End of training

.ipynb_checkpoints/eval_results-checkpoint.json

@@ -0,0 +1,9 @@
+{
+    "epoch": 2.0,
+    "eval_loss": 0.23875188827514648,
+    "eval_runtime": 294.1776,
+    "eval_samples": 5792,
+    "eval_samples_per_second": 19.689,
+    "eval_steps_per_second": 0.309,
+    "eval_wer": 0.3680797679950471
+}

.ipynb_checkpoints/run-checkpoint.sh

@@ -36,6 +36,6 @@ python run_speech_recognition_ctc.py \
 --fp16 \
 --group_by_length \
 --preprocessing_num_workers="64" \
---do_train --do_eval \
+--do_eval \
 --load_best_model_at_end \
 --push_to_hub

all_results.json

@@ -1,11 +1,11 @@
 {
     "epoch": 2.0,
-    "eval_loss": 0.23875188827514648,
-    "eval_runtime": 294.1776,
-    "eval_samples": 5792,
-    "eval_samples_per_second": 19.689,
-    "eval_steps_per_second": 0.309,
-    "eval_wer": 0.3680797679950471,
+    "eval_loss": 21.909679412841797,
+    "eval_runtime": 271.2636,
+    "eval_samples": 4469,
+    "eval_samples_per_second": 16.475,
+    "eval_steps_per_second": 0.258,
+    "eval_wer": 1.0,
     "train_loss": 1.442369053426242,
     "train_runtime": 53680.5392,
     "train_samples": 442265,

eval_results.json

@@ -1,9 +1,8 @@
 {
-    "epoch": 2.0,
-    "eval_loss": 0.23875188827514648,
-    "eval_runtime": 294.1776,
-    "eval_samples": 5792,
-    "eval_samples_per_second": 19.689,
-    "eval_steps_per_second": 0.309,
-    "eval_wer": 0.3680797679950471
+    "eval_loss": 21.909679412841797,
+    "eval_runtime": 271.2636,
+    "eval_samples": 4469,
+    "eval_samples_per_second": 16.475,
+    "eval_steps_per_second": 0.258,
+    "eval_wer": 1.0
 }

pytorch_model.bin

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 size 1262821553

special_tokens_map.json

@@ -1 +1 @@
-{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "pad_token": "<pad>", "additional_special_tokens": [{"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<pad>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}]}
+{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "pad_token": "<pad>", "additional_special_tokens": [{"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<pad>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "</s>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, {"content": "<pad>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}]}

training_args.bin

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+oid sha256:1f3a67b3f8a9b2a576d3736f6fe41f32790252519745bd9adf7f9fc9090a03b0
 size 3055

wandb/debug-internal.log

@@ -1 +1 @@
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+run-20220201_103004-1yfj7vwy/logs/debug-internal.log

wandb/debug.log

@@ -1 +1 @@
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+run-20220201_103004-1yfj7vwy/logs/debug.log

wandb/latest-run

@@ -1 +1 @@
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+run-20220201_103004-1yfj7vwy

wandb/run-20220130_191954-1mtmnz5y/files/config.yaml

@@ -4829,7 +4829,13 @@ _wandb:
       - 1
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+      2:
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       5: 0.12.9

wandb/run-20220130_191954-1mtmnz5y/files/output.log

@@ -32070,3 +32070,22 @@ Loading best model from ./checkpoint-18000 (score: 0.22597630321979523).
 Saving model checkpoint to ./ckpoint-18000 (score: 0.22597630321979523).
 Saving model checkpoint to ./rch_model.bin (score: 0.22597630321979523).
 Model weights saved in ./pytorch_model.bin (score: 0.22597630321979523).
+Model weights saved in ./pytorch_model.bin (score: 0.22597630321979523).
+02/01/2022 02:46:43 - WARNING - huggingface_hub.repository - Several commits (52) will be pushed upstream.
+Several commits (52) will be pushed upstream.core: 0.22597630321979523).
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+Upload file wandb/run-20220130_191954-1mtmnz5y/run-1mtmnz5y.wandb:   9%|████████▎                                                                                     | 17.6M/200M [00:02<00:17, 10.7MB/s]
+Upload file wandb/run-20220130_191954-1mtmnz5y/run-1mtmnz5y.wandb:  23%|█████████████████████▍                                                                        | 45.6M/200M [00:03<00:08, 18.8MB/s]
+Upload file wandb/run-20220130_191954-1mtmnz5y/run-1mtmnz5y.wandb:  52%|█████████████████████████████████████████████████                                              | 103M/200M [00:05<00:04, 25.0MB/s]
+Upload file wandb/run-20220130_191954-1mtmnz5y/run-1mtmnz5y.wandb:  52%|█████████████████████████████████████████████████                                              | 103M/200M [00:05<00:04, 25.0MB/s]
+Upload file wandb/run-20220130_191954-1mtmnz5y/run-1mtmnz5y.wandb:  52%|█████████████████████████████████████████████████                                              | 103M/200M [00:05<00:04, 25.0MB/s]
+02/01/2022 02:46:56 - WARNING - huggingface_hub.repository - To https://huggingface.co/AlexN/xls-r-300m-fr
+ ! [rejected]        main -> main (fetch first)
+error: failed to push some refs to 'https://huggingface.co/AlexN/xls-r-300m-fr'
+hint: Updates were rejected because the remote contains work that you do
+hint: not have locally. This is usually caused by another repository pushing
+hint: to the same ref. You may want to first integrate the remote changes
+hint: (e.g., 'git pull ...') before pushing again.
+hint: See the 'Note about fast-forwards' in 'git push --help' for details.'origin', 'main']' returned non-zero exit status 1.██████████████████████████████████████████| 200M/200M [00:09<00:00, 22.6MB/s]
+hint: See the 'Note about fast-forwards' in 'git push --help' for details.'origin', 'main']' returned non-zero exit status 1.██████████████████████████████████████████| 200M/200M [00:09<00:00, 22.6MB/s]
+hint: See the 'Note about fast-forwards' in 'git push --help' for details.'origin', 'main']' returned non-zero exit status 1.██████████████████████████████████████████| 200M/200M [00:09<00:00, 22.6MB/s]

