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2024-06-11 19:24:05,913 - INFO: Calling run..
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2024-06-11 19:24:05,913 - INFO: Problem Type: text_causal_classification_modeling
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2024-06-11 19:24:05,913 - INFO: Global random seed: 849738
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2024-06-11 19:24:05,913 - INFO: Preparing the data...
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2024-06-11 19:24:05,913 - INFO: Setting up automatic validation split...
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2024-06-11 19:24:05,955 - INFO: Preparing train and validation data
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2024-06-11 19:24:05,955 - INFO: Loading train dataset...
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2024-06-11 19:24:10,161 - INFO: Loading validation dataset...
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2024-06-11 19:24:10,266 - INFO: Number of observations in train dataset: 9600
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2024-06-11 19:24:10,267 - INFO: Number of observations in validation dataset: 2400
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2024-06-11 19:24:10,464 - WARNING: EOS token id not matching between config and tokenizer. Overwriting with tokenizer id.
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2024-06-11 19:24:10,465 - WARNING: PAD token id not matching between config and tokenizer. Overwriting with tokenizer id.
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2024-06-11 19:24:10,469 - INFO: Using bfloat16 for backbone
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2024-06-11 19:24:10,469 - INFO: Loading tiiuae/falcon-rw-1b. This may take a while.
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2024-06-11 19:24:22,250 - INFO: Loaded tiiuae/falcon-rw-1b.
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2024-06-11 19:24:22,253 - WARNING: EOS token id not matching between generation config and tokenizer. Overwriting with tokenizer id.
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2024-06-11 19:24:22,253 - WARNING: PAD token id not matching between generation config and tokenizer. Overwriting with tokenizer id.
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2024-06-11 19:24:22,253 - INFO: Lora module names: ['query_key_value', 'dense', 'dense_h_to_4h', 'dense_4h_to_h']
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2024-06-11 19:24:22,374 - INFO: Enough space available for saving model weights.Required space: 2591.11MB, Available space: 995995.53MB.
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2024-06-11 19:24:22,379 - INFO: Optimizer AdamW has been provided with parameters {'weight_decay': 0.0, 'eps': 1e-08, 'betas': (0.8999999762, 0.9990000129), 'lr': 0.0001}
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2024-06-11 19:24:22,520 - WARNING: No order set for keys: ['answer_column_label', 'num_classes'].
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2024-06-11 19:24:22,535 - WARNING: No order set for keys: ['answer_column_label', 'num_classes'].
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2024-06-11 19:24:23,373 - INFO: started process: 0, can_track: True, tracking_mode: TrackingMode.DURING_EPOCH
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2024-06-11 19:24:23,374 - INFO: Training Epoch: 1 / 1
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2024-06-11 19:24:23,374 - INFO: train loss: 0%| | 0/600 [00:00<?, ?it/s]
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2024-06-11 19:24:23,592 - INFO: Evaluation step: 600
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2024-06-11 19:24:26,265 - INFO: train loss: 38.50: 1%|1 | 6/600 [00:02<04:46, 2.08it/s]
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2024-06-11 19:27:29,629 - INFO: train loss: 1.08: 71%|#######1 | 426/600 [03:06<01:14, 2.34it/s]
|
98 |
+
2024-06-11 19:27:31,995 - INFO: train loss: 1.22: 72%|#######2 | 432/600 [03:08<01:10, 2.40it/s]
|
99 |
+
2024-06-11 19:27:34,489 - INFO: train loss: 1.17: 73%|#######3 | 438/600 [03:11<01:07, 2.40it/s]
|
100 |
+
2024-06-11 19:27:36,917 - INFO: train loss: 1.21: 74%|#######4 | 444/600 [03:13<01:04, 2.42it/s]
|
101 |
+
2024-06-11 19:27:39,322 - INFO: train loss: 1.28: 75%|#######5 | 450/600 [03:15<01:01, 2.44it/s]
|
102 |
+
2024-06-11 19:27:41,904 - INFO: train loss: 1.20: 76%|#######6 | 456/600 [03:18<00:59, 2.41it/s]
|
103 |
+
