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whisper_syl_cv12_pad_lob100_low__0075

Automatic Speech Recognition
Transformers
TensorFlow
whisper
generated_from_keras_callback
Inference Endpoints
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  1. README.md +131 -0
  2. config.json +64 -0
  3. generation_config.json +117 -0
  4. tf_model.h5 +3 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: openai/whisper-tiny
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+ tags:
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+ - generated_from_keras_callback
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+ model-index:
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+ - name: whisper_syl_cv12_pad_lob100_low__0075
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information Keras had access to. You should
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+ probably proofread and complete it, then remove this comment. -->
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+
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+ # whisper_syl_cv12_pad_lob100_low__0075
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+
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+ This model is a fine-tuned version of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Train Loss: 0.0020
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+ - Train Accuracy: 0.0362
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+ - Train Wermet: 0.0013
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+ - Validation Loss: 0.6797
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+ - Validation Accuracy: 0.0234
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+ - Validation Wermet: 0.2357
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+ - Epoch: 74
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - optimizer: {'name': 'AdamWeightDecay', 'learning_rate': 1e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False, 'weight_decay_rate': 0.01}
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+ - training_precision: float32
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+
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+ ### Training results
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+
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+ | Train Loss | Train Accuracy | Train Wermet | Validation Loss | Validation Accuracy | Validation Wermet | Epoch |
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+ |:----------:|:--------------:|:------------:|:---------------:|:-------------------:|:-----------------:|:-----:|
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+ | 5.2930 | 0.0113 | 2.0658 | 3.9415 | 0.0117 | 0.9401 | 0 |
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+ | 4.6215 | 0.0121 | 0.8917 | 3.7803 | 0.0120 | 0.9294 | 1 |
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+ | 4.4086 | 0.0128 | 0.8403 | 3.6070 | 0.0124 | 0.9223 | 2 |
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+ | 4.1842 | 0.0135 | 0.8337 | 3.4291 | 0.0128 | 0.8867 | 3 |
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+ | 3.9981 | 0.0141 | 0.8182 | 3.3251 | 0.0131 | 0.8750 | 4 |
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+ | 3.8531 | 0.0145 | 0.8058 | 3.2385 | 0.0133 | 0.8699 | 5 |
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+ | 3.7345 | 0.0149 | 0.7925 | 3.1751 | 0.0134 | 0.8665 | 6 |
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+ | 3.6307 | 0.0152 | 0.7851 | 3.1031 | 0.0136 | 0.8507 | 7 |
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+ | 3.5437 | 0.0155 | 0.7717 | 3.0752 | 0.0138 | 0.8286 | 8 |
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+ | 3.4649 | 0.0157 | 0.7651 | 3.0334 | 0.0139 | 0.8417 | 9 |
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+ | 3.3926 | 0.0159 | 0.7531 | 3.0022 | 0.0139 | 0.8413 | 10 |
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+ | 3.3262 | 0.0162 | 0.7462 | 2.9669 | 0.0140 | 0.8264 | 11 |
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+ | 3.2625 | 0.0164 | 0.7367 | 2.9342 | 0.0141 | 0.8520 | 12 |
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+ | 3.1979 | 0.0166 | 0.7231 | 2.9046 | 0.0144 | 0.8196 | 13 |
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+ | 3.1319 | 0.0169 | 0.7133 | 2.8607 | 0.0145 | 0.8026 | 14 |
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+ | 3.0616 | 0.0172 | 0.7007 | 2.8165 | 0.0146 | 0.7788 | 15 |
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+ | 2.9792 | 0.0176 | 0.6816 | 2.7552 | 0.0149 | 0.7643 | 16 |
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+ | 2.8905 | 0.0180 | 0.6641 | 2.6788 | 0.0151 | 0.7473 | 17 |
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+ | 2.7749 | 0.0186 | 0.6424 | 2.5824 | 0.0155 | 0.7241 | 18 |
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+ | 2.6263 | 0.0193 | 0.6159 | 2.4206 | 0.0161 | 0.7047 | 19 |
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+ | 2.4352 | 0.0203 | 0.5829 | 2.2230 | 0.0168 | 0.6500 | 20 |
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+ | 2.1941 | 0.0216 | 0.5411 | 2.0349 | 0.0175 | 0.5980 | 21 |
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+ | 1.9184 | 0.0231 | 0.4922 | 1.7850 | 0.0184 | 0.5659 | 22 |
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+ | 1.6174 | 0.0249 | 0.4371 | 1.5664 | 0.0192 | 0.5081 | 23 |
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+ | 1.3542 | 0.0265 | 0.3851 | 1.3992 | 0.0199 | 0.4690 | 24 |
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+ | 1.1499 | 0.0278 | 0.3408 | 1.2512 | 0.0205 | 0.4299 | 25 |
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+ | 0.9878 | 0.0288 | 0.3029 | 1.1479 | 0.0209 | 0.4013 | 26 |
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+ | 0.8600 | 0.0297 | 0.2735 | 1.0527 | 0.0213 | 0.3755 | 27 |
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+ | 0.7516 | 0.0305 | 0.2441 | 0.9803 | 0.0216 | 0.3570 | 28 |
