[hops] 2024-09-23 23:33:51.375 | INFO | Initializing a parser from /workspace/configs/exp_camembertv2/camembertav2_base_p2_17k_last_layer.yaml [hops] 2024-09-23 23:33:51.646 | INFO | Generating a FastText model from the treebank [hops] 2024-09-23 23:33:51.732 | INFO | Training fasttext model [hops] 2024-09-23 23:34:06.093 | INFO | Start training on cuda:1 [hops] 2024-09-23 23:34:06.099 | WARNING | You're using a RobertaTokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding. [hops] 2024-09-23 23:35:55.963 | INFO | Epoch 0: train loss 1.0562 dev loss 0.2558 dev tag acc 96.04% dev head acc 90.39% dev deprel acc 93.38% [hops] 2024-09-23 23:35:55.965 | INFO | New best model: head accuracy 90.39% > 0.00% [hops] 2024-09-23 23:37:48.043 | INFO | Epoch 1: train loss 0.2514 dev loss 0.1541 dev tag acc 98.06% dev head acc 94.42% dev deprel acc 95.97% [hops] 2024-09-23 23:37:48.044 | INFO | New best model: head accuracy 94.42% > 90.39% [hops] 2024-09-23 23:39:43.313 | INFO | Epoch 2: train loss 0.1571 dev loss 0.1317 dev tag acc 98.31% dev head acc 95.61% dev deprel acc 96.65% [hops] 2024-09-23 23:39:43.314 | INFO | New best model: head accuracy 95.61% > 94.42% [hops] 2024-09-23 23:41:33.012 | INFO | Epoch 3: train loss 0.1159 dev loss 0.1340 dev tag acc 98.45% dev head acc 96.15% dev deprel acc 97.10% [hops] 2024-09-23 23:41:33.012 | INFO | New best model: head accuracy 96.15% > 95.61% [hops] 2024-09-23 23:43:24.869 | INFO | Epoch 4: train loss 0.0939 dev loss 0.1318 dev tag acc 98.52% dev head acc 96.17% dev deprel acc 97.31% [hops] 2024-09-23 23:43:24.870 | INFO | New best model: head accuracy 96.17% > 96.15% [hops] 2024-09-23 23:45:15.729 | INFO | Epoch 5: train loss 0.0764 dev loss 0.1402 dev tag acc 98.63% dev head acc 96.43% dev deprel acc 97.52% [hops] 2024-09-23 23:45:15.730 | INFO | New best model: head accuracy 96.43% > 96.17% [hops] 2024-09-23 23:47:08.331 | INFO | Epoch 6: train loss 0.0641 dev loss 0.1569 dev tag acc 98.56% dev head acc 96.39% dev deprel acc 97.55% [hops] 2024-09-23 23:48:59.039 | INFO | Epoch 7: train loss 0.0546 dev loss 0.1513 dev tag acc 98.55% dev head acc 96.48% dev deprel acc 97.54% [hops] 2024-09-23 23:48:59.041 | INFO | New best model: head accuracy 96.48% > 96.43% [hops] 2024-09-23 23:50:49.507 | INFO | Epoch 8: train loss 0.0466 dev loss 0.1620 dev tag acc 98.58% dev head acc 96.69% dev deprel acc 97.63% [hops] 2024-09-23 23:50:49.508 | INFO | New best model: head accuracy 96.69% > 96.48% [hops] 2024-09-23 23:52:41.287 | INFO | Epoch 9: train loss 0.0402 dev loss 0.1985 dev tag acc 98.55% dev head acc 96.55% dev deprel acc 97.59% [hops] 2024-09-23 23:54:29.356 | INFO | Epoch 10: train loss 0.0351 dev loss 0.2068 dev tag acc 98.56% dev head acc 96.61% dev deprel acc 97.64% [hops] 2024-09-23 23:56:18.326 | INFO | Epoch 11: train loss 0.0313 