Commit
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2d3c89e
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Parent(s):
7332bf0
Add SetFit model
Browse files- README.md +26 -26
- model.safetensors +1 -1
- model_head.pkl +1 -1
README.md
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@@ -8,26 +8,26 @@ tags:
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metrics:
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- accuracy
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widget:
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- text:
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of
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- text: He is Male, his heart rate is 70, he walks 8500 steps daily, and is Normal.
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He slept at 23 hrs. Yesterday, he slept from 23.0hrs to 8.0 hrs, with a duration
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of 350.0 minutes and 3 interruptions. The day before yesterday, he slept from
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22.0 hrs to 6.0 hrs, with a duration of 390.0 minutes and 1 interruptions.
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- text: She is Female, her heart rate is 85, she walks 3000 steps daily and is Overweight.
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She slept at 5 hrs. Yesterday, she slept from 6.0 hrs to 8.0 hrs, with a duration
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of 280.0 minutes and 2 interruptions. The day before yesterday, she slept from
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5.0 hrs to 9.0 hrs, with a duration of 320.0 minutes and 7 interruptions.
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- text: He is Male, his heart rate is 92, he walks 7500 steps daily, and is Normal.
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He slept at 4 hrs. Yesterday, he slept from 5.0hrs to 9.0 hrs, with a duration
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of 320.0 minutes and 3 interruptions. The day before yesterday, he slept from
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4.0 hrs to 10.0 hrs, with a duration of 350.0 minutes and 2 interruptions.
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- text: He is Male, his heart rate is 93, he walks 9800 steps daily, and is Normal.
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He slept at 0 hrs. Yesterday, he slept from 23.0hrs to 7.0 hrs, with a duration
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of 460.0 minutes and 0 interruptions. The day before yesterday, he slept from
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23.0 hrs to 7.0 hrs, with a duration of 425.0 minutes and 1 interruptions.
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pipeline_tag: text-classification
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inference: true
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base_model: sentence-transformers/paraphrase-mpnet-base-v2
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split: test
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metrics:
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- type: accuracy
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value: 0.
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name: Accuracy
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---
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@@ -75,18 +75,18 @@ The model has been trained using an efficient few-shot learning technique that i
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- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
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### Model Labels
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| Label | Examples
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| 1 | <ul><li>'He is Male, his heart rate is 64, he walks 10000 steps daily, and is Normal. He slept at 11 hrs. Yesterday, he slept from 22.0hrs to 11.0 hrs, with a duration of 765.0 minutes and 2 interruptions. The day before yesterday, he slept from 23.0 hrs to 8.0 hrs, with a duration of 527.0 minutes and 4 interruptions.'</li><li>'She is Female, her heart rate is 89, she walks 3873 steps daily and is Overweight. She slept at 10 hrs. Yesterday, she slept from 4.0 hrs to 6.0 hrs, with a duration of 120.0 minutes and 1 interruptions. The day before yesterday, she slept from 4.0 hrs to 9.0 hrs, with a duration of 300.0 minutes and 2 interruptions.'</li><li>'She is Female, her heart rate is 68, she walks 11000 steps daily and is Normal. She slept at 10 hrs. Yesterday, she slept from 1.0 hrs to 9.0 hrs, with a duration of 495.0 minutes and 0 interruptions. The day before yesterday, she slept from 1.0 hrs to 10.0 hrs, with a duration of 540.0 minutes and 1 interruptions.'</li></ul>
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| 2 | <ul><li>'She is Female, her heart rate is 66, she walks 2413 steps daily and is Underweight. She slept at 8 hrs. Yesterday, she slept from 23.0 hrs to 7.0 hrs, with a duration of 472.0 minutes and 5 interruptions. The day before yesterday, she slept from 23.0 hrs to 5.0 hrs, with a duration of 344.0 minutes and 6 interruptions.'</li><li>'He is Male, his heart rate is 95, he walks 9000 steps daily, and is Normal. He slept at 10 hrs. Yesterday, he slept from 4.0hrs to 9.0 hrs, with a duration of 323.0 minutes and 5 interruptions. The day before yesterday, he slept from 2.0 hrs to 10.0 hrs, with a duration of 501.0 minutes and 6 interruptions.'</li
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| 0 | <ul><li>'She is Female, her heart rate is 100, she walks 8000 steps daily and is Normal. She slept at 7 hrs. Yesterday, she slept from 2.0 hrs to 7.0 hrs, with a duration of 323.0 minutes and 0 interruptions. The day before yesterday, she slept from 0.0 hrs to 6.0 hrs, with a duration of 395.0 minutes and 2 interruptions.'</li><li>'He is Male, his heart rate is 93, he walks 9800 steps daily, and is Normal. He slept at 9 hrs. Yesterday, he slept from 23.0hrs to 7.0 hrs, with a duration of 460.0 minutes and 0 interruptions. The day before yesterday, he slept from 23.0 hrs to 7.0 hrs, with a duration of 425.0 minutes and 1 interruptions.'</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.
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## Uses
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# Download from the 🤗 Hub
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model = SetFitModel.from_pretrained("reecursion/few-shot-stress-detection")
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# Run inference
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preds = model("He is Male, his heart rate is
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```
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<!--
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| Label | Training Sample Count |
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|:------|:----------------------|
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| 0 | 2 |
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### Training Hyperparameters
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- batch_size: (16, 16)
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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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- num_iterations:
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- body_learning_rate: (2e-05, 2e-05)
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- head_learning_rate: 2e-05
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- loss: CosineSimilarityLoss
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- load_best_model_at_end: False
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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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metrics:
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- accuracy
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widget:
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- text: He is Male, his heart rate is 148, he walks 10000 steps daily, and is Normal.
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He slept at 1 hrs. Yesterday, he slept from 2.0hrs to 3.0 hrs, with a duration
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of 90.0 minutes and 0 interruptions. The day before yesterday, he slept from 22.0
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hrs to 6.0 hrs, with a duration of 485.0 minutes and 0 interruptions.
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- text: She is Female, her heart rate is 68, she walks 11000 steps daily and is Normal.
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She slept at 1 hrs. Yesterday, she slept from 1.0 hrs to 9.0 hrs, with a duration
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of 495.0 minutes and 0 interruptions. The