End of training
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README.md
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---
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base_model: ai-forever/ruBert-large
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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model-index:
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- name: cc-rank-large
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# cc-rank-large
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This model is a fine-tuned version of [ai-forever/ruBert-large](https://huggingface.co/ai-forever/ruBert-large) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8567
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- Accuracy: 0.7972
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:------:|:----:|:---------------:|:--------:|
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| 0.6389 | 0.5666 | 200 | 0.5407 | 0.7191 |
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| 0.4392 | 1.1331 | 400 | 0.4775 | 0.7929 |
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| 0.2205 | 1.6997 | 600 | 0.6664 | 0.7759 |
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| 0.1778 | 2.2663 | 800 | 1.0319 | 0.7858 |
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| 0.1502 | 2.8329 | 1000 | 0.8464 | 0.7986 |
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### Framework versions
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- Transformers 4.41.2
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- Pytorch 2.3.0+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "ai-forever/ruBert-large",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"directionality": "bidi",
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"pad_token_id": 0,
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"pooler_fc_size": 768,
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"pooler_num_attention_heads": 12,
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"pooler_num_fc_layers": 3,
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"pooler_size_per_head": 128,
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"pooler_type": "first_token_transform",
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.41.2",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 120138
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:cae982cb28160fd00d34a45a41204687163c43bbc9335bd8a662058f0d03d25a
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size 1707690136
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runs/Jul05_04-18-45_1e32bdfad55b/events.out.tfevents.1720153133.1e32bdfad55b.232.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:21baabf533d560a56663f5823371374d90d4f428aaf92e1e85dfd350ad90089b
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size 29024
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runs/Jul05_04-18-45_1e32bdfad55b/events.out.tfevents.1720156241.1e32bdfad55b.232.1
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version https://git-lfs.github.com/spec/v1
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size 411
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:c939651212a0941ac6a48589d248688d3e6138a3fee323de9bb3c98cb2abebeb
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size 5048
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