2024-06-11 19:27:44,618 - INFO: train loss: 1.17: 77%|#######7 | 462/600 [03:21<00:58, 2.34it/s]
|
104 |
+
2024-06-11 19:27:47,008 - INFO: train loss: 1.16: 78%|#######8 | 468/600 [03:23<00:55, 2.39it/s]
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105 |
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2024-06-11 19:27:49,405 - INFO: train loss: 1.16: 79%|#######9 | 474/600 [03:26<00:51, 2.42it/s]
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106 |
+
2024-06-11 19:27:51,760 - INFO: train loss: 1.09: 80%|######## | 480/600 [03:28<00:48, 2.46it/s]
|
107 |
+
2024-06-11 19:27:54,239 - INFO: train loss: 1.19: 81%|########1 | 486/600 [03:30<00:46, 2.45it/s]
|
108 |
+
2024-06-11 19:27:56,731 - INFO: train loss: 1.25: 82%|########2 | 492/600 [03:33<00:44, 2.44it/s]
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109 |
+
2024-06-11 19:27:59,481 - INFO: train loss: 1.17: 83%|########2 | 498/600 [03:36<00:43, 2.35it/s]
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110 |
+
2024-06-11 19:28:02,025 - INFO: train loss: 1.21: 84%|########4 | 504/600 [03:38<00:40, 2.35it/s]
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111 |
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2024-06-11 19:28:04,499 - INFO: train loss: 1.11: 85%|########5 | 510/600 [03:41<00:37, 2.38it/s]
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112 |
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2024-06-11 19:28:07,055 - INFO: train loss: 1.09: 86%|########6 | 516/600 [03:43<00:35, 2.37it/s]
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113 |
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2024-06-11 19:28:09,588 - INFO: train loss: 0.99: 87%|########7 | 522/600 [03:46<00:32, 2.37it/s]
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114 |
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2024-06-11 19:28:12,009 - INFO: train loss: 1.08: 88%|########8 | 528/600 [03:48<00:30, 2.40it/s]
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115 |
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2024-06-11 19:28:14,559 - INFO: train loss: 1.10: 89%|########9 | 534/600 [03:51<00:27, 2.39it/s]
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2024-06-11 19:28:17,044 - INFO: train loss: 1.03: 90%|######### | 540/600 [03:53<00:25, 2.39it/s]
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117 |
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2024-06-11 19:28:19,569 - INFO: train loss: 1.06: 91%|#########1| 546/600 [03:56<00:22, 2.39it/s]
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118 |
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2024-06-11 19:28:22,110 - INFO: train loss: 1.00: 92%|#########2| 552/600 [03:58<00:20, 2.38it/s]
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2024-06-11 19:28:24,605 - INFO: train loss: 0.95: 93%|#########3| 558/600 [04:01<00:17, 2.39it/s]
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2024-06-11 19:28:26,921 - INFO: train loss: 1.02: 94%|#########3| 564/600 [04:03<00:14, 2.45it/s]
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2024-06-11 19:28:29,323 - INFO: train loss: 1.06: 95%|#########5| 570/600 [04:05<00:12, 2.46it/s]
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2024-06-11 19:28:31,750 - INFO: train loss: 1.11: 96%|#########6| 576/600 [04:08<00:09, 2.46it/s]
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2024-06-11 19:28:34,275 - INFO: train loss: 1.13: 97%|#########7| 582/600 [04:10<00:07, 2.44it/s]
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2024-06-11 19:28:36,803 - INFO: train loss: 1.15: 98%|#########8| 588/600 [04:13<00:04, 2.42it/s]
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2024-06-11 19:28:39,449 - INFO: train loss: 1.01: 99%|#########9| 594/600 [04:16<00:02, 2.37it/s]
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126 |
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2024-06-11 19:28:42,270 - INFO: train loss: 0.92: 100%|##########| 600/600 [04:18<00:00, 2.29it/s]
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2024-06-11 19:28:42,270 - INFO: train loss: 0.92: 100%|##########| 600/600 [04:18<00:00, 2.32it/s]
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128 |
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2024-06-11 19:28:42,270 - INFO: Saving last model checkpoint to /app/output
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129 |
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2024-06-11 19:28:42,270 - INFO: Saving checkpoint..
