File size: 6,971 Bytes
6fd3053
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
{
  "dataset_config": {
    "name_dataset": "RWF2000",
    "frac_dataset": 1.0,
    "val_fraction": 0.1,
    "seed": 30,
    "num_frames": 16,
    "sample_rate": 4,
    "fps": 30,
    "mean": [
      0.45,
      0.45,
      0.45
    ],
    "std": [
      0.225,
      0.225,
      0.225
    ],
    "resize_to": [
      224,
      224
    ],
    "flag_only_person": false
  },
  "model_config": {
    "return_dict": true,
    "output_hidden_states": false,
    "output_attentions": false,
    "torchscript": false,
    "torch_dtype": "float32",
    "use_bfloat16": false,
    "tf_legacy_loss": false,
    "pruned_heads": {},
    "tie_word_embeddings": true,
    "chunk_size_feed_forward": 0,
    "is_encoder_decoder": false,
    "is_decoder": false,
    "cross_attention_hidden_size": null,
    "add_cross_attention": false,
    "tie_encoder_decoder": false,
    "max_length": 20,
    "min_length": 0,
    "do_sample": false,
    "early_stopping": false,
    "num_beams": 1,
    "num_beam_groups": 1,
    "diversity_penalty": 0.0,
    "temperature": 1.0,
    "top_k": 50,
    "top_p": 1.0,
    "typical_p": 1.0,
    "repetition_penalty": 1.0,
    "length_penalty": 1.0,
    "no_repeat_ngram_size": 0,
    "encoder_no_repeat_ngram_size": 0,
    "bad_words_ids": null,
    "num_return_sequences": 1,
    "output_scores": false,
    "return_dict_in_generate": false,
    "forced_bos_token_id": null,
    "forced_eos_token_id": null,
    "remove_invalid_values": false,
    "exponential_decay_length_penalty": null,
    "suppress_tokens": null,
    "begin_suppress_tokens": null,
    "architectures": [
      "S3DForVideoClassification"
    ],
    "finetuning_task": null,
    "id2label": {
      "0": "NonViolence",
      "1": "Violence"
    },
    "label2id": {
      "NonViolence": 0,
      "Violence": 1
    },
    "tokenizer_class": null,
    "prefix": null,
    "bos_token_id": null,
    "pad_token_id": null,
    "eos_token_id": null,
    "sep_token_id": null,
    "decoder_start_token_id": null,
    "task_specific_params": null,
    "problem_type": null,
    "_name_or_path": "",
    "transformers_version": "4.45.2",
    "num_classes": 2,
    "num_frames": 16,
    "model_version": "s3d_default",
    "is_pretrained": true,
    "is_teacher_model": false,
    "reinitialize_head": true,
    "distillation_type": "kl",
    "model_type": "s3d"
  },
  "training_args": {
    "output_dir": "student_s3d_default_not_learning_RWF2000",
    "overwrite_output_dir": false,
    "do_train": false,
    "do_eval": true,
    "do_predict": false,
    "eval_strategy": "steps",
    "prediction_loss_only": false,
    "per_device_train_batch_size": 75,
    "per_device_eval_batch_size": 75,
    "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": null,
    "learning_rate": 1e-05,
    "weight_decay": 0.01,
    "adam_beta1": 0.9,
    "adam_beta2": 0.999,
    "adam_epsilon": 1e-08,
    "max_grad_norm": 1.0,
    "num_train_epochs": 3.0,
    "max_steps": 475,
    "lr_scheduler_type": "linear",
    "lr_scheduler_kwargs": {},
    "warmup_ratio": 0.0,
    "warmup_steps": 47,
    "log_level": "passive",
    "log_level_replica": "warning",
    "log_on_each_node": true,
    "logging_dir": "student_s3d_default_not_learning_RWF2000/runs/Oct08_15-49-53_33dee112c9fa",
    "logging_strategy": "steps",
    "logging_first_step": false,
    "logging_steps": 23,
    "logging_nan_inf_filter": true,
    "save_strategy": "steps",
    "save_steps": 47,
    "save_total_limit": null,
    "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": false,
    "fp16": true,
    "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": [],
    "dataloader_drop_last": false,
    "eval_steps": 47,
    "dataloader_num_workers": 4,
    "dataloader_prefetch_factor": null,
    "past_index": -1,
    "run_name": "student_s3d_default_not_learning_RWF2000",
    "disable_tqdm": false,
    "remove_unused_columns": false,
    "label_names": null,
    "load_best_model_at_end": true,
    "metric_for_best_model": "f1",
    "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
    },
    "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": [
      "tensorboard"
    ],
    "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": true,
    "resume_from_checkpoint": null,
    "hub_model_id": null,
    "hub_strategy": "every_save",
    "hub_token": "<HUB_TOKEN>",
    "hub_private_repo": false,
    "hub_always_push": false,
    "gradient_checkpointing": false,
    "gradient_checkpointing_kwargs": null,
    "include_inputs_for_metrics": false,
    "eval_do_concat_batches": true,
    "fp16_backend": "auto",
    "evaluation_strategy": null,
    "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,
    "dispatch_batches": null,
    "split_batches": 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
  },
  "batch_size": 75,
  "num_epochs": 25,
  "learning_rate": 1e-05,
  "weight_decay": 0.01,
  "early_stopping_patience": 3,
  "early_stopping_threshold": 0.0025,
  "warmup_ratio": 0.1,
  "seed": 42
}