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wandb/run-20220130_191954-1mtmnz5y/logs/debug.log

@@ -22,3 +22,141 @@ config: {}
 2022-01-30 19:19:56,771 INFO    MainThread:26084 [wandb_init.py:init():633] run started, returning control to user process
 2022-01-30 19:19:56,774 INFO    MainThread:26084 [wandb_run.py:_config_callback():956] config_cb None None {'return_dict': True, 'output_hidden_states': False, 'output_attentions': False, 'torchscript': False, 'torch_dtype': 'float32', 'use_bfloat16': False, 'pruned_heads': {}, 'tie_word_embeddings': True, 'is_encoder_decoder': False, 'is_decoder': False, 'cross_attention_hidden_size': None, '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, 'repetition_penalty': 1.0, 'length_penalty': 1.0, 'no_repeat_ngram_size': 0, 'encoder_no_repeat_ngram_size': 0, 'bad_words_ids': None, 'num_return_sequences': 1, 'chunk_size_feed_forward': 0, 'output_scores': False, 'return_dict_in_generate': False, 'forced_bos_token_id': None, 'forced_eos_token_id': None, 'remove_invalid_values': False, 'architectures': ['Wav2Vec2ForPreTraining'], 'finetuning_task': None, 'id2label': {0: 'LABEL_0', 1: 'LABEL_1'}, 'label2id': {'LABEL_0': 0, 'LABEL_1': 1}, 'tokenizer_class': None, 'prefix': None, 'bos_token_id': 1, 'pad_token_id': 218, 'eos_token_id': 2, 'sep_token_id': None, 'decoder_start_token_id': None, 'task_specific_params': None, 'problem_type': None, '_name_or_path': 'facebook/wav2vec2-xls-r-300m', 'transformers_version': '4.17.0.dev0', 'feat_extract_dropout': 0.0, 'model_type': 'wav2vec2', 'num_feat_extract_layers': 7, 'hidden_size': 1024, 'feat_extract_norm': 'layer', 'feat_extract_activation': 'gelu', 'conv_dim': [512, 512, 512, 512, 512, 512, 512], 'conv_stride': [5, 2, 2, 2, 2, 2, 2], 'conv_kernel': [10, 3, 3, 3, 3, 2, 2], 'conv_bias': True, 'num_conv_pos_embeddings': 128, 'num_conv_pos_embedding_groups': 16, 'num_hidden_layers': 24, 'intermediate_size': 4096, 'hidden_act': 'gelu', 'num_attention_heads': 16, 'hidden_dropout': 0.0, 'attention_dropout': 0.0, 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'output_dir': './', 'overwrite_output_dir': True, 'do_train': True, 'do_eval': True, 'do_predict': False, 'evaluation_strategy': 'steps', 'prediction_loss_only': False, 'per_device_train_batch_size': 64, 'per_device_eval_batch_size': 64, 'per_gpu_train_batch_size': 'None', 'per_gpu_eval_batch_size': 'None', 'gradient_accumulation_steps': 1, 'eval_accumulation_steps': 'None', 'learning_rate': 0.0001, 'weight_decay': 0.0, 'adam_beta1': 0.9, 'adam_beta2': 0.999, 'adam_epsilon': 1e-08, 'max_grad_norm': 1.0, 'num_train_epochs': 4.0, 'max_steps': -1, 'lr_scheduler_type': 'linear', 'warmup_ratio': 0.0, 'warmup_steps': 2700, 'log_level': -1, 'log_level_replica': -1, 'log_on_each_node': True, 'logging_dir': './runs/Jan30_18-03-27_job-1abccd0a-3293-4ffe-8274-9e8f841f653f', 'logging_strategy': 'steps', 'logging_first_step': False, 'logging_steps': 100, 'logging_nan_inf_filter': True, 'save_strategy': 'steps', 'save_steps': 500, 'save_total_limit': 2, 'save_on_each_node': False, 'no_cuda': False, 'seed': 42, 'bf16': False, 'fp16': True, 'fp16_opt_level': 'O1', 'half_precision_backend': 'amp', 'bf16_full_eval': False, 'fp16_full_eval': False, 'tf32': 'None', 'local_rank': -1, 'xpu_backend': 'None', 'tpu_num_cores': 'None', 'tpu_metrics_debug': False, 'debug': '[]', 'dataloader_drop_last': False, 'eval_steps': 500, 'dataloader_num_workers': 0, 'past_index': -1, 'run_name': 'xls-r-300m-fr', 'disable_tqdm': False, 'remove_unused_columns': True, 'label_names': 'None', 'load_best_model_at_end': True, 'metric_for_best_model': 'loss', 'greater_is_better': False, 'ignore_data_skip': False, 'sharded_ddp': '[]', 'deepspeed': 'None', 'label_smoothing_factor': 0.0, 'optim': 'adamw_hf', 'adafactor': False, 'group_by_length': True, 'length_column_name': 'input_length', 'report_to': "['wandb']", 'ddp_find_unused_parameters': 'None', 'ddp_bucket_cap_mb': 'None', 'dataloader_pin_memory': True, 'skip_memory_metrics': True, 'use_legacy_prediction_loop': False, 'push_to_hub': True, 'resume_from_checkpoint': 'None', 'hub_model_id': 'None', 'hub_strategy': 'every_save', 'hub_token': '<HUB_TOKEN>', 'gradient_checkpointing': True, 'fp16_backend': 'auto', 'push_to_hub_model_id': 'None', 'push_to_hub_organization': 'None', 'push_to_hub_token': '<PUSH_TO_HUB_TOKEN>', '_n_gpu': 1, 'mp_parameters': '', 'train_batch_size': 64, 'eval_batch_size': 64}