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130 |
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2024-06-11 19:28:44,868 - INFO: Starting validation inference
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2024-06-11 19:28:44,868 - INFO: validation progress: 0%| | 0/150 [00:00<?, ?it/s]
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2024-06-11 19:28:45,811 - INFO: validation progress: 5%|4 | 7/150 [00:00<00:19, 7.42it/s]
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2024-06-11 19:28:46,542 - INFO: validation progress: 9%|9 | 14/150 [00:01<00:15, 8.55it/s]
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2024-06-11 19:28:47,310 - INFO: validation progress: 14%|#4 | 21/150 [00:02<00:14, 8.80it/s]
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2024-06-11 19:28:48,099 - INFO: validation progress: 19%|#8 | 28/150 [00:03<00:13, 8.83it/s]
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2024-06-11 19:28:48,870 - INFO: validation progress: 23%|##3 | 35/150 [00:04<00:12, 8.92it/s]
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2024-06-11 19:28:49,672 - INFO: validation progress: 28%|##8 | 42/150 [00:04<00:12, 8.85it/s]
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2024-06-11 19:28:50,424 - INFO: validation progress: 33%|###2 | 49/150 [00:05<00:11, 9.00it/s]
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2024-06-11 19:28:51,218 - INFO: validation progress: 37%|###7 | 56/150 [00:06<00:10, 8.94it/s]
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2024-06-11 19:28:51,997 - INFO: validation progress: 42%|####2 | 63/150 [00:07<00:09, 8.95it/s]
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2024-06-11 19:28:52,814 - INFO: validation progress: 47%|####6 | 70/150 [00:07<00:09, 8.83it/s]
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2024-06-11 19:28:53,629 - INFO: validation progress: 51%|#####1 | 77/150 [00:08<00:08, 8.76it/s]
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2024-06-11 19:28:54,398 - INFO: validation progress: 56%|#####6 | 84/150 [00:09<00:07, 8.86it/s]
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2024-06-11 19:28:55,216 - INFO: validation progress: 61%|###### | 91/150 [00:10<00:06, 8.76it/s]
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2024-06-11 19:28:55,965 - INFO: validation progress: 65%|######5 | 98/150 [00:11<00:05, 8.93it/s]
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2024-06-11 19:28:56,706 - INFO: validation progress: 70%|####### | 105/150 [00:11<00:04, 9.08it/s]
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2024-06-11 19:28:57,509 - INFO: validation progress: 75%|#######4 | 112/150 [00:12<00:04, 8.97it/s]
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2024-06-11 19:28:58,294 - INFO: validation progress: 79%|#######9 | 119/150 [00:13<00:03, 8.95it/s]
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2024-06-11 19:28:59,089 - INFO: validation progress: 84%|########4 | 126/150 [00:14<00:02, 8.91it/s]
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2024-06-11 19:28:59,901 - INFO: validation progress: 89%|########8 | 133/150 [00:15<00:01, 8.82it/s]
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2024-06-11 19:29:00,664 - INFO: validation progress: 93%|#########3| 140/150 [00:15<00:01, 8.92it/s]
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2024-06-11 19:29:01,481 - INFO: validation progress: 98%|#########8| 147/150 [00:16<00:00, 8.81it/s]
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2024-06-11 19:29:01,816 - INFO: validation progress: 100%|##########| 150/150 [00:16<00:00, 8.85it/s]
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2024-06-11 19:29:01,876 - INFO: Validation AUC: 0.54705
|
155 |
+
2024-06-11 19:29:01,876 - INFO: Mean validation loss: 0.99504
|
156 |
+
2024-06-11 19:29:02,796 - WARNING: No order set for keys: ['answer_column_label', 'num_classes'].
|