VideoGRM / args.json
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{
"use_ray": false,
"ray_exp_name": null,
"device_groups": null,
"model": "Qwen3-8B-VL-Instruct",
"model_type": "qwen3_vl",
"model_revision": null,
"task_type": "causal_lm",
"torch_dtype": "bfloat16",
"attn_impl": null,
"experts_impl": null,
"new_special_tokens": [],
"num_labels": null,
"problem_type": null,
"rope_scaling": null,
"device_map": null,
"max_memory": {},
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"local_repo_path": null,
"init_strategy": null,
"template": "qwen3_vl",
"system": null,
"max_length": 28672,
"truncation_strategy": "left",
"max_pixels": null,
"agent_template": null,
"norm_bbox": null,
"use_chat_template": true,
"padding_side": "right",
"padding_free": true,
"loss_scale": "last_round",
"sequence_parallel_size": 1,
"template_backend": "swift",
"response_prefix": null,
"enable_thinking": null,
"add_non_thinking_prefix": true,
"dataset": [
"TrainSetData/PreferencePairs/data/video_homels_qwen3vl_instruct_1k_image_list_sampled_filtered.jsonl",
"TrainSetData/PreferencePairs/data/video_homels_qwen3vl_instruct_2k_image_list_sampled_filtered.jsonl",
"TrainSetData/PreferencePairs/data/qwen3vl_instruct_pairs_10k_image_list_sampled_filtered.jsonl",
"TrainSetData/PreferencePairs/data/qwen3vl_thinking_paris_20k_image_list_sampled_filtered.jsonl",
"TrainSetData/PreferencePairs/data/r1_reward_17k.jsonl",
"TrainSetData/PreferencePairs/data/llava_critic_r1_35k.jsonl",
"TrainSetData/PreferencePairs/data/omni_rlaifv.jsonl",
"TrainSetData/PreferencePairs/data/omni_vlfeedback.jsonl",
"TrainSetData/PreferencePairs/data/omnialign.jsonl"
],
"val_dataset": [],
"cached_dataset": [],
"cached_val_dataset": [],
"split_dataset_ratio": 0.0,
"data_seed": 42,
"dataset_num_proc": 1,
"load_from_cache_file": false,
"dataset_shuffle": true,
"val_dataset_shuffle": false,
"streaming": false,
"interleave_prob": null,
"stopping_strategy": "first_exhausted",
"shuffle_buffer_size": 1000,
"download_mode": "reuse_dataset_if_exists",
"columns": {},
"strict": false,
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"model_name": null,
"model_author": null,
"custom_dataset_info": [],
"quant_method": null,
"quant_bits": null,
"hqq_axis": null,
"bnb_4bit_compute_dtype": "bfloat16",
"bnb_4bit_quant_type": "nf4",
"bnb_4bit_use_double_quant": true,
"bnb_4bit_quant_storage": null,
"max_new_tokens": null,
"temperature": 1.0,
"top_k": 50,
"top_p": 0.9,
"repetition_penalty": 1.0,
"num_beams": 1,
"stream": false,
"stop_words": [],
"logprobs": false,
"top_logprobs": null,
"structured_outputs_regex": null,
"tuner_backend": "peft",
"tuner_type": "full",
"train_type": null,
"adapters": [],
"external_plugins": [
"ms-swift/examples/train/grpo/plugin/plugin.py"
],
"custom_register_path": [],
"seed": 42,
"model_kwargs": {},
"load_args": false,
"load_data_args": false,
"packing": false,
"packing_length": null,
"packing_num_proc": 1,
"lazy_tokenize": true,
"use_hf": false,
"hub_token": null,
"ddp_timeout": 18000000,
"ddp_backend": "nccl",
"ignore_args_error": false,
"use_swift_lora": false,
"freeze_llm": false,
"freeze_vit": true,
"freeze_aligner": false,
"freeze_parameters": [
"visual.visual"
],
"freeze_parameters_regex": null,
"freeze_parameters_ratio": 0.0,
"trainable_parameters": [
"visual.visual.merger",
"visual.visual.deepstack_merger_list"
],
"trainable_parameters_regex": null,
"target_modules": [
"all-linear"
],
"target_regex": null,
"modules_to_save": [],
"lora_rank": 8,
"lora_alpha": 32,
"lora_dropout": 0.05,
"lora_bias": "none",
"lora_dtype": null,
"use_rslora": false,
"rlhf_type": "grpo",
"loss_type": "grpo",
"mcore_ref_model": null,
