Add SetFit model
Browse files- README.md +71 -16
- config.json +1 -1
- model.safetensors +1 -1
- model_head.pkl +2 -2
README.md
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pipeline_tag: text-classification
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inference: true
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base_model: ibaucells/RoBERTa-ca-CaWikiTC
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---
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# SetFit with ibaucells/RoBERTa-ca-CaWikiTC
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| 15 | <ul><li>'Aquest article tracta sobre Tramitacions'</li><li>'Aquest article tracta sobre Tramitacions'</li><li>'Aquest article tracta sobre Tramitacions'</li></ul> |
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| 16 | <ul><li>'Aquest article tracta sobre Urbanisme'</li><li>'Aquest article tracta sobre Urbanisme'</li><li>'Aquest article tracta sobre Urbanisme'</li></ul> |
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## Uses
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### Direct Use for Inference
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### Training Hyperparameters
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- batch_size: (
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- num_epochs: (1, 1)
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- max_steps: -1
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- sampling_strategy: oversampling
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- load_best_model_at_end: True
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### Training Results
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| Epoch
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### Framework Versions
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- Python: 3.10.12
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- SetFit: 1.0.3
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pipeline_tag: text-classification
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inference: true
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base_model: ibaucells/RoBERTa-ca-CaWikiTC
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model-index:
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- name: SetFit with ibaucells/RoBERTa-ca-CaWikiTC
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results:
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- task:
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type: text-classification
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name: Text Classification
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dataset:
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name: Unknown
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type: unknown
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split: test
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metrics:
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- type: accuracy
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value: 0.4
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name: Accuracy
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---
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# SetFit with ibaucells/RoBERTa-ca-CaWikiTC
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| 15 | <ul><li>'Aquest article tracta sobre Tramitacions'</li><li>'Aquest article tracta sobre Tramitacions'</li><li>'Aquest article tracta sobre Tramitacions'</li></ul> |
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| 16 | <ul><li>'Aquest article tracta sobre Urbanisme'</li><li>'Aquest article tracta sobre Urbanisme'</li><li>'Aquest article tracta sobre Urbanisme'</li></ul> |
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## Evaluation
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### Metrics
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| Label | Accuracy |
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|:--------|:---------|
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| **all** | 0.4 |
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## Uses
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### Direct Use for Inference
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| 16 | 8 |
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### Training Hyperparameters
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- batch_size: (8, 8)
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- num_epochs: (1, 1)
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- max_steps: -1
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- sampling_strategy: oversampling
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- load_best_model_at_end: True
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### Training Results
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| Epoch | Step | Training Loss | Validation Loss |
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|:-------:|:--------:|:-------------:|:---------------:|
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| 0.0005 | 1 | 0.4258 | - |
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| 0.0230 | 50 | 0.201 | - |
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| 0.0460 | 100 | 0.194 | - |
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| 0.0689 | 150 | 0.237 | - |
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| 0.0919 | 200 | 0.1165 | - |
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| 0.1149 | 250 | 0.0622 | - |
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| 0.1379 | 300 | 0.0904 | - |
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| 0.1608 | 350 | 0.0045 | - |
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| 0.1838 | 400 | 0.0188 | - |
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| 0.2068 | 450 | 0.0025 | - |
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| 0.2298 | 500 | 0.0017 | - |
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| 0.2528 | 550 | 0.0014 | - |
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| 0.2757 | 600 | 0.0013 | - |
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| 0.2987 | 650 | 0.0014 | - |
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| 0.3217 | 700 | 0.0027 | - |
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| 0.3447 | 750 | 0.0014 | - |
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| 0.3676 | 800 | 0.0007 | - |
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| 0.3906 | 850 | 0.0014 | - |
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| 0.4136 | 900 | 0.0011 | - |
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| 0.4366 | 950 | 0.0011 | - |
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| 0.4596 | 1000 | 0.0017 | - |
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| 0.4825 | 1050 | 0.0007 | - |
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| 0.5055 | 1100 | 0.001 | - |
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| 0.5285 | 1150 | 0.0008 | - |
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| 0.5515 | 1200 | 0.0005 | - |
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| 0.5744 | 1250 | 0.0009 | - |
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| 0.5974 | 1300 | 0.0008 | - |
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| 0.6204 | 1350 | 0.0013 | - |
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| 0.6434 | 1400 | 0.0008 | - |
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| 0.6664 | 1450 | 0.001 | - |
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| 0.6893 | 1500 | 0.0006 | - |
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| 0.7123 | 1550 | 0.0008 | - |
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| 0.7353 | 1600 | 0.0006 | - |
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| 0.7583 | 1650 | 0.0005 | - |
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| 0.7812 | 1700 | 0.0006 | - |
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| 0.8042 | 1750 | 0.0006 | - |
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| 0.8272 | 1800 | 0.001 | - |
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| 0.8502 | 1850 | 0.0005 | - |
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| 0.8732 | 1900 | 0.0007 | - |
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| 0.8961 | 1950 | 0.0009 | - |
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| 0.9191 | 2000 | 0.0005 | - |
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| 0.9421 | 2050 | 0.0005 | - |
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| 0.9651 | 2100 | 0.0005 | - |
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| 0.9881 | 2150 | 0.0005 | - |
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| **1.0** | **2176** | **-** | **0.2021** |
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* The bold row denotes the saved checkpoint.
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### Framework Versions
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- Python: 3.10.12
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- SetFit: 1.0.3
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config.json
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{
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"_name_or_path": "
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"architectures": [
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"RobertaModel"
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],
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{
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"_name_or_path": "checkpoints/step_2176",
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"architectures": [
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"RobertaModel"
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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:
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size 498595688
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version https://git-lfs.github.com/spec/v1
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oid sha256:0705118e8450af3950ee9f0192935809108aaf086055201096c95de80f39e029
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size 498595688
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model_head.pkl
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:475fb90c532ccaaa01aed0d52af3a6f806107706ac1aebd375915940a35af9be
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size 105567
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