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{'LABEL_0': 0, 'LABEL_1': 1, 'LABEL_2': 2, 'LABEL_3': 3, 'LABEL_4': 4, 'LABEL_5': 5, 'LABEL_6': 6, 'LABEL_7': 7, 'LABEL_8': 8, 'LABEL_9': 9, 'LABEL_10': 10, 'LABEL_11': 11, 'LABEL_12': 12, 'LABEL_13': 13, 'LABEL_14': 14, 'LABEL_15': 15, 'LABEL_16': 16, 'LABEL_17': 17, 'LABEL_18': 18, 'LABEL_19': 19, 'LABEL_20': 20, 'LABEL_21': 21, 'LABEL_22': 22, 'LABEL_23': 23, 'LABEL_24': 24, 'LABEL_25': 25, 'LABEL_26': 26, 'LABEL_27': 27, 'LABEL_28': 28, 'LABEL_29': 29, 'LABEL_30': 30, 'LABEL_31': 31, 'LABEL_32': 32, 'LABEL_33': 33, 'LABEL_34': 34, 'LABEL_35': 35, 'LABEL_36': 36, 'LABEL_37': 37, 'LABEL_38': 38, 'LABEL_39': 39, 'LABEL_40': 40, 'LABEL_41': 41, 'LABEL_42': 42, 'LABEL_43': 43, 'LABEL_44': 44, 'LABEL_45': 45, 'LABEL_46': 46, 'LABEL_47': 47, 'LABEL_48': 48, 'LABEL_49': 49}, 'tokenizer_class': None, 'prefix': None, 'bos_token_id': None, 'pad_token_id': 0, 'eos_token_id': None, 'sep_token_id': None, 'decoder_start_token_id': None, 'task_specific_params': None, 'problem_type': 'multi_label_classification', '_name_or_path': 'bert-base-uncased', 'transformers_version': '4.44.2', 'gradient_checkpointing': False, 'model_type': 'bert', 'vocab_size': 30522, 'hidden_size': 768, 'num_hidden_layers': 12, 'num_attention_heads': 12, 'hidden_act': 'gelu', 'intermediate_size': 3072, 'hidden_dropout_prob': 0.1, 'attention_probs_dropout_prob': 0.1, 'max_position_embeddings': 512, 'type_vocab_size': 2, 'initializer_range': 0.02, 'layer_norm_eps': 1e-12, 'position_embedding_type': 'absolute', 'use_cache': True, 'classifier_dropout': None, 'output_dir': '/kaggle/working/', 'overwrite_output_dir': False, 'do_train': False, 'do_eval': True, 'do_predict': False, 'eval_strategy': 'epoch', 'prediction_loss_only': False, 'per_device_train_batch_size': 8, 'per_device_eval_batch_size': 8, 'per_gpu_train_batch_size': None, 'per_gpu_eval_batch_size': None, 'gradient_accumulation_steps': 1, 'eval_accumulation_steps': None, 'eval_delay': 0, 'torch_empty_cache_steps': None, 'learning_rate': 2e-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': 30, 'max_steps': -1, 'lr_scheduler_type': 'linear', 'lr_scheduler_kwargs': {}, 'warmup_ratio': 0.0, 'warmup_steps': 0, 'log_level': 'passive', 'log_level_replica': 'warning', 'log_on_each_node': True, 'logging_dir': '.', 'logging_strategy': 'steps', 'logging_first_step': False, 'logging_steps': 10, 'logging_nan_inf_filter': True, 'save_strategy': 'epoch', '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': None, 'jit_mode_eval': False, 'use_ipex': False, 'bf16': False, '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': False, 'eval_steps': None, 'dataloader_num_workers': 0, 'dataloader_prefetch_factor': None, 'past_index': -1, 'run_name': '/kaggle/working/', 'disable_tqdm': False, 'remove_unused_columns': True, 'label_names': None, 'load_best_model_at_end': True, 'metric_for_best_model': 'accuracy', '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': None, 'accelerator_config': {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}, 'deepspeed': None, 'label_smoothing_factor': 0.0, 'optim': 'adamw_torch', 'optim_args': None, 'adafactor': False, 'group_by_length': False, 'length_column_name': 'length', 'report_to': ['tensorboard', 'wandb'], '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': 'every_save', 'hub_token': '<HUB_TOKEN>', 'hub_private_repo': False, 'hub_always_push': False, 'gradient_checkpointing_kwargs': None, 'include_inputs_for_metrics': False, 'eval_do_concat_batches': True, 'fp16_backend': 'auto', 'evaluation_strategy': 'epoch', 'push_to_hub_model_id': None, 'push_to_hub_organization': None, 'push_to_hub_token': '<PUSH_TO_HUB_TOKEN>', 'mp_parameters': '', 'auto_find_batch_size': False, 'full_determinism': False, 'torchdynamo': None, 'ray_scope': 'last', 'ddp_timeout': 1800, 'torch_compile': False, 'torch_compile_backend': None, 'torch_compile_mode': None, 'dispatch_batches': None, 'split_batches': None, 'include_tokens_per_second': False, 'include_num_input_tokens_seen': False, 'neftune_noise_alpha': None, 'optim_target_modules': None, 'batch_eval_metrics': False, 'eval_on_start': False, 'eval_use_gather_object': False}
30
+ 2024-10-03 17:12:10,222 INFO MainThread:29 [wandb_config.py:__setitem__():154] config set model/num_parameters = 109520690 - <bound method Run._config_callback of <wandb.sdk.wandb_run.Run object at 0x7cb095473c10>>
31
+ 2024-10-03 17:12:10,222 INFO MainThread:29 [wandb_run.py:_config_callback():1388] config_cb model/num_parameters 109520690 None
32
+ 2024-10-03 17:44:09,371 INFO MainThread:29 [jupyter.py:save_ipynb():387] not saving jupyter notebook
33
+ 2024-10-03 17:44:09,371 INFO MainThread:29 [wandb_init.py:_pause_backend():443] pausing backend
34
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35
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36
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37
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38
+ 2024-10-03 17:45:03,560 INFO MainThread:29 [jupyter.py:save_ipynb():387] not saving jupyter notebook
39
+ 2024-10-03 17:45:03,560 INFO MainThread:29 [wandb_init.py:_pause_backend():443] pausing backend
40
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41
+ 2024-10-03 17:45:31,926 INFO MainThread:29 [jupyter.py:save_ipynb():387] not saving jupyter notebook
42
+ 2024-10-03 17:45:31,926 INFO MainThread:29 [wandb_init.py:_pause_backend():443] pausing backend
43
+ 2024-10-03 17:47:04,926 INFO MainThread:29 [wandb_init.py:_resume_backend():448] resuming backend
44
+ 2024-10-03 17:47:04,950 INFO MainThread:29 [jupyter.py:save_ipynb():387] not saving jupyter notebook
45
+ 2024-10-03 17:47:04,950 INFO MainThread:29 [wandb_init.py:_pause_backend():443] pausing backend
46
+ 2024-10-03 17:48:04,366 INFO MainThread:29 [wandb_init.py:_resume_backend():448] resuming backend
47
+ 2024-10-03 17:48:04,980 INFO MainThread:29 [jupyter.py:save_ipynb():387] not saving jupyter notebook
48
+ 2024-10-03 17:48:04,981 INFO MainThread:29 [wandb_init.py:_pause_backend():443] pausing backend
49
+ 2024-10-03 17:52:19,599 INFO MainThread:29 [wandb_init.py:_resume_backend():448] resuming backend
50
+ 2024-10-03 17:52:19,643 INFO MainThread:29 [jupyter.py:save_ipynb():387] not saving jupyter notebook
51
+ 2024-10-03 17:52:19,643 INFO MainThread:29 [wandb_init.py:_pause_backend():443] pausing backend
52
+ 2024-10-03 17:52:29,322 INFO MainThread:29 [wandb_init.py:_resume_backend():448] resuming backend
53
+ 2024-10-03 17:52:29,323 INFO MainThread:29 [jupyter.py:save_ipynb():387] not saving jupyter notebook
54
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55
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56
+ 2024-10-03 17:52:30,651 INFO MainThread:29 [jupyter.py:save_ipynb():387] not saving jupyter notebook
57
+ 2024-10-03 17:52:30,651 INFO MainThread:29 [wandb_init.py:_pause_backend():443] pausing backend
58
+ 2024-10-03 17:52:44,454 INFO MainThread:29 [wandb_init.py:_resume_backend():448] resuming backend
wandb/run-20241003_171207-ebbiv8op/files/output.log ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ Evaluation results: {'eval_loss': 0.06446570158004761, 'eval_accuracy': 0.4756756756756757, 'eval_runtime': 4.0768, 'eval_samples_per_second': 226.896, 'eval_steps_per_second': 28.454, 'epoch': 30.0}
2
+ /opt/conda/lib/python3.10/site-packages/huggingface_hub/utils/_deprecation.py:131: FutureWarning: 'Repository' (from 'huggingface_hub.repository') is deprecated and will be removed from version '1.0'. Please prefer the http-based alternatives instead. Given its large adoption in legacy code, the complete removal is only planned on next major release.
3
+ For more details, please read https://huggingface.co/docs/huggingface_hub/concepts/git_vs_http.
4
+ warnings.warn(warning_message, FutureWarning)
wandb/run-20241003_171207-ebbiv8op/files/requirements.txt ADDED
@@ -0,0 +1,781 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ brotlipy==0.7.0
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23
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25
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29
