false,
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| 291 |
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"async_save": false,
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| 292 |
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"save_total_limit": null,
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| 293 |
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"metric_for_best_model": "loss",
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| 294 |
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"greater_is_better": false,
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| 295 |
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"use_persistent_ckpt_worker": false,
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| 296 |
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"dist_ckpt_save_pre_mcore_014": false,
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| 297 |
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"dist_ckpt_optim_fully_reshardable": false,
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| 298 |
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"distrib_optim_fully_reshardable_mem_efficient": false,
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| 299 |
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"local_rank": 0,
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| 300 |
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"use_distributed_optimizer": true,
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| 301 |
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"tensor_model_parallel_size": 2,
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| 302 |
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"pipeline_model_parallel_size": 1,
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| 303 |
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"decoder_first_pipeline_num_layers": null,
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| 304 |
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"decoder_last_pipeline_num_layers": null,
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| 305 |
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"account_for_embedding_in_pipeline_split": false,
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| 306 |
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"account_for_loss_in_pipeline_split": false,
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| 307 |
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"overlap_p2p_comm": false,
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| 308 |
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"align_param_gather": false,
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| 309 |
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"sequence_parallel": true,
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| 310 |
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"context_parallel_size": 1,
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| 311 |
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"tp_comm_overlap": false,
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| 312 |
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"overlap_grad_reduce": false,
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| 313 |
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"overlap_param_gather": false,
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| 314 |
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"overlap_param_gather_with_optimizer_step": false,
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| 315 |
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"align_grad_reduce": true,
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| 316 |
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"virtual_pipeline_model_parallel_size": null,
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| 317 |
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"microbatch_group_size_per_vp_stage": null,
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| 318 |
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"pipeline_model_parallel_layout": null,
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| 319 |
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"expert_model_parallel_size": 4,
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| 320 |
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"expert_tensor_parallel_size": 1,
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| 321 |
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"report_to": [
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"tensorboard"
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],
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"logging_steps": 5,
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"tensorboard_dir": "/mnt/data/share-oss/user/shaomingchen/ckpt/long-audio/time-aware/exp12/v1-20260309-155539/runs",
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"tensorboard_queue_size": 50,
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"wandb_project": "megatron-swift",
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"wandb_exp_name": null,
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"swanlab_project": "megatron-swift",
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"swanlab_exp_name": null,
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| 331 |
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"eval_iters": -1,
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| 332 |
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"eval_steps": 800,
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| 333 |
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"fp8_format": null,
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"fp8_recipe": "delayed",
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"fp8_amax_history_len": 1024,
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| 336 |
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"fp8_amax_compute_algo": "max",
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"fp8_param_gather": false,
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"fp16": false,