"mcore_ref_adapter": null,
"beta": 0.001,
"rpo_alpha": null,
"reference_free": false,
"label_smoothing": 0.0,
"f_divergence_type": "reverse_kl",
"desirable_weight": 1.0,
"undesirable_weight": 1.0,
"calculate_KL": null,
"center_rewards_coefficient": null,
"teacher_model": null,
"teacher_model_type": null,
"teacher_model_revision": null,
"teacher_model_server": null,
"gkd_logits_topk": null,
"lmbda": 0.5,
"seq_kd": false,
"offload_teacher_model": false,
"sft_alpha": 0.0,
"generation_batch_size": 512,
"steps_per_generation": 4,
"num_generations": 4,
"num_generations_eval": null,
"max_completion_length": 4096,
"importance_sampling_level": "token",
"tau_pos": 1.0,
"tau_neg": 1.05,
"epsilon": 0.2,
"epsilon_high": 0.2,
"delta": null,
"use_vllm": true,
"vllm_mode": "colocate",
"vllm_enable_prefix_caching": true,
"vllm_gpu_memory_utilization": 0.8,
"vllm_tensor_parallel_size": 8,
"vllm_max_model_len": 32768,
"vllm_enforce_eager": false,
"vllm_limit_mm_per_prompt": null,
"vllm_disable_cascade_attn": false,
"vllm_max_num_seqs": null,
"vllm_mm_processor_cache_gb": null,
"vllm_engine_kwargs": {},
"sleep_level": 2,
"offload_optimizer": true,
"offload_model": true,
"offload_bridge": false,
"vllm_server_base_url": null,
"vllm_server_host": null,
"vllm_server_port": [
8000
],
"vllm_server_timeout": 240.0,
"vllm_server_group_port": null,
"reward_funcs": [
"external_pair_judge_reward"
],
"reward_weights": null,
"cosine_min_len_value_wrong": -0.5,
"cosine_max_len_value_wrong": 0.0,
"cosine_min_len_value_correct": 1.0,
"cosine_max_len_value_correct": 0.5,
"cosine_max_len": null,
"repetition_n_grams": 3,
"repetition_max_penalty": -1.0,
"soft_max_length": null,
"soft_cache_length": null,
"dynamic_sample": false,
"max_resample_times": 3,
"overlong_filter": true,
"scale_rewards": "group",
"advantage_estimator": "grpo",
"kl_in_reward": false,
"wandb_log_unique_prompts": null,
"log_completions": true,
"rollout_importance_sampling_mode": null,
"rollout_importance_sampling_threshold": 2.0,
"log_rollout_offpolicy_metrics": false,
"off_policy_sequence_mask_delta": null,
"log_entropy": false,
"top_entropy_quantile": 1.0,
"reward_model": null,
"reward_model_plugin": null,
"sync_ref_model": false,
"ref_model_sync_steps": 512,
"ref_model_mixup_alpha": 0.6,
"async_generate": false,
"move_model_batches": null,
"multi_turn_scheduler": null,
"max_turns": null,
"completion_length_limit_scope": "per_round",
"vllm_server_pass_dataset": false,
"num_iterations": 1,
"micro_batch_size": 1,
"global_batch_size": 128,
"recompute_granularity": "selective",
"recompute_method": null,
"recompute_num_layers": null,
"recompute_modules": [
"core_attn"
],
"train_iters": null,
"num_train_epochs": 2,
"masked_softmax_fusion": true,
"bias_dropout_fusion": true,
"bias_activation_fusion": true,
"apply_rope_fusion": false,
"gradient_accumulation_fusion": true,
"cross_entropy_loss_fusion": true,
"cross_entropy_fusion_impl": "te",
"calculate_per_token_loss": false,
"attention_backend": "<AttnBackend.flash: 1>",
"optimizer": "adam",
"optimizer_cpu_offload": false,
"optimizer_offload_fraction": 1.0,
"use_precision_aware_optimizer": false,
"main_grads_dtype": "float32",
"main_params_dtype": "float32",
"exp_avg_dtype": "float32",
"exp_avg_sq_dtype": "float32",
"manual_gc": false,
"manual_gc_steps": 0,
"manual_gc_eval": true,
"train_dataloader_shuffle": true,
"dataloader_num_workers": 1,
"dataloader_pin_memory": true,
"dataloader_persistent_workers": true,
"dataloader_prefetch_factor": 2,
"data_sharding": false,
"group_by_length": false,
"te_rng_tracker": false,
"data_parallel_random_init": false,
"mlp_padding_free": false,
"lr_warmup_init": 0.0,