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+ | 0.6626 | 0.0311 | 0.2197 | 0.9314 | 0.0219 | 0.3416 | 29 |
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+ | 0.5863 | 0.0316 | 0.1993 | 0.8730 | 0.0221 | 0.3238 | 30 |
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+ | 0.5187 | 0.0321 | 0.1775 | 0.8357 | 0.0223 | 0.3136 | 31 |
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+ | 0.4608 | 0.0326 | 0.1610 | 0.8059 | 0.0224 | 0.3033 | 32 |
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+ | 0.4087 | 0.0330 | 0.1467 | 0.7746 | 0.0226 | 0.2949 | 33 |
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+ | 0.3642 | 0.0334 | 0.1298 | 0.7476 | 0.0227 | 0.2847 | 34 |
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+ | 0.3221 | 0.0337 | 0.1168 | 0.7330 | 0.0228 | 0.2802 | 35 |
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+ | 0.2837 | 0.0340 | 0.1030 | 0.7093 | 0.0229 | 0.2728 | 36 |
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+ | 0.2509 | 0.0343 | 0.0882 | 0.6941 | 0.0229 | 0.2687 | 37 |
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+ | 0.2209 | 0.0346 | 0.0747 | 0.6892 | 0.0230 | 0.2656 | 38 |
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+ | 0.1934 | 0.0349 | 0.0670 | 0.6824 | 0.0230 | 0.2630 | 39 |
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+ | 0.1688 | 0.0351 | 0.0542 | 0.6773 | 0.0230 | 0.2625 | 40 |
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+ | 0.1469 | 0.0353 | 0.0429 | 0.6700 | 0.0231 | 0.2633 | 41 |
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+ | 0.1268 | 0.0355 | 0.0365 | 0.6680 | 0.0231 | 0.2578 | 42 |
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+ | 0.1086 | 0.0357 | 0.0284 | 0.6643 | 0.0231 | 0.2540 | 43 |
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+ | 0.0920 | 0.0358 | 0.0221 | 0.6645 | 0.0231 | 0.2530 | 44 |
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+ | 0.0783 | 0.0359 | 0.0169 | 0.6621 | 0.0232 | 0.2540 | 45 |
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+ | 0.0667 | 0.0360 | 0.0121 | 0.6714 | 0.0232 | 0.2532 | 46 |
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+ | 0.0563 | 0.0361 | 0.0094 | 0.6604 | 0.0232 | 0.2503 | 47 |
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+ | 0.0477 | 0.0361 | 0.0072 | 0.6620 | 0.0232 | 0.2489 | 48 |
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+ | 0.0397 | 0.0362 | 0.0055 | 0.6611 | 0.0232 | 0.2502 | 49 |
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+ | 0.0330 | 0.0362 | 0.0045 | 0.6686 | 0.0232 | 0.2496 | 50 |
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+ | 0.0283 | 0.0362 | 0.0033 | 0.6705 | 0.0232 | 0.2503 | 51 |
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+ | 0.0242 | 0.0362 | 0.0034 | 0.6686 | 0.0232 | 0.2486 | 52 |
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+ | 0.0212 | 0.0362 | 0.0031 | 0.6686 | 0.0232 | 0.2493 | 53 |
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+ | 0.0197 | 0.0362 | 0.0028 | 0.6688 | 0.0232 | 0.2530 | 54 |
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+ | 0.0226 | 0.0362 | 0.0041 | 0.6598 | 0.0233 | 0.2451 | 55 |
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+ | 0.0158 | 0.0362 | 0.0024 | 0.6605 | 0.0233 | 0.2428 | 56 |
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+ | 0.0115 | 0.0362 | 0.0018 | 0.6648 | 0.0233 | 0.2435 | 57 |
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+ | 0.0094 | 0.0362 | 0.0017 | 0.6672 | 0.0233 | 0.2446 | 58 |
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+ | 0.0081 | 0.0362 | 0.0018 | 0.6731 | 0.0233 | 0.2439 | 59 |
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+ | 0.0071 | 0.0362 | 0.0017 | 0.6762 | 0.0233 | 0.2429 | 60 |
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+ | 0.0062 | 0.0362 | 0.0017 | 0.6794 | 0.0233 | 0.2426 | 61 |
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+ | 0.0055 | 0.0362 | 0.0017 | 0.6825 | 0.0233 | 0.2429 | 62 |
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+ | 0.0048 | 0.0362 | 0.0017 | 0.6895 | 0.0233 | 0.2450 | 63 |
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+ | 0.0042 | 0.0362 | 0.0019 | 0.6914 | 0.0233 | 0.2424 | 64 |
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+ | 0.0037 | 0.0362 | 0.0018 | 0.6938 | 0.0233 | 0.2423 | 65 |
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+ | 0.0224 | 0.0361 | 0.0080 | 0.6695 | 0.0234 | 0.2409 | 66 |
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+ | 0.0127 | 0.0362 | 0.0037 | 0.6685 | 0.0234 | 0.2383 | 67 |
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+ | 0.0065 | 0.0362 | 0.0017 | 0.6714 | 0.0234 | 0.2359 | 68 |
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+ | 0.0045 | 0.0362 | 0.0017 | 0.6645 | 0.0234 | 0.2347 | 69 |
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+ | 0.0034 | 0.0362 | 0.0016 | 0.6671 | 0.0234 | 0.2353 | 70 |
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+ | 0.0028 | 0.0362 | 0.0014 | 0.6715 | 0.0234 | 0.2354 | 71 |
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+ | 0.0024 | 0.0362 | 0.0014 | 0.6745 | 0.0234 | 0.2358 | 72 |
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+ | 0.0022 | 0.0362 | 0.0014 | 0.6778 | 0.0234 | 0.2356 | 73 |
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+ | 0.0020 | 0.0362 | 0.0013 | 0.6797 | 0.0234 | 0.2357 | 74 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.33.0.dev0
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+ - TensorFlow 2.13.0
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+ - Tokenizers 0.13.3
config.json ADDED
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+ "activation_function": "gelu",
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+ "architectures": [
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+ "max_target_positions": 448,
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+ "median_filter_width": 7,
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+ }
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