{
"output_dir": "/root/autodl-tmp/output_grpo/v2-20250628-104314",
"overwrite_output_dir": false,
"do_train": false,
"do_eval": false,
"do_predict": false,
"eval_strategy": "steps",
"prediction_loss_only": false,
"per_device_train_batch_size": 1,
"per_device_eval_batch_size": 4,
"per_gpu_train_batch_size": null,
"per_gpu_eval_batch_size": null,
"gradient_accumulation_steps": 4,
"eval_accumulation_steps": null,
"eval_delay": 0,
"torch_empty_cache_steps": null,
"learning_rate": 1e-06,
"weight_decay": 0.1,
"adam_beta1": 0.9,
"adam_beta2": 0.95,
"adam_epsilon": 1e-08,
"max_grad_norm": 1.0,
"num_train_epochs": 1.0,
"max_steps": 15000,
"lr_scheduler_type": "cosine",
"lr_scheduler_kwargs": null,
"warmup_ratio": 0.01,
"warmup_steps": 0,
"log_level": "passive",
"log_level_replica": "warning",
"log_on_each_node": true,
"logging_dir": "/root/autodl-tmp/output_grpo/v2-20250628-104314/runs",
"logging_strategy": "steps",
"logging_first_step": true,
"logging_steps": 1,
"logging_nan_inf_filter": true,
"save_strategy": "steps",
"save_steps": 500.0,
"save_total_limit": 1,
"save_safetensors": true,
"save_on_each_node": false,
"save_only_model": false,
"restore_callback_states_from_checkpoint": false,
"no_cuda": false,
"use_cpu": false,
"use_mps_device": false,
"seed": 42,
"data_seed": 42,
"jit_mode_eval": false,
"use_ipex": false,
"bf16": true,
"fp16": false,
"fp16_opt_level": "O1",
"half_precision_backend": "auto",
"bf16_full_eval": false,
"fp16_full_eval": false,
"tf32": null,
"local_rank": 0,
"ddp_backend": null,
"tpu_num_cores": null,
"tpu_metrics_debug": false,
"debug": null,
"dataloader_drop_last": false,
"eval_steps": 500.0,
"dataloader_num_workers": 4,
"dataloader_prefetch_factor": null,
"past_index": -1,
"run_name": "/root/autodl-tmp/output_grpo/v2-20250628-104314",
"disable_tqdm": null,
"remove_unused_columns": false,
"label_names": null,
"load_best_model_at_end": false,
"metric_for_best_model": "reward",
"greater_is_better": true,
"ignore_data_skip": false,
"fsdp": "",
"fsdp_min_num_params": 0,
"fsdp_config": null,
"tp_size": 0,
"fsdp_transformer_layer_cls_to_wrap": null,
"accelerator_config": {
"dispatch_batches": false
},
"deepspeed": {
"fp16": {
"enabled": "auto",
"loss_scale": 0,
"loss_scale_window": 1000,
"initial_scale_power": 16,
"hysteresis": 2,
"min_loss_scale": 1
},
"bf16": {
"enabled": "auto"
},
"zero_optimization": {
"stage": 3,
"offload_optimizer": {
"device": "none",
"pin_memory": true
},
"offload_param": {
"device": "none",
"pin_memory": true
},
"overlap_comm": false,
"contiguous_gradients": true,
"sub_group_size": 1000000000.0,
"reduce_bucket_size": "auto",
"zero_quantized_weights": false,
"zero_quantized_gradients": false,
"stage3_prefetch_bucket_size": "auto",
"stage3_param_persistence_threshold": "auto",
"stage3_max_live_parameters": 1000000000.0,
"stage3_max_reuse_distance": 1000000000.0,
"stage3_gather_16bit_weights_on_model_save": true
},
"gradient_accumulation_steps": "auto",
"gradient_clipping": "auto",
"steps_per_print": 2000,
"train_batch_size": "auto",
"train_micro_batch_size_per_gpu": "auto",
"wall_clock_breakdown": false
},
"label_smoothing_factor": 0.0,
"optim": "adamw_torch",
"optim_args": null,
"adafactor": false,
"group_by_length": false,
"length_column_name": "length",
"report_to": [
"swanlab"
],
"ddp_find_unused_parameters": null,
"ddp_bucket_cap_mb": null,
"ddp_broadcast_buffers": null,
"dataloader_pin_memory": true,
"dataloader_persistent_workers": false,
"skip_memory_metrics": true,
"use_legacy_prediction_loop": false,
"push_to_hub": false,
"resume_from_checkpoint": null,
"hub_model_id": null,
"hub_strategy": "every_save",
"hub_token": null,