"lr": 1e-06,
"lr_decay_style": "cosine",
"lr_decay_iters": null,
"lr_warmup_iters": 0,
"lr_warmup_fraction": null,
"min_lr": 0,
"lr_wsd_decay_style": "exponential",
"lr_wsd_decay_iters": null,
"weight_decay": 0.1,
"weight_decay_incr_style": "constant",
"start_weight_decay": 0.1,
"end_weight_decay": 0.1,
"clip_grad": 1.0,
"adam_beta1": 0.9,
"adam_beta2": 0.95,
"adam_eps": 1e-08,
"sgd_momentum": 0.9,
"output_dir": "./checkpoint",
"save_steps": 100,
"no_save_optim": true,
"no_save_rng": true,
"mcore_model": null,
"mcore_adapter": null,
"no_load_optim": false,
"no_load_rng": false,
"finetune": true,
"perform_initialization": false,
"use_cpu_initialization": false,
"async_save": false,
"save_total_limit": null,
"metric_for_best_model": "reward",
"greater_is_better": true,
"use_persistent_ckpt_worker": false,
"dist_ckpt_save_pre_mcore_014": false,
"dist_ckpt_optim_fully_reshardable": false,
"distrib_optim_fully_reshardable_mem_efficient": false,
"local_rank": 0,
"use_distributed_optimizer": true,
"tensor_model_parallel_size": 8,
"pipeline_model_parallel_size": 1,
"decoder_first_pipeline_num_layers": null,
"decoder_last_pipeline_num_layers": null,
"account_for_embedding_in_pipeline_split": false,
"account_for_loss_in_pipeline_split": false,
"overlap_p2p_comm": false,
"align_param_gather": false,
"sequence_parallel": false,
"context_parallel_size": 1,
"tp_comm_overlap": false,
"overlap_grad_reduce": false,
"overlap_param_gather": false,
"overlap_param_gather_with_optimizer_step": false,
"align_grad_reduce": true,
"virtual_pipeline_model_parallel_size": null,
"microbatch_group_size_per_vp_stage": null,
"pipeline_model_parallel_layout": null,
"expert_model_parallel_size": 1,
"expert_tensor_parallel_size": 1,
"report_to": [
"tensorboard"
],
"logging_steps": 1,
"tensorboard_dir": "./checkpoint/runs",
"tensorboard_queue_size": 50,
"wandb_project": "megatron-swift",
"wandb_exp_name": null,
"swanlab_project": "megatron-swift",
"swanlab_exp_name": null,
"eval_iters": -1,
"eval_steps": 100,
"fp8_format": null,
"fp8_recipe": "delayed",
"fp8_amax_history_len": 1024,
"fp8_amax_compute_algo": "max",
"fp8_param_gather": false,
"fp16": false,
"bf16": true,
"apply_query_key_layer_scaling": false,
"attention_softmax_in_fp32": true,
"accumulate_allreduce_grads_in_fp32": true,
"moe_router_load_balancing_type": null,
"moe_router_dtype": "fp32",
"moe_token_dispatcher_type": null,
"moe_enable_deepep": false,
"moe_grouped_gemm": true,
"moe_permute_fusion": false,
"moe_aux_loss_coeff": 0.0,
"moe_z_loss_coeff": null,
"moe_shared_expert_overlap": false,
"moe_layer_recompute": false,
"moe_expert_capacity_factor": null,
"moe_pad_expert_input_to_capacity": false,
"moe_token_drop_policy": null,
"mtp_num_layers": null,
"mtp_loss_scaling_factor": 0.1,
"save_safetensors": true,
"ref_model": null,
"ref_adapters": [],
"merge_lora": true,
"max_shard_size": "5GB",
"vit_gradient_checkpointing": false,
"vit_lr": null,
"aligner_lr": null,
"gradient_checkpointing_kwargs": null,
"dsa_indexer_loss_coeff": null,
"dsa_indexer_use_sparse_loss": false,
"check_model": true,
"apply_wd_to_qk_layernorm": false,
"enable_dft_loss": false,
"enable_channel_loss": false,
"save_strategy": "steps",
"callbacks": [
"print",
"default_flow",
"tensorboard"
],
"add_version": true,
"create_checkpoint_symlink": false,
"swift_version": "4.1.0.dev0",
"ckpt_dir": null,
"rank": 0,
"global_world_size": 128,
"local_world_size": 8,
"model_suffix": "Qwen3-8B-VL-Instruct",
"model_info": "ModelInfo(model_type='qwen3_vl', model_dir='Qwen3-8B-VL-Instruct', torch_dtype=torch.bfloat16, max_model_len=262144, quant_method=None, quant_bits=None, rope_scaling={'mrope_interleaved': True, 'mrope_section': [24, 20, 20], 'rope_type': 'default'}, is_moe_model=False, is_multimodal=True, config=None, task_type='causal_lm', num_labels=None)",
