Subir modelo con todos los parámetros de entrenamiento

README.md

@@ -19,12 +19,12 @@ should probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Loss: 0.0393
-- Accuracy: 0.9813
-- F1: 0.9813
-- Precision: 0.9813
-- Recall: 0.9813
-- Roc Auc: 0.9991
+- Loss: 0.0617
+- Accuracy: 0.9829
+- F1: 0.9829
+- Precision: 0.9831
+- Recall: 0.9829
+- Roc Auc: 0.9983
 
 ## Model description
 

all_parameters.json

@@ -0,0 +1,329 @@
+{
+  "dataset_config": {
+    "name_dataset": "RLVS",
+    "strategy": "N",
+    "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
+    ]
+  },
+  "teacher_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": [
+      "MViTForVideoClassification"
+    ],
+    "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": "DanJoshua/profesor_MViT_S_RLVS",
+    "_attn_implementation_autoset": false,
+    "transformers_version": "4.46.3",
+    "num_classes": 2,
+    "num_frames": 16,
+    "model": "MViT",
+    "is_pretrained": true,
+    "reinitialize_head": true,
+    "model_type": ""
+  },
+  "student_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": [
+      "MC318ForVideoClassification"
+    ],
+    "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": "",
+    "_attn_implementation_autoset": false,
+    "transformers_version": "4.46.3",
+    "num_classes": 2,
+    "num_frames": 16,
+    "model": "MC318",
+    "is_pretrained": true,
+    "reinitialize_head": true,
+    "distillation_type": "kl",
+    "model_type": ""
+  },
+  "training_args": {
+    "output_dir": "estudiante_MC318_profesor_MViT_kl_RLVS",
+    "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": 30,
+    "per_device_eval_batch_size": 30,
+    "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": 1590,
+    "lr_scheduler_type": "linear",
+    "lr_scheduler_kwargs": {},
+    "warmup_ratio": 0.0,
+    "warmup_steps": 159,
+    "log_level": "passive",
+    "log_level_replica": "warning",
+    "log_on_each_node": true,
+    "logging_dir": "estudiante_MC318_profesor_MViT_kl_RLVS/runs/Nov28_14-03-48_1bc960171bcc",
+    "logging_strategy": "steps",
+    "logging_first_step": false,
+    "logging_steps": 39,
+    "logging_nan_inf_filter": true,
+    "save_strategy": "steps",
+    "save_steps": 79,
+    "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": 79,
+    "dataloader_num_workers": 4,
+    "dataloader_prefetch_factor": null,
+    "past_index": -1,
+    "run_name": "estudiante_MC318_profesor_MViT_kl_RLVS",
+    "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",
+      "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": 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,
+    "include_for_metrics": [],
+    "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,
+    "average_tokens_across_devices": false
+  },
+  "batch_size": 30,
+  "num_epochs": 30,
+  "learning_rate": 1e-05,
+  "weight_decay": 0.01,
+  "early_stopping_patience": 5,
+  "early_stopping_threshold": 0.001,
+  "warmup_ratio": 0.1,
+  "seed": 42,
+  "temperature": 5.0,
+  "alpha": 0.3
+}

all_results.json

@@ -1,5 +1,14 @@
 {
     "epoch": 21.005660377358492,
+    "eval_accuracy": 0.9828947368421053,
+    "eval_f1": 0.9828903802026278,
+    "eval_loss": 0.06174745410680771,
+    "eval_precision": 0.9830530104282093,
+    "eval_recall": 0.9828947368421053,
+    "eval_roc_auc": 0.9983304583965473,
+    "eval_runtime": 152.7531,
+    "eval_samples_per_second": 4.975,
+    "eval_steps_per_second": 0.17,
     "total_flos": 0.0,
     "train_loss": 0.31929980732720614,
     "train_runtime": 8703.9482,

runs/Nov28_14-03-48_1bc960171bcc/events.out.tfevents.1732811495.1bc960171bcc.218059.4

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+size 611

test_results.json

@@ -0,0 +1,12 @@
+{
+    "epoch": 21.005660377358492,
+    "eval_accuracy": 0.9828947368421053,
+    "eval_f1": 0.9828903802026278,
+    "eval_loss": 0.06174745410680771,
+    "eval_precision": 0.9830530104282093,
+    "eval_recall": 0.9828947368421053,
+    "eval_roc_auc": 0.9983304583965473,
+    "eval_runtime": 152.7531,
+    "eval_samples_per_second": 4.975,
+    "eval_steps_per_second": 0.17
+}