Model save
Browse files- README.md +25 -27
- default/head_config.json +19 -0
- default/pytorch_model_head.bin +3 -0
- sentiment-lora/adapter_config.json +26 -0
- sentiment-lora/pytorch_adapter.bin +3 -0
- sentiment/head_config.json +21 -0
- sentiment/pytorch_model_head.bin +3 -0
README.md
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---
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language:
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license: mit
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base_model: indolem/indobert-base-uncased
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tags:
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@@ -22,11 +20,11 @@ should probably proofread and complete it, then remove this comment. -->
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This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Accuracy: 0.
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- Precision: 0.
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- Recall: 0.
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- F1: 0.
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## Model description
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
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### Framework versions
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---
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license: mit
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base_model: indolem/indobert-base-uncased
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tags:
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This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3540
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- Accuracy: 0.8546
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- Precision: 0.8233
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- Recall: 0.8297
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- F1: 0.8264
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## Model description
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
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| 0.5623 | 1.0 | 122 | 0.5053 | 0.7168 | 0.6410 | 0.5796 | 0.5795 |
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| 0.518 | 2.0 | 244 | 0.4861 | 0.7293 | 0.6674 | 0.5960 | 0.5998 |
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| 0.4835 | 3.0 | 366 | 0.4552 | 0.7694 | 0.7211 | 0.7094 | 0.7145 |
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| 0.4497 | 4.0 | 488 | 0.4223 | 0.7945 | 0.7521 | 0.7521 | 0.7521 |
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| 0.4266 | 5.0 | 610 | 0.3996 | 0.8170 | 0.7814 | 0.7680 | 0.7741 |
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| 0.3907 | 6.0 | 732 | 0.3830 | 0.8195 | 0.7818 | 0.7873 | 0.7845 |
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| 0.3742 | 7.0 | 854 | 0.3684 | 0.8346 | 0.8016 | 0.7955 | 0.7984 |
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| 0.3616 | 8.0 | 976 | 0.3720 | 0.8271 | 0.7902 | 0.8051 | 0.7968 |
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| 0.3294 | 9.0 | 1098 | 0.3689 | 0.8371 | 0.8019 | 0.8147 | 0.8077 |
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| 0.3207 | 10.0 | 1220 | 0.3632 | 0.8396 | 0.8047 | 0.8190 | 0.8111 |
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| 0.3214 | 11.0 | 1342 | 0.3577 | 0.8371 | 0.8017 | 0.8172 | 0.8086 |
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| 0.3167 | 12.0 | 1464 | 0.3607 | 0.8396 | 0.8046 | 0.8215 | 0.8119 |
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| 0.289 | 13.0 | 1586 | 0.3684 | 0.8346 | 0.7988 | 0.8155 | 0.8061 |
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| 0.2997 | 14.0 | 1708 | 0.3480 | 0.8496 | 0.8193 | 0.8161 | 0.8177 |
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| 0.2986 | 15.0 | 1830 | 0.3576 | 0.8496 | 0.8169 | 0.8261 | 0.8212 |
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| 0.2914 | 16.0 | 1952 | 0.3497 | 0.8496 | 0.8180 | 0.8211 | 0.8195 |
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| 0.278 | 17.0 | 2074 | 0.3540 | 0.8521 | 0.8207 | 0.8254 | 0.8229 |
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| 0.2887 | 18.0 | 2196 | 0.3516 | 0.8521 | 0.8207 | 0.8254 | 0.8229 |
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| 0.2829 | 19.0 | 2318 | 0.3537 | 0.8521 | 0.8207 | 0.8254 | 0.8229 |
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| 0.2771 | 20.0 | 2440 | 0.3540 | 0.8546 | 0.8233 | 0.8297 | 0.8264 |
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### Framework versions
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default/head_config.json
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{
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"config": {
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"activation_function": "gelu",
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"bias": true,
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"embedding_size": 768,
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"head_type": "masked_lm",
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"label2id": null,
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"layer_norm": true,
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"layers": 2,
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"shift_labels": false,
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"vocab_size": 31923
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},
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"hidden_size": 768,
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"model_class": "BertAdapterModel",
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"model_name": "indolem/indobert-base-uncased",
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"model_type": "bert",
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"name": "default",
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"version": "0.2.0"
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}
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default/pytorch_model_head.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:a181f0177f3154142b57d9cab72a7e6f72dea1fe172d1a480ff543e0c17b0f3f
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size 100566390
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sentiment-lora/adapter_config.json
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{
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"config": {
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"alpha": 2,
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"architecture": "lora",
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"attn_matrices": [
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"q",
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"v"
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],
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"composition_mode": "add",
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"dropout": 0.05,
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"init_weights": "lora",
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"intermediate_lora": false,
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"leave_out": [],
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"output_lora": false,
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"r": 4,
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"selfattn_lora": true,
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"use_gating": false
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},
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"config_id": "04392fe6378dd022",
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"hidden_size": 768,
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"model_class": "BertAdapterModel",
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"model_name": "indolem/indobert-base-uncased",
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"model_type": "bert",
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"name": "sentiment-lora",
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"version": "0.2.0"
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}
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sentiment-lora/pytorch_adapter.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:6aa11b9fbf236ea6ab9936049123585e8de8521eb8940b84ac8fcd9dfaf39209
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size 607654
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sentiment/head_config.json
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{
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"config": {
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"activation_function": "tanh",
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"bias": true,
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"dropout_prob": null,
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"head_type": "classification",
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"label2id": {
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"0": 0,
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"1": 1
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},
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"layers": 2,
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"num_labels": 2,
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"use_pooler": false
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},
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"hidden_size": 768,
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"model_class": "BertAdapterModel",
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"model_name": "indolem/indobert-base-uncased",
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"model_type": "bert",
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"name": "sentiment",
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"version": "0.2.0"
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}
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sentiment/pytorch_model_head.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:4e44e53749c74896e37cbd00dd8d8d7d464d1ba766920fe41b41ddc9b0e02716
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size 2370664
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