"model_meta": "ModelMeta(model_type='qwen3_vl', model_groups=[ModelGroup(models=[Model(ms_model_id='Qwen/Qwen3-VL-2B-Instruct', hf_model_id='Qwen/Qwen3-VL-2B-Instruct', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-2B-Thinking', hf_model_id='Qwen/Qwen3-VL-2B-Thinking', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-2B-Instruct-FP8', hf_model_id='Qwen/Qwen3-VL-2B-Instruct-FP8', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-2B-Thinking-FP8', hf_model_id='Qwen/Qwen3-VL-2B-Thinking-FP8', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-4B-Instruct', hf_model_id='Qwen/Qwen3-VL-4B-Instruct', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-4B-Thinking', hf_model_id='Qwen/Qwen3-VL-4B-Thinking', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-4B-Instruct-FP8', hf_model_id='Qwen/Qwen3-VL-4B-Instruct-FP8', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-4B-Thinking-FP8', hf_model_id='Qwen/Qwen3-VL-4B-Thinking-FP8', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-8B-Instruct', hf_model_id='Qwen/Qwen3-VL-8B-Instruct', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-8B-Thinking', hf_model_id='Qwen/Qwen3-VL-8B-Thinking', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-8B-Instruct-FP8', hf_model_id='Qwen/Qwen3-VL-8B-Instruct-FP8', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-8B-Thinking-FP8', hf_model_id='Qwen/Qwen3-VL-8B-Thinking-FP8', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-32B-Instruct', hf_model_id='Qwen/Qwen3-VL-32B-Instruct', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-32B-Thinking', hf_model_id='Qwen/Qwen3-VL-32B-Thinking', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-32B-Instruct-FP8', hf_model_id='Qwen/Qwen3-VL-32B-Instruct-FP8', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen3-VL-32B-Thinking-FP8', hf_model_id='Qwen/Qwen3-VL-32B-Thinking-FP8', model_path=None, ms_revision=None, hf_revision=None)], template='qwen3_vl', ignore_patterns=None, requires=None, tags=[])], loader=<class 'swift.model.models.qwen.Qwen3VLLoader'>, template=None, model_arch=MultiModelKeys(arch_name='qwen3_vl', 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=['model.language_model', 'lm_head'], aligner=['model.visual.merger', 'model.visual.deepstack_merger_list'], vision_tower=['model.visual'], generator=[]), architectures=['Qwen3VLForConditionalGeneration'], additional_saved_files=[], torch_dtype=None, is_multimodal=True, is_reward=False, task_type=None, ignore_patterns=None, requires=['transformers>=4.57', 'qwen_vl_utils>=0.0.14', 'decord'], tags=['vision', 'video'])",
"model_dir": "Qwen3-8B-VL-Instruct",
"template_meta": "QwenTemplateMeta(template_type='qwen3_vl', 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.Qwen3VLTemplate'>, 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='')",
"_val_dataset_exists": false,
"hub": "<class 'swift.hub.hub.MSHub'>",
"seq_length": 28672,
"per_device_generation_batch_size": 4,
"is_multimodal": true,
"megatron_model_meta": "MegatronModelMeta(megatron_model_type='qwen3_vl', model_types=['qwen3_vl', 'qwen3_vl_moe', 'qwen3_vl_emb', 'qwen3_vl_reranker'], bridge_cls=<class 'swift.megatron.model.gpt_bridge.MultimodalGPTBridge'>, visual_cls=<class 'swift.megatron.model.mm_gpts.qwen3_vl.Qwen3VL_Vit'>, is_multimodal=True, loader=<class 'swift.megatron.model.mm_gpts.qwen3_vl.Qwen3VLLoader'>)",
"fp8": null,
"params_dtype": "bfloat16",
"world_size": 128,
"data_parallel_size": 16,
"num_microbatches": 8
}