dev loss 0.2216 dev tag acc 98.58% dev head acc 96.68% dev deprel acc 97.65% [hops] 2024-09-23 23:58:08.684 | INFO | Epoch 12: train loss 0.0283 dev loss 0.2436 dev tag acc 98.57% dev head acc 96.64% dev deprel acc 97.61% [hops] 2024-09-23 23:59:58.968 | INFO | Epoch 13: train loss 0.0264 dev loss 0.2162 dev tag acc 98.66% dev head acc 96.66% dev deprel acc 97.70% [hops] 2024-09-24 00:01:54.046 | INFO | Epoch 14: train loss 0.0229 dev loss 0.2235 dev tag acc 98.62% dev head acc 96.84% dev deprel acc 97.77% [hops] 2024-09-24 00:01:54.047 | INFO | New best model: head accuracy 96.84% > 96.69% [hops] 2024-09-24 00:03:43.593 | INFO | Epoch 15: train loss 0.0205 dev loss 0.2751 dev tag acc 98.58% dev head acc 96.62% dev deprel acc 97.55% [hops] 2024-09-24 00:05:39.698 | INFO | Epoch 16: train loss 0.0191 dev loss 0.2808 dev tag acc 98.61% dev head acc 96.76% dev deprel acc 97.69% [hops] 2024-09-24 00:07:31.899 | INFO | Epoch 17: train loss 0.0176 dev loss 0.2993 dev tag acc 98.60% dev head acc 96.70% dev deprel acc 97.66% [hops] 2024-09-24 00:09:19.834 | INFO | Epoch 18: train loss 0.0160 dev loss 0.2995 dev tag acc 98.61% dev head acc 96.80% dev deprel acc 97.68% [hops] 2024-09-24 00:11:12.806 | INFO | Epoch 19: train loss 0.0148 dev loss 0.3006 dev tag acc 98.66% dev head acc 96.75% dev deprel acc 97.71% [hops] 2024-09-24 00:13:04.349 | INFO | Epoch 20: train loss 0.0135 dev loss 0.3259 dev tag acc 98.60% dev head acc 96.73% dev deprel acc 97.68% [hops] 2024-09-24 00:14:54.792 | INFO | Epoch 21: train loss 0.0134 dev loss 0.3173 dev tag acc 98.63% dev head acc 96.77% dev deprel acc 97.75% [hops] 2024-09-24 00:16:44.895 | INFO | Epoch 22: train loss 0.0121 dev loss 0.3125 dev tag acc 98.57% dev head acc 96.77% dev deprel acc 97.68% [hops] 2024-09-24 00:18:36.256 | INFO | Epoch 23: train loss 0.0116 dev loss 0.3590 dev tag acc 98.60% dev head acc 96.81% dev deprel acc 97.70% [hops] 2024-09-24 00:20:24.902 | INFO | Epoch 24: train loss 0.0110 dev loss 0.3452 dev tag acc 98.62% dev head acc 96.73% dev deprel acc 97.79% [hops] 2024-09-24 00:22:17.255 | INFO | Epoch 25: train loss 0.0106 dev loss 0.3329 dev tag acc 98.66% dev head acc 96.80% dev deprel acc 97.74% [hops] 2024-09-24 00:24:08.189 | INFO | Epoch 26: train loss 0.0095 dev loss 0.3955 dev tag acc 98.62% dev head acc 96.79% dev deprel acc 97.75% [hops] 2024-09-24 00:25:56.986 | INFO | Epoch 27: train loss 0.0089 dev loss 0.3992 dev tag acc 98.65% dev head acc 96.82% dev deprel acc 97.70% [hops] 2024-09-24 00:27:47.176 | INFO | Epoch 28: train loss 0.0081 dev loss 0.3990 dev tag acc 98.62% dev head acc 96.77% dev deprel acc 97.70% [hops] 2024-09-24 00:29:35.106 | INFO | Epoch 29: train loss 0.0080 dev loss 0.3668 dev tag acc 98.68% dev head acc 96.81% dev deprel acc 97.74% [hops] 2024-09-24 00:31:26.250 | INFO | Epoch 30: train