Saving model gmra_crest-data-systems/gitlab-mr-analysis-default-model_07112024T172947
Browse files- README.md +80 -0
- config.json +41 -0
- model.safetensors +3 -0
- runs/Nov07_11-59-47_f195c719d072/events.out.tfevents.1730980793.f195c719d072.192.0 +3 -0
- special_tokens_map.json +37 -0
- tokenizer.json +0 -0
- tokenizer_config.json +62 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: crest-data-systems/gitlab-mr-analysis-default-model
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tags:
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- generated_from_trainer
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metrics:
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- f1
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model-index:
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- name: gitlab-mr-analysis-default-model_07112024T172947
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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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# gitlab-mr-analysis-default-model_07112024T172947
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This model is a fine-tuned version of [crest-data-systems/gitlab-mr-analysis-default-model](https://huggingface.co/crest-data-systems/gitlab-mr-analysis-default-model) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.9438
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- F1: 0.5876
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- Learning Rate: 0.0
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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: 2e-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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- gradient_accumulation_steps: 4
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- total_train_batch_size: 32
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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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- lr_scheduler_warmup_steps: 500
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- num_epochs: 15
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | F1 | Rate |
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|:-------------:|:-------:|:----:|:---------------:|:------:|:------:|
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| No log | 0.9943 | 87 | 3.5342 | 0.1406 | 0.0000 |
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| No log | 2.0 | 175 | 1.5958 | 0.2582 | 7e-06 |
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| No log | 2.9943 | 262 | 1.2511 | 0.5414 | 0.0000 |
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| No log | 4.0 | 350 | 1.1763 | 0.5725 | 0.0000 |
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| No log | 4.9943 | 437 | 1.1890 | 0.5848 | 0.0000 |
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| 1.9832 | 6.0 | 525 | 1.2495 | 0.5913 | 0.0000 |
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| 1.9832 | 6.9943 | 612 | 1.3386 | 0.6015 | 0.0000 |
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| 1.9832 | 8.0 | 700 | 1.4233 | 0.6124 | 0.0000 |
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| 1.9832 | 8.9943 | 787 | 1.5144 | 0.5942 | 0.0000 |
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| 1.9832 | 10.0 | 875 | 1.6596 | 0.5924 | 0.0000 |
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| 1.9832 | 10.9943 | 962 | 1.7356 | 0.5980 | 0.0000 |
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| 0.3221 | 12.0 | 1050 | 1.8500 | 0.5796 | 0.0000 |
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| 0.3221 | 12.9943 | 1137 | 1.9288 | 0.5826 | 0.0000 |
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| 0.3221 | 14.0 | 1225 | 1.9396 | 0.5819 | 2e-06 |
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| 0.3221 | 14.9143 | 1305 | 1.9438 | 0.5876 | 0.0 |
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### Framework versions
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- Transformers 4.44.2
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- Pytorch 2.5.1+cu124
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- Datasets 3.1.0
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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": "crest-data-systems/gitlab-mr-analysis-default-model",
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "acknowledgement",
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"1": "change_request",
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"2": "critical",
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"3": "discussion_participation",
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"4": "discussion_trigger",
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"5": "reference"
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},
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"initializer_range": 0.02,
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"label2id": {
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"acknowledgement": 0,
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"change_request": 1,
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"critical": 2,
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"discussion_participation": 3,
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"discussion_trigger": 4,
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"reference": 5
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},
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"problem_type": "single_label_classification",
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"torch_dtype": "float32",
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"transformers_version": "4.44.2",
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"vocab_size": 30522
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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 sha256:778d7b4bef4244ce3bf7a6254832fdaa07e749641ce78494037a187ce63c3f23
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size 267844872
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runs/Nov07_11-59-47_f195c719d072/events.out.tfevents.1730980793.f195c719d072.192.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:33548fb6321858f829d022e662bf443b8a2e45784f7e9add00165f5e6f7fe53d
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size 11880
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special_tokens_map.json
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{
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"cls_token": {
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tokenizer.json
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tokenizer_config.json
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"clean_up_tokenization_spaces": true,
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"do_lower_case": true,
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"mask_token": "[MASK]",
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"max_length": 512,
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"pad_to_multiple_of": null,
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"pad_token": "[PAD]",
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"pad_token_type_id": 0,
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"padding_side": "right",
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"stride": 0,
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "DistilBertTokenizer",
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"unk_token": "[UNK]"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:0b9308667977f74c638c0251504ff4fa3ffa9e71fe1a9d35474eab3724f1beb4
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size 5304
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vocab.txt
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