File size: 7,831 Bytes
b000193
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
{
    "trainer_type": "fsdp2_trainer",
    "dataset_config": {
        "extra_kwargs": {},
        "dataset_type": "vision_iterable",
        "dataset_format": "yaml",
        "processor_config": {
            "processor_name": "Qwen/Qwen2.5-VL-7B-Instruct",
            "processor_type": "qwen2_5_vl"
        },
        "dataset_path": null,
        "datasets": [
            {
                "path": "/pfs/training-data/kaichenzhang/data/VideoTool/gemini_cot/gemini_cot.parquet",
                "data_folder": "",
                "data_type": "parquet"
            },
            {
                "path": "/pfs/training-data/kaichenzhang/data/VideoTool/gemini_cot/gemini_cot.parquet",
                "data_folder": "",
                "data_type": "parquet"
            },
            {
                "path": "/pfs/training-data/kaichenzhang/data/VideoTool/longvideo_reason_sft_no_precomputed.parquet",
                "data_folder": "",
                "data_type": "parquet"
            },
            {
                "path": "/pfs/training-data/zuhaoyang/data/train/Video-R1-data/Video-R1-COT-165k.parquet",
                "data_folder": "",
                "data_type": "parquet"
            },
            {
                "path": "/pfs/training-data/kaichenzhang/data/VideoTool/tvg_charades_cot_no_precomputed.parquet",
                "data_folder": "",
                "data_type": "parquet"
            }
        ],
        "shuffle": true,
        "eval_dataset_path": null,
        "object_storage": "none",
        "bucket_name": null,
        "packing": true,
        "packing_strategy": "first_fit",
        "packing_length": 51200,
        "filter_overlong": true,
        "filter_overlong_workers": 8,
        "max_length": null,
        "video_sampling_strategy": "fps",
        "video_max_pixels": 50176,
        "video_max_frames": 512,
        "frame_num": 64,
        "fps": 1,
        "video_backend": "qwen_vl_utils"
    },
    "trainer_args": {
        "output_dir": "./output/video_tool_sft/video_r1_lvr_gemini_cot_sft",
        "overwrite_output_dir": false,
        "do_train": false,
        "do_eval": false,
        "do_predict": false,
        "eval_strategy": "no",
        "prediction_loss_only": false,
        "per_device_train_batch_size": 1,
        "per_device_eval_batch_size": 8,
        "per_gpu_train_batch_size": null,
        "per_gpu_eval_batch_size": null,
        "gradient_accumulation_steps": 1,
        "eval_accumulation_steps": null,
        "eval_delay": 0,
        "torch_empty_cache_steps": 100,
        "learning_rate": 5e-05,
        "weight_decay": 0.0,
        "adam_beta1": 0.9,
        "adam_beta2": 0.999,
        "adam_epsilon": 1e-08,
        "max_grad_norm": 1.0,
        "num_train_epochs": 1,
        "max_steps": 2000,
        "lr_scheduler_type": "cosine",
        "lr_scheduler_kwargs": {},
        "warmup_ratio": 0.1,
        "warmup_steps": 0,
        "log_level": "passive",
        "log_level_replica": "warning",
        "log_on_each_node": true,
        "logging_dir": "./output/video_tool_sft/video_r1_lvr_gemini_cot_sft/runs/Sep16_21-40-21_t-20250917123935-rqvlj-worker-0",
        "logging_strategy": "steps",
        "logging_first_step": false,
        "logging_steps": 1,
        "logging_nan_inf_filter": true,
        "save_strategy": "steps",
        "save_steps": 500,
        "save_total_limit": 3,
        "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": null,
        "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": 3,
        "ddp_backend": null,
        "tpu_num_cores": null,
        "tpu_metrics_debug": false,
        "debug": [],
        "dataloader_drop_last": false,
        "eval_steps": null,
        "dataloader_num_workers": 4,
        "dataloader_prefetch_factor": 2,
        "past_index": -1,
        "run_name": "video_r1_lvr_gemini_cot_sft",
        "disable_tqdm": false,
        "remove_unused_columns": true,
        "label_names": null,
        "load_best_model_at_end": false,
        "metric_for_best_model": null,
        "greater_is_better": null,
        "ignore_data_skip": false,
        "fsdp": [],
        "fsdp_min_num_params": 0,
        "fsdp_config": {
            "transformer_layer_cls_to_wrap": [
                "Qwen2_5_VLDecoderLayer"
            ],
            "reshard_after_forward": false,
            "min_num_params": 0,
            "xla": false,
            "xla_fsdp_v2": false,
            "xla_fsdp_grad_ckpt": false
        },
        "fsdp_transformer_layer_cls_to_wrap": null,
        "accelerator_config": {
            "split_batches": false,
            "dispatch_batches": null,
            "even_batches": true,
            "use_seedable_sampler": true,
            "non_blocking": false,
            "gradient_accumulation_kwargs": null
        },
        "deepspeed": null,
        "label_smoothing_factor": 0.0,
        "optim": "adamw_torch",
        "optim_args": null,
        "adafactor": false,
        "group_by_length": false,
        "length_column_name": "length",
        "report_to": [
            "wandb"
        ],
        "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": "<HUB_TOKEN>",
        "hub_private_repo": null,
        "hub_always_push": false,
        "hub_revision": null,
        "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": "<PUSH_TO_HUB_TOKEN>",
        "mp_parameters": "",
        "auto_find_batch_size": false,
        "full_determinism": false,
        "torchdynamo": null,
        "ray_scope": "last",
        "ddp_timeout": 1800,
        "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,
        "liger_kernel_config": null,
        "eval_use_gather_object": false,
        "average_tokens_across_devices": true,
        "use_muon": false,
        "freeze_modules": null,
        "use_rmpad": true,
        "fsdp2": true,
        "sp_ulysses_degree": 1,
        "reduce_dtype": "bfloat16",
        "output_dtype": "bfloat16",
        "enable_profiler": false,
        "profiler_config": {
            "start_step": 1,
            "end_step": 3
        }
    },
    "model_config": {
        "extra_kwargs": {},
        "load_from_pretrained_path": "Qwen/Qwen2.5-VL-7B-Instruct",
        "load_from_config": null,
        "attn_implementation": "flash_attention_2",
        "overwrite_config": null,
        "monkey_patch_kwargs": null
    },
    "extra_kwargs": null
}