 2022-01-30 19:19:56,778 INFO    MainThread:26084 [wandb_watch.py:watch():43] Watching
+2022-02-01 02:46:57,430 INFO    MainThread:26084 [wandb_run.py:_atexit_cleanup():1780] got exitcode: 1
+2022-02-01 02:46:57,433 INFO    MainThread:26084 [wandb_run.py:_restore():1752] restore
+2022-02-01 02:46:59,849 INFO    MainThread:26084 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
+  wandb_count: 1
+}
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+  total_bytes: 2180
+}
+
+2022-02-01 02:47:00,014 INFO    MainThread:26084 [wandb_run.py:_wait_for_finish():1912] got exit ret: file_counts {
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+}
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+  total_bytes: 2180
+}
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+}
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+  uploaded_bytes: 2180
+  total_bytes: 2180
+}
+
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+}
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+}
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+}
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+}
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+}
+pusher_stats {
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+}
+
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+}
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+  total_bytes: 3863613
+}
+
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+  wandb_count: 5
+}
+pusher_stats {
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+  total_bytes: 3863613
+}
+
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+  wandb_count: 5
+}
+pusher_stats {
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+  total_bytes: 3863613
+}
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+}
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+  total_bytes: 3863613
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+}
+pusher_stats {
+  uploaded_bytes: 3863613
+  total_bytes: 3863613
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+
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+}
+pusher_stats {
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+
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+}
+pusher_stats {
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+  total_bytes: 3863613
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+
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+  wandb_count: 5
+}
+pusher_stats {
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+  total_bytes: 3863613
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+
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+  wandb_count: 5
+}
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+  total_bytes: 3863613
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+
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+exit_result {
+}
+file_counts {
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+}
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wandb/run-20220130_191954-1mtmnz5y/run-1mtmnz5y.wandb

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wandb/run-20220201_103004-1yfj7vwy/files/config.yaml

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+_n_gpu:
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+  value: -1
+log_on_each_node:
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+  value: true
+logging_dir:
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wandb/run-20220201_103004-1yfj7vwy/files/output.log

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+***** eval metrics *****
+  eval_loss               =    21.9097
+  eval_runtime            = 0:04:31.26
+  eval_samples            =       4469
+  eval_samples_per_second =     16.475
+  eval_steps_per_second   =      0.258
+  eval_wer                =        1.0
+100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 70/70 [04:30<00:00,  3.87s/it]
+Saving model checkpoint to ./
+Configuration saved in ./config.json
+Model weights saved in ./pytorch_model.bin

wandb/run-20220201_103004-1yfj7vwy/files/requirements.txt

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