"hub_private_repo": null,
"hub_always_push": false,
"gradient_checkpointing": true,
"gradient_checkpointing_kwargs": null,
"include_inputs_for_metrics": false,
"include_for_metrics": [],
"eval_do_concat_batches": true,
"fp16_backend": "auto",
"push_to_hub_model_id": null,
"push_to_hub_organization": null,
"push_to_hub_token": null,
"mp_parameters": "",
"auto_find_batch_size": false,
"full_determinism": false,
"torchdynamo": null,
"ray_scope": "last",
"ddp_timeout": 18000000,
"torch_compile": false,
"torch_compile_backend": null,
"torch_compile_mode": null,
"include_tokens_per_second": false,
"include_num_input_tokens_seen": false,
"neftune_noise_alpha": null,
"optim_target_modules": null,
"batch_eval_metrics": false,
"eval_on_start": false,
"use_liger_kernel": false,
"eval_use_gather_object": false,
"average_tokens_across_devices": false,
"sortish_sampler": false,
"predict_with_generate": false,
"generation_max_length": null,
"generation_num_beams": null,
"generation_config": null,
"vit_gradient_checkpointing": null,
"check_model": true,
"acc_strategy": "token",
"train_dataloader_shuffle": true,
"max_epochs": null,
"aligner_lr": null,
"vit_lr": null,
"optimizer": null,
"use_logits_to_keep": null,
"channels": null,
"ds3_gather_for_generation": true,
"metric_warmup_step": 0,
"fsdp_num": 1,
"acc_steps": 1,
"eval_use_evalscope": false,
"eval_datasets": [],
"eval_limit": null,
"eval_datasets_args": null,
"eval_generation_config": null,
"model": "/root/autodl-tmp/landai_0610_sft",
"model_type": "qwen2_5_vl",
"model_revision": null,
"task_type": "causal_lm",
"torch_dtype": "bfloat16",
"attn_impl": "flash_attn",
"num_labels": null,
"problem_type": null,
"rope_scaling": null,
"device_map": null,
"max_memory": {},
"local_repo_path": null,
"init_strategy": null,
"template": "qwen2_5_vl",
"system": "You are a top-level AI remote sensing analysis expert. Core principles: visual priority, data fusion. Your analysis must start from the visual evidence of remote sensing images. Use the provided Points of Interest (POI) and temporal density data as key inputs to refine and determine the final category. You must explicitly explain how you weigh these pieces of evidence. Response workflow:\\n1. Stage: Data extraction and structured analysis; Plan: Briefly describe your plan, including how to parse and classify the raw POI strings and analyze temporal data patterns. Structured output: Output a JSON containing your analysis of each data source. The JSON for POI and temporal data should include your analysis of the raw data, not just the raw data itself. For example: {\"visual_evidence\": [{\"bbox_2d\": [x,y,x,y], \"label\": \"e.g., dense building clusters, road networks, green spaces\"}], \"poi_analysis\": {\"dominant_category_summary\": [{\"primary_category\": \"Residential\", \"indicative_poi_count\": 57, \"examples\": [\"Residential Community-57\"]}, {\"primary_category\": \"Commercial\", \"indicative_poi_count\": 486, \"examples\": [\"Other Dining-101\", \"Shoe Store-108\", \"Other Retail-70\", \"Convenience Store-28\", \"Chinese Restaurant-37\"]}, {\"primary_category\": \"Public Service\", \"indicative_poi_count\": 21, \"examples\": [\"Training Center-13\", \"Kindergarten-8\"]}], \"interpretation\": \"Clear mix of commercial and residential, with a large residential base.\"}, \"temporal_analysis\": {\"pattern_identified\": \"Bimodal pattern: smaller peak in the morning, larger and sustained peak in the evening/night.\", \"peak_hours\": \"18:00-22:00\", \"interpretation\": \"This pattern is typical of dense residential areas where residents return home after work and engage in local commercial activities.