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| 339 |
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"bf16": true,
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| 340 |
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"apply_query_key_layer_scaling": false,
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| 341 |
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"attention_softmax_in_fp32": true,
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| 342 |
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"accumulate_allreduce_grads_in_fp32": true,
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| 343 |
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"moe_router_load_balancing_type": null,
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| 344 |
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"moe_router_dtype": "fp32",
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| 345 |
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"moe_token_dispatcher_type": null,
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| 346 |
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"moe_enable_deepep": false,
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"moe_grouped_gemm": true,
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| 348 |
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"moe_permute_fusion": true,
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| 349 |
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"moe_aux_loss_coeff": 0.001,
|
| 350 |
-
"moe_z_loss_coeff": null,
|
| 351 |
-
"moe_shared_expert_overlap": true,
|
| 352 |
-
"moe_layer_recompute": false,
|
| 353 |
-
"moe_expert_capacity_factor": null,
|
| 354 |
-
"moe_pad_expert_input_to_capacity": false,
|
| 355 |
-
"moe_token_drop_policy": null,
|
| 356 |
-
"mtp_num_layers": null,
|
| 357 |
-
"mtp_loss_scaling_factor": 0.1,
|
| 358 |
-
"save_safetensors": true,
|
| 359 |
-
"ref_model": null,
|
| 360 |
-
"ref_adapters": [],
|
| 361 |
-
"merge_lora": true,
|
| 362 |
-
"max_shard_size": "5GB",
|
| 363 |
-
"vit_gradient_checkpointing": true,
|
| 364 |
-
"vit_lr": null,
|
| 365 |
-
"aligner_lr": null,
|
| 366 |
-
"gradient_checkpointing_kwargs": null,
|
| 367 |
-
"check_model": true,
|
| 368 |
-
"apply_wd_to_qk_layernorm": false,
|
| 369 |
-
"enable_dft_loss": false,
|
| 370 |
-
"enable_channel_loss": false,
|
| 371 |
-
"save_strategy": "steps",
|
| 372 |
-
"callbacks": [
|
| 373 |
-
"print",
|
| 374 |
-
"default_flow",
|
| 375 |
-
"tensorboard"
|
| 376 |
-
],
|
| 377 |
-
"add_version": true,
|
| 378 |
-
"create_checkpoint_symlink": false,
|
| 379 |
-
"swift_version": "4.0.0.dev0",
|
| 380 |
-
"ckpt_dir": null,
|
| 381 |
-
"rank": 0,
|
| 382 |
-
"global_world_size": 64,
|
| 383 |
-
"local_world_size": 8,
|
| 384 |
-
"model_suffix": "Qwen3-Omni-30B-A3B-Instruct",
|
| 385 |
-
"model_info": "ModelInfo(model_type='qwen3_omni_moe', model_dir='/mnt/data/share-ssd/user/shaomingchen/code/long-audio/time-aware/ft_omni/Qwen3-Omni-30B-A3B-Instruct', torch_dtype=torch.bfloat16, max_model_len=65536, quant_method=None, quant_bits=None, rope_scaling={'interleaved': True, 'mrope_section': [24, 20, 20], 'rope_type': 'default', 'type': 'default'}, is_moe_model=True, is_multimodal=True, config=None, task_type='causal_lm', num_labels=None)",
|
| 386 |
-
"model_meta": "ModelMeta(model_type='qwen3_omni_moe', model_groups=[ModelGroup(models=[Model(ms_model_id='Qwen/Qwen3-Omni-30B-A3B-Instruct', hf_model_id='Qwen/Qwen3-Omni-30B-A3B-Instruct', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-Omni-30B-A3B-Thinking', hf_model_id='Qwen/Qwen3-Omni-30B-A3B-Thinking', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-Omni-30B-A3B-Captioner', hf_model_id='Qwen/Qwen3-Omni-30B-A3B-Captioner', model_path=None, ms_revision=None, hf_revision=None)], template='qwen3_omni', ignore_patterns=None, requires=None, tags=[])], loader=<class 'swift.model.models.qwen.Qwen3OmniLoader'>, template='qwen3_omni', model_arch=MultiModelKeys(arch_name='qwen3_omni', embedding=None, module_list=None, lm_head=None, q_proj=None, k_proj=None, v_proj=None, o_proj=None, attention=None, mlp=None, down_proj=None, qkv_proj=None, qk_proj=None, qa_proj=None, qb_proj=None, kv_proj=None, kva_proj=None, kvb_proj=None, language_model=['thinker.model', 'thinker.lm_head'], aligner=['thinker.audio_tower.proj1', 'thinker.audio_tower.proj2', 'thinker.visual.merger', 'thinker.visual.merger_list'], vision_tower=['thinker.audio_tower', 'thinker.visual'], generator=['talker', 'code2wav']), architectures=['Qwen3OmniMoeForConditionalGeneration'], additional_saved_files=[], torch_dtype=None, is_multimodal=True, is_reward=False, task_type=None, ignore_patterns=None, requires=['transformers>=4.57.dev0', 'soundfile', 'decord', 'qwen_omni_utils'], tags=[])",
|
| 387 |
-
"model_dir": "/mnt/data/share-ssd/user/shaomingchen/code/long-audio/time-aware/ft_omni/Qwen3-Omni-30B-A3B-Instruct",
|
| 388 |
-
"template_meta": "QwenTemplateMeta(template_type='qwen3_omni', prefix=[], prompt=['<|im_start|>user\\n{{QUERY}}<|im_end|>\\n<|im_start|>assistant\\n'], chat_sep=['<|im_end|>\\n'], suffix=['<|im_end|>\\n'], template_cls=<class 'swift.template.templates.qwen.Qwen3OmniTemplate'>, system_prefix=['<|im_start|>system\\n{{SYSTEM}}<|im_end|>\\n'], default_system=None, auto_add_bos=False, stop_words=['<|endoftext|>'], agent_template='hermes', is_thinking=False, thinking_prefix='<think>\\n', non_thinking_prefix='', history_thinking_prefix='')",
|
| 389 |
-
"_val_dataset_exists": true,
|
| 390 |
-
"hub": "<class 'swift.hub.hub.MSHub'>",
|
| 391 |
-
"seq_length": 32768,
|
| 392 |
-
"is_multimodal": true,
|
| 393 |
-
"megatron_model_meta": "MegatronModelMeta(megatron_model_type='qwen3_omni', model_types=['qwen3_omni_moe'], bridge_cls=<class 'swift.megatron.model.mm_gpts.qwen3_vl.Qwen3OmniBridge'>, visual_cls=<class 'swift.megatron.model.mm_gpts.qwen3_vl.Qwen3Omni_Vit'>, is_multimodal=True, loader=<class 'swift.megatron.model.mm_gpts.qwen3_vl.Qwen3VLLoader'>)",
|
| 394 |
-
"fp8": null,
|
| 395 |
-
"params_dtype": "bfloat16",
|
| 396 |
-
"world_size": 64,
|
| 397 |
-
"data_parallel_size": 32,
|
| 398 |
-
"num_microbatches": 2
|
| 399 |
-
}
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