clinical_transcripts_roberta_distilled

README.md

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+---
+base_model: Zamoranesis/clinical_transcripts_roberta
+tags:
+- generated_from_trainer
+model-index:
+- name: clinical_transcripts_roberta_distilled
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# clinical_transcripts_roberta_distilled
+
+This model is a fine-tuned version of [Zamoranesis/clinical_transcripts_roberta](https://huggingface.co/Zamoranesis/clinical_transcripts_roberta) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 106.7275
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 0.0005
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_ratio: 0.1
+- lr_scheduler_warmup_steps: 100
+- training_steps: 4000
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss |
+|:-------------:|:-----:|:----:|:---------------:|
+| 276.9792      | 0.31  | 100  | 198.7813        |
+| 202.4796      | 0.63  | 200  | 187.2836        |
+| 187.377       | 0.94  | 300  | 168.7091        |
+| 171.4996      | 1.25  | 400  | 171.7099        |
+| 162.2323      | 1.57  | 500  | 162.8250        |
+| 165.8647      | 1.88  | 600  | 161.5869        |
+| 151.5353      | 2.19  | 700  | 151.7282        |
+| 145.5493      | 2.51  | 800  | 146.7330        |
+| 148.6375      | 2.82  | 900  | 154.1694        |
+| 143.963       | 3.13  | 1000 | 152.8062        |
+| 141.3649      | 3.45  | 1100 | 149.8849        |
+| 134.6703      | 3.76  | 1200 | 141.6481        |
+| 136.8365      | 4.08  | 1300 | 142.7610        |
+| 127.3401      | 4.39  | 1400 | 134.1384        |
+| 128.1466      | 4.7   | 1500 | 137.5692        |
+| 130.1291      | 5.02  | 1600 | 131.3674        |
+| 123.2371      | 5.33  | 1700 | 133.7921        |
+| 128.0497      | 5.64  | 1800 | 137.7079        |
+| 121.8081      | 5.96  | 1900 | 131.1400        |
+| 118.9764      | 6.27  | 2000 | 136.2727        |
+| 111.3325      | 6.58  | 2100 | 125.8130        |
+| 112.32        | 6.9   | 2200 | 122.2134        |
+| 110.8909      | 7.21  | 2300 | 126.7264        |
+| 113.9796      | 7.52  | 2400 | 121.6689        |
+| 109.1709      | 7.84  | 2500 | 123.6003        |
+| 103.981       | 8.15  | 2600 | 115.3986        |
+| 99.9035       | 8.46  | 2700 | 118.1729        |
+| 102.7026      | 8.78  | 2800 | 116.7197        |
+| 102.889       | 9.09  | 2900 | 110.3246        |
+| 97.2037       | 9.4   | 3000 | 111.4095        |
+| 96.6495       | 9.72  | 3100 | 110.4597        |
+| 91.2564       | 10.03 | 3200 | 114.8320        |
+| 93.1662       | 10.34 | 3300 | 112.2192        |
+| 94.8274       | 10.66 | 3400 | 108.9920        |
+| 91.7985       | 10.97 | 3500 | 106.0877        |
+| 92.6536       | 11.29 | 3600 | 101.6935        |
+| 85.6407       | 11.6  | 3700 | 103.1658        |
+| 88.6192       | 11.91 | 3800 | 98.9863         |
+| 87.0916       | 12.23 | 3900 | 102.7780        |
+| 84.1347       | 12.54 | 4000 | 106.7275        |
+
+
+### Framework versions
+
+- Transformers 4.34.1
+- Pytorch 2.1.0+cu118
+- Datasets 2.14.5
+- Tokenizers 0.14.1

added_tokens.json

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+{
+  "</s>": 2,
+  "<mask>": 50264,
+  "<pad>": 1,
+  "<s>": 0,
+  "<unk>": 3
+}

config.json

@@ -0,0 +1,27 @@
+{
+  "_name_or_path": "Zamoranesis/clinical_transcripts_roberta",
+  "architectures": [
+    "RobertaForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 6,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.34.1",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 50265
+}

pytorch_model.bin

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+size 328715954

special_tokens_map.json

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+{
+  "bos_token": "<s>",
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "unk_token": "<unk>"
+}

tokenizer_config.json

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+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "mask_token": "<mask>",
+  "model_max_length": 512,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "RobertaTokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}

training_args.bin

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+size 4600