loss 0.0073 dev loss 0.4144 dev tag acc 98.68% dev head acc 96.69% dev deprel acc 97.74% [hops] 2024-09-24 00:33:13.839 | INFO | Epoch 31: train loss 0.0071 dev loss 0.3842 dev tag acc 98.66% dev head acc 96.82% dev deprel acc 97.78% [hops] 2024-09-24 00:35:08.530 | INFO | Epoch 32: train loss 0.0067 dev loss 0.4032 dev tag acc 98.73% dev head acc 96.79% dev deprel acc 97.73% [hops] 2024-09-24 00:36:59.998 | INFO | Epoch 33: train loss 0.0063 dev loss 0.4348 dev tag acc 98.68% dev head acc 96.81% dev deprel acc 97.74% [hops] 2024-09-24 00:38:50.141 | INFO | Epoch 34: train loss 0.0060 dev loss 0.4725 dev tag acc 98.69% dev head acc 96.79% dev deprel acc 97.72% [hops] 2024-09-24 00:40:41.736 | INFO | Epoch 35: train loss 0.0056 dev loss 0.4214 dev tag acc 98.70% dev head acc 96.84% dev deprel acc 97.75% [hops] 2024-09-24 00:40:41.737 | INFO | New best model: head accuracy 96.84% > 96.84% [hops] 2024-09-24 00:42:33.044 | INFO | Epoch 36: train loss 0.0057 dev loss 0.4583 dev tag acc 98.68% dev head acc 96.81% dev deprel acc 97.78% [hops] 2024-09-24 00:44:25.093 | INFO | Epoch 37: train loss 0.0054 dev loss 0.4637 dev tag acc 98.68% dev head acc 96.73% dev deprel acc 97.80% [hops] 2024-09-24 00:46:17.082 | INFO | Epoch 38: train loss 0.0046 dev loss 0.4691 dev tag acc 98.68% dev head acc 96.92% dev deprel acc 97.78% [hops] 2024-09-24 00:46:17.083 | INFO | New best model: head accuracy 96.92% > 96.84% [hops] 2024-09-24 00:48:08.386 | INFO | Epoch 39: train loss 0.0045 dev loss 0.4648 dev tag acc 98.67% dev head acc 96.98% dev deprel acc 97.82% [hops] 2024-09-24 00:48:08.387 | INFO | New best model: head accuracy 96.98% > 96.92% [hops] 2024-09-24 00:49:58.962 | INFO | Epoch 40: train loss 0.0046 dev loss 0.4496 dev tag acc 98.65% dev head acc 96.93% dev deprel acc 97.75% [hops] 2024-09-24 00:51:50.710 | INFO | Epoch 41: train loss 0.0042 dev loss 0.5003 dev tag acc 98.62% dev head acc 96.90% dev deprel acc 97.81% [hops] 2024-09-24 00:53:39.287 | INFO | Epoch 42: train loss 0.0038 dev loss 0.5135 dev tag acc 98.66% dev head acc 96.89% dev deprel acc 97.82% [hops] 2024-09-24 00:55:32.513 | INFO | Epoch 43: train loss 0.0039 dev loss 0.4876 dev tag acc 98.64% dev head acc 96.90% dev deprel acc 97.80% [hops] 2024-09-24 00:57:22.732 | INFO | Epoch 44: train loss 0.0034 dev loss 0.5043 dev tag acc 98.66% dev head acc 96.89% dev deprel acc 97.78% [hops] 2024-09-24 00:59:14.557 | INFO | Epoch 45: train loss 0.0032 dev loss 0.4942 dev tag acc 98.64% dev head acc 96.93% dev deprel acc 97.80% [hops] 2024-09-24 01:01:07.692 | INFO | Epoch 46: train loss 0.0030 dev loss 0.5200 dev tag acc 98.70% dev head acc 96.93% dev deprel acc 97.80% [hops] 2024-09-24 01:02:54.754 | INFO | Epoch 47: train loss 0.0029 dev loss 0.5822 dev tag acc 98.69% dev head acc 96.87% dev deprel acc 97.76% [hops] 2024-09-24 