\"}}. You must enclose all content of this stage within .\\n2. Stage: Synthesis and argumentation; Synthesize all findings. Start from visual evidence and its limitations. The key is to weigh POI and temporal evidence to resolve ambiguities. For example, argue why a higher number of commercial POIs might still indicate a residential area, or vice versa. Finally, determine the most predominant functional category through reasoning. You must enclose all content of this stage within .\\n3. Stage: Final classification; Provide a single most appropriate category from the list. Enclose the final answer within tags. \n",
"max_length": 12000,
"truncation_strategy": "left",
"max_pixels": null,
"agent_template": null,
"norm_bbox": null,
"use_chat_template": true,
"padding_free": true,
"padding_side": "right",
"loss_scale": "last_round",
"sequence_parallel_size": 1,
"response_prefix": null,
"template_backend": "swift",
"dataset": [
"/root/autodl-tmp/mixed_dapo_train_24376s_add_solution.jsonl"
],
"val_dataset": [],
"split_dataset_ratio": 0.01,
"dataset_num_proc": 1,
"load_from_cache_file": true,
"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,
"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": 8000,
"temperature": 1.0,
"top_k": null,
"top_p": null,
"repetition_penalty": 1.1,
"num_beams": 1,
"stream": false,
"stop_words": [],
"logprobs": false,
"top_logprobs": null,
"ckpt_dir": "/root/autodl-tmp/landai_0610_sft",
"lora_modules": [],
"tuner_backend": "peft",
"train_type": "full",
"adapters": [],
"external_plugins": [
],
"model_kwargs": {},
"load_args": false,
"load_data_args": false,
"packing": false,
"packing_cache": null,
"custom_register_path": [],
"use_hf": false,
"ignore_args_error": false,
"use_swift_lora": false,
"freeze_parameters": [
"visual",
"visual.merger"
],
"freeze_parameters_regex": null,
"freeze_parameters_ratio": 0.0,
"trainable_parameters": [],
"trainable_parameters_regex": null,
"freeze_llm": false,
"freeze_vit": true,
"freeze_aligner": true,
"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,
"lorap_lr_ratio": null,
"use_rslora": false,
"use_dora": false,
"lora_ga_batch_size": 2,
"lora_ga_iters": 2,
"lora_ga_max_length": 1024,
"lora_ga_direction": "ArB2r",
"lora_ga_scale": "stable",
"lora_ga_stable_gamma": 16,
"init_weights": true,
"fourier_n_frequency": 2000,
"fourier_scaling": 300.0,
"boft_block_size": 4,
"boft_block_num": 0,
"boft_n_butterfly_factor": 1,
"boft_dropout": 0.0,
"vera_rank": 256,
"vera_projection_prng_key": 0,
"vera_dropout": 0.0,
"vera_d_initial": 0.1,
"adapter_act": "gelu",
"adapter_length": 128,
"use_galore": false,
"galore_target_modules": null,
"galore_rank": 128,
"galore_update_proj_gap": 50,
"galore_scale": 1.0,
"galore_proj_type": "std",
"galore_optim_per_parameter": false,
"galore_with_embedding": false,
"galore_quantization": false,
"galore_proj_quant": false,
"galore_proj_bits": 4,
"galore_proj_group_size": 256,
"galore_cos_threshold": 0.4,
"galore_gamma_proj": 2,
"galore_queue_size": 5,
"adalora_target_r": 8,
"adalora_init_r": 12,
"adalora_tinit": 0,
"adalora_tfinal": 0,
"adalora_deltaT": 1,
"adalora_beta1": 0.85,
"adalora_beta2": 0.85,
"adalora_orth_reg_weight": 0.5,
"llamapro_num_new_blocks": 4,
"llamapro_num_groups": null,
"lisa_activated_layers": 0,
"lisa_step_interval": 20,
"reft_layer_key": null,
"reft_layers": null,
"reft_rank": 4,
"reft_intervention_type": "LoreftIntervention",
"reft_args": null,
"swanlab_token": null,
"swanlab_project": null,
"swanlab_workspace": null,
"swanlab_exp_name": "/root/autodl-tmp/output_grpo/v2-20250628-104314",
"swanlab_mode": "cloud",
"add_version": true,
"resume_only_model": false,