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32
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33
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38
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40
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42
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44
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45
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46
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47
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48
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49
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50
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51
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52
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55
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56
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57
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60
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61
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62
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63
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64
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65
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66
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67
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68
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69
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72
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74
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75
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76
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77
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78
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79
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80
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81
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82
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84
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85
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86
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87
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88
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89
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90
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91
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92
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93
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94
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95
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96
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97
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98
+ albumentations==1.4.15
99
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100
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101
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102
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103
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104
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105
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106
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107
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108
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109
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110
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111
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112
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113
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114
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115
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116
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117
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118
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119
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120
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121
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123
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124
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125
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126
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127
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128
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129
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130
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131
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132
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133
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134
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135
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136
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137
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138
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139
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140
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141
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142
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143
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144
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145
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146
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147
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148
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149
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150
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151
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152
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153
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154
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155
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156
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157
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158
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159
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160
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161
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162
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163
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164
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165
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166
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167
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168
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169
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170
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171
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172
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173
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174
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175
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176
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177
+ soxr==0.5.0.post1
178
+ memory-profiler==0.61.0
179
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180
+ audioread==3.0.1
181
+ cufflinks==0.17.3
182
+ soundfile==0.12.1
183
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292
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302
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304
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341
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344
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349
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356
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357
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358
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359
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364
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367
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368
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392
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403
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405
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408
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411
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413
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414
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418
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419
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421
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425
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426
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427
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428
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431
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432
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436
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437
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438
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447
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450
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451
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452
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454
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455
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456
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457
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458
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459
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460
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462
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463
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464
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465
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466
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467
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468
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469
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470
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472
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475
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476
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477
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478
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481
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482
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483
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484
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485
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486
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487
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488
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489
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490
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491
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492
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494
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498
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499
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500
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501
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502
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503
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508
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510
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512
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513
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514
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515
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516
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517
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518
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520
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521
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522
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524
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525
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526
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527
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528
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529
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530
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531
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532
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533
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534
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535
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536
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539
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540
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542
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543
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544
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545
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546
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547
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548
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549
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550
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551
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552
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553
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554
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555
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556
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557
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558
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559
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560
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561
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562
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563
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564
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565
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566
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570
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571
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572
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573
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577
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578
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580
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586
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587
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589
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590
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593
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594
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595
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596
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598
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602
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612
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614
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615
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616
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617
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618
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624
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627
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637
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