01:04:41.248 | INFO | Epoch 48: train loss 0.0028 dev loss 0.5760 dev tag acc 98.67% dev head acc 96.84% dev deprel acc 97.76% [hops] 2024-09-24 01:06:35.294 | INFO | Epoch 49: train loss 0.0025 dev loss 0.5652 dev tag acc 98.68% dev head acc 96.91% dev deprel acc 97.81% [hops] 2024-09-24 01:08:28.546 | INFO | Epoch 50: train loss 0.0028 dev loss 0.5409 dev tag acc 98.69% dev head acc 96.86% dev deprel acc 97.82% [hops] 2024-09-24 01:10:18.082 | INFO | Epoch 51: train loss 0.0023 dev loss 0.5947 dev tag acc 98.68% dev head acc 96.90% dev deprel acc 97.76% [hops] 2024-09-24 01:12:08.464 | INFO | Epoch 52: train loss 0.0022 dev loss 0.5857 dev tag acc 98.67% dev head acc 96.92% dev deprel acc 97.81% [hops] 2024-09-24 01:13:58.452 | INFO | Epoch 53: train loss 0.0021 dev loss 0.5704 dev tag acc 98.66% dev head acc 96.95% dev deprel acc 97.80% [hops] 2024-09-24 01:15:51.753 | INFO | Epoch 54: train loss 0.0017 dev loss 0.6437 dev tag acc 98.68% dev head acc 96.88% dev deprel acc 97.81% [hops] 2024-09-24 01:17:45.296 | INFO | Epoch 55: train loss 0.0018 dev loss 0.6292 dev tag acc 98.69% dev head acc 96.93% dev deprel acc 97.82% [hops] 2024-09-24 01:19:33.503 | INFO | Epoch 56: train loss 0.0019 dev loss 0.6395 dev tag acc 98.68% dev head acc 96.87% dev deprel acc 97.82% [hops] 2024-09-24 01:21:23.357 | INFO | Epoch 57: train loss 0.0017 dev loss 0.6440 dev tag acc 98.69% dev head acc 96.93% dev deprel acc 97.82% [hops] 2024-09-24 01:23:14.665 | INFO | Epoch 58: train loss 0.0014 dev loss 0.6858 dev tag acc 98.69% dev head acc 96.95% dev deprel acc 97.79% [hops] 2024-09-24 01:25:07.000 | INFO | Epoch 59: train loss 0.0014 dev loss 0.6657 dev tag acc 98.69% dev head acc 96.94% dev deprel acc 97.79% [hops] 2024-09-24 01:26:59.729 | INFO | Epoch 60: train loss 0.0015 dev loss 0.6721 dev tag acc 98.69% dev head acc 96.96% dev deprel acc 97.81% [hops] 2024-09-24 01:28:50.260 | INFO | Epoch 61: train loss 0.0014 dev loss 0.6910 dev tag acc 98.69% dev head acc 96.96% dev deprel acc 97.81% [hops] 2024-09-24 01:30:41.731 | INFO | Epoch 62: train loss 0.0011 dev loss 0.6898 dev tag acc 98.70% dev head acc 96.94% dev deprel acc 97.81% [hops] 2024-09-24 01:32:31.913 | INFO | Epoch 63: train loss 0.0017 dev loss 0.6923 dev tag acc 98.70% dev head acc 96.97% dev deprel acc 97.82% [hops] 2024-09-24 01:32:36.833 | WARNING | You're using a RobertaTokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding. [hops] 2024-09-24 01:32:45.457 | WARNING | You're using a RobertaTokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding. [hops] 2024-09-24 01:32:47.135 | INFO | Metrics for GSD-camembertav2_base_p2_17k_last_layer+rand_seed=666 ─────────────────────────────── Split UPOS UAS LAS ─────────────────────────────── Dev 98.67 97.00 95.91 Test 98.57 96.11 94.52 ───────────────────────────────