"create_checkpoint_symlink": false,
"lazy_tokenize": true,
"loss_type": "grpo",
"metric": null,
"zero_hpz_partition_size": null,
"sft_alpha": 0,
"reward_model": null,
"reward_adapters": [],
"reward_model_type": null,
"reward_model_revision": null,
"num_ppo_epochs": 4,
"whiten_rewards": false,
"kl_coef": 0.05,
"cliprange": 0.2,
"vf_coef": 0.1,
"cliprange_value": 0.2,
"gamma": 1.0,
"lam": 0.95,
"num_mini_batches": 1,
"local_rollout_forward_batch_size": 64,
"num_sample_generations": 10,
"response_length": 8000,
"missing_eos_penalty": null,
"epsilon": 0.2,
"epsilon_high": null,
"delta": null,
"num_infer_workers": null,
"vllm_mode": "server",
"vllm_device": null,
"vllm_gpu_memory_utilization": 0.9,
"vllm_max_model_len": null,
"vllm_max_num_seqs": null,
"vllm_enforce_eager": false,
"vllm_limit_mm_per_prompt": null,
"vllm_enable_prefix_caching": true,
"vllm_tensor_parallel_size": 1,
"vllm_server_base_url": null,
"vllm_server_host": "127.0.0.1",
"vllm_server_port": 8000,
"vllm_server_timeout": 240.0,
"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,
"reward_model_plugin": null,
"sync_ref_model": false,
"ref_model_sync_steps": 512,
"ref_model_mixup_alpha": 0.6,
"async_generate": false,
"tensor_parallel_size": null,
"sleep_level": 0,
"move_model_batches": null,
"offload_optimizer": false,
"offload_model": false,
"gc_collect_after_offload": false,
"multi_turn_func": null,
"multi_turn_scheduler": null,
"max_turns": null,
"completion_length_limit_scope": "per_round",
"dynamic_sample": false,
"max_resample_times": 3,
"overlong_filter": true,
"soft_max_length": null,
"soft_cache_length": null,
"scale_rewards": true,
"wandb_log_unique_prompts": null,
"generation_batch_size": null,
"steps_per_generation": null,
"num_generations": 12,
"reward_funcs": [
"custom_format_correctness",
"custom_answer_accuracy"
],
"reward_weights": [
1.0,
1.0
],
"log_completions": true,
"use_vllm": true,
"num_iterations": 1,
"teacher_model": null,
"teacher_adapters": [],
"teacher_model_type": null,
"teacher_model_revision": null,
"rlhf_type": "grpo",
"ref_model": "/root/autodl-tmp/landai_0610_sft",
"ref_model_type": "qwen2_5_vl",
"ref_model_revision": null,
"beta": 0.04,
"label_smoothing": 0,
"max_completion_length": 8000,
"rpo_alpha": 1.0,
"cpo_alpha": 1.0,
"simpo_gamma": 1,
"desirable_weight": 1.0,
"undesirable_weight": 1.0,
"center_rewards_coefficient": null,
"lmbda": 0.5,
"seq_kd": false,
"vllm_client": "",
"rank": 0,
"global_world_size": 3,
"local_world_size": 3,
"model_suffix": "landai_0610_sft",
"model_info": "ModelInfo(model_type='qwen2_5_vl', model_dir='/root/autodl-tmp/landai_0610_sft', torch_dtype=torch.bfloat16, max_model_len=128000, quant_method=None, quant_bits=None, rope_scaling={'mrope_section': [16, 24, 24], 'rope_type': 'default', 'type': 'default'}, config=None, task_type='causal_lm', num_labels=None)",
"model_meta": "ModelMeta(model_type='qwen2_5_vl', model_groups=[ModelGroup(models=[Model(ms_model_id='Qwen/Qwen2.5-VL-3B-Instruct', hf_model_id='Qwen/Qwen2.5-VL-3B-Instruct', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen2.5-VL-7B-Instruct', hf_model_id='Qwen/Qwen2.5-VL-7B-Instruct', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen2.5-VL-32B-Instruct', hf_model_id='Qwen/Qwen2.5-VL-32B-Instruct', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen2.5-VL-72B-Instruct', hf_model_id='Qwen/Qwen2.5-VL-72B-Instruct', model_path=None, ms_revision=None, hf_revision=None)], ignore_patterns=None, requires=None, tags=[]), ModelGroup(models=[Model(ms_model_id='Qwen/Qwen2.5-VL-3B-Instruct-AWQ', hf_model_id='Qwen/Qwen2.5-VL-3B-Instruct-AWQ', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen2.5-VL-7B-Instruct-AWQ', hf_model_id='Qwen/Qwen2.5-VL-7B-Instruct-AWQ', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen2.5-VL-32B-Instruct-AWQ', hf_model_id='Qwen/Qwen2.5-VL-32B-Instruct-AWQ', model_path=None, ms_revision=None, hf_revision=None), Model(ms_model_id='Qwen/Qwen2.5-VL-72B-Instruct-AWQ', hf_model_id='Qwen/Qwen2.5-VL-72B-Instruct-AWQ', model_path=None, ms_revision=None, hf_revision=None)], ignore_patterns=None, requires=None, tags=[])], template='qwen2_5_vl', get_function=, model_arch='qwen2_vl', architectures=['Qwen2_5_VLForConditionalGeneration'], additional_saved_files=[], torch_dtype=None, is_multimodal=True, is_reward=False, task_type=None, ignore_patterns=None, requires=['transformers>=4.49', 'qwen_vl_utils>=0.0.6', 'decord'], tags=['vision', 'video'])",
"model_dir": "/root/autodl-tmp/landai_0610_sft",
"hub": "",
"evaluation_strategy": "steps",
"training_args": "GRPOConfig(output_dir='/root/autodl-tmp/output_grpo/v2-20250628-104314', overwrite_output_dir=False, do_train=False, do_eval=True, do_predict=False, eval_strategy=, prediction_loss_only=False, per_device_train_batch_size=1, per_device_eval_batch_size=4, per_gpu_train_batch_size=None, per_gpu_eval_batch_size=None, gradient_accumulation_steps=4, eval_accumulation_steps=None, eval_delay=0, torch_empty_cache_steps=None, learning_rate=1e-06, weight_decay=0.1, adam_beta1=0.9, adam_beta2=0.95, adam_epsilon=1e-08, max_grad_norm=1.0, num_train_epochs=1.0, max_steps=15000, lr_scheduler_type=, lr_scheduler_kwargs=None, warmup_ratio=0.01, warmup_steps=0, log_level='passive', log_level_replica='warning', log_on_each_node=True, logging_dir='/root/autodl-tmp/output_grpo/v2-20250628-104314/runs', logging_strategy=, logging_first_step=True, logging_steps=1, logging_nan_inf_filter=True, save_strategy=, save_steps=500, save_total_limit=1, save_safetensors=True, save_on_each_node=False, save_only_model=False, restore_callback_states_from_checkpoint=False, no_cuda=False, use_cpu=False, use_mps_device=False, seed=42, data_seed=42, jit_mode_eval=False, use_ipex=False, bf16=True, fp16=False, fp16_opt_level='O1', half_precision_backend='auto', bf16_full_eval=False, fp16_full_eval=False, tf32=None, local_rank=0, ddp_backend=None, tpu_num_cores=None, tpu_metrics_debug=False, debug=[], dataloader_drop_last=True, eval_steps=500, dataloader_num_workers=4, dataloader_prefetch_factor=10, past_index=-1, run_name='/root/autodl-tmp/output_grpo/v2-20250628-104314', disable_tqdm=False, remove_unused_columns=False, label_names=None, load_best_model_at_end=False, metric_for_best_model='reward', greater_is_better=True, ignore_data_skip=False, fsdp=[], fsdp_min_num_params=0, fsdp_config={'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}, tp_size=0, fsdp_transformer_layer_cls_to_wrap=None, accelerator_config=AcceleratorConfig(split_batches=False, dispatch_batches=False, even_batches=True, use_seedable_sampler=True, non_blocking=False, gradient_accumulation_kwargs=None, use_configured_state=False), deepspeed={'fp16': {'enabled': 'auto', 'loss_scale': 0, 'loss_scale_window': 1000, 'initial_scale_power': 16, 'hysteresis': 2, 'min_loss_scale': 1}, 'bf16': {'enabled': 'auto'}, 'zero_optimization': {'stage': 3, 'offload_optimizer': {'device': 'none', 'pin_memory': True}, 'offload_param': {'device': 'none', 'pin_memory': True}, 'overlap_comm': False, 'contiguous_gradients': True, 'sub_group_size': 1000000000.0, 'reduce_bucket_size': 'auto', 'zero_quantized_weights': False, 'zero_quantized_gradients': False, 'stage3_prefetch_bucket_size': 0, 'stage3_param_persistence_threshold': 'auto', 'stage3_max_live_parameters': 1000000000.0, 'stage3_max_reuse_distance': 1000000000.0, 'stage3_gather_16bit_weights_on_model_save': True}, 'gradient_accumulation_steps': 'auto', 'gradient_clipping': 'auto', 'steps_per_print': 2000, 'train_batch_size': 'auto', 'train_micro_batch_size_per_gpu': 'auto', 'wall_clock_breakdown': False}, label_smoothing_factor=0.0, optim=, optim_args=None, adafactor=False, group_by_length=False, length_column_name='length', report_to=['swanlab'], ddp_find_unused_parameters=None, ddp_bucket_cap_mb=None, ddp_broadcast_buffers=None, dataloader_pin_memory=True, dataloader_persistent_workers=False, skip_memory_metrics=True, use_legacy_prediction_loop=False, push_to_hub=False, resume_from_checkpoint=None, hub_model_id=None, hub_strategy=, hub_token=None, hub_private_repo=None, hub_always_push=False, gradient_checkpointing=True, gradient_checkpointing_kwargs=None, include_inputs_for_metrics=False, include_for_metrics=[], eval_do_concat_batches=True, fp16_backend='auto', push_to_hub_model_id=None, push_to_hub_organization=None, push_to_hub_token=None, mp_parameters='', auto_find_batch_size=False, full_determinism=False, torchdynamo=None, ray_scope='last', ddp_timeout=18000000, torch_compile=False, torch_compile_backend=None, torch_compile_mode=None, include_tokens_per_second=None, include_num_input_tokens_seen=None, neftune_noise_alpha=None, optim_target_modules=None, batch_eval_metrics=False, eval_on_start=False, use_liger_kernel=False, eval_use_gather_object=False, average_tokens_across_devices=None, model_init_kwargs=None, disable_dropout=False, max_prompt_length=512, num_generations=12, max_completion_length=8000, ds3_gather_for_generation=True, shuffle_dataset=True, generation_batch_size=12, steps_per_generation=4, temperature=1.0, top_p=0.9, top_k=50, min_p=None, generation_kwargs=None, repetition_penalty=1.1, cache_implementation=None, use_vllm=True, vllm_server_base_url=None, vllm_mode='server', vllm_guided_decoding_regex=None, vllm_server_host='127.0.0.1', vllm_server_port=8000, vllm_server_timeout=240.0, vllm_gpu_memory_utilization=0.9, vllm_tensor_parallel_size=1, beta=0.04, num_iterations=1, epsilon=0.2, delta=None, epsilon_high=None, reward_weights=[1.0, 1.0], scale_rewards=True, loss_type='grpo', mask_truncated_completions=False, sync_ref_model=False, ref_model_mixup_alpha=0.6, ref_model_sync_steps=512, use_liger_loss=False, log_completions=True, num_completions_to_print=None, wandb_log_unique_prompts=None, vit_gradient_checkpointing=True, check_model=True, acc_strategy='token', train_dataloader_shuffle=True, max_epochs=None, aligner_lr=None, vit_lr=None, optimizer=None, use_logits_to_keep=None, channels=None, metric_warmup_step=0, fsdp_num=1, acc_steps=1, eval_use_evalscope=False, eval_datasets=[], eval_limit=None, eval_datasets_args=None, eval_generation_config=None, sft_alpha=0, train_type='full', local_repo_path=None, galore_config=None, num_infer_workers=None, vllm_device=None, vllm_max_model_len=None, vllm_max_num_seqs=None, vllm_enforce_eager=False, vllm_limit_mm_per_prompt={}, vllm_enable_prefix_caching=True, 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=8000, repetition_n_grams=3, repetition_max_penalty=-1.0, reward_model=None, reward_model_plugin=None, async_generate=False, tensor_parallel_size=None, sleep_level=0, move_model_batches=None, offload_optimizer=False, offload_model=False, gc_collect_after_offload=False, multi_turn_func=None, multi_turn_scheduler=None, max_turns=None, completion_length_limit_scope='per_round', dynamic_sample=False, max_resample_times=3, overlong_filter=True, soft_max_length=None, soft_cache_length=None, dataset_shuffle=True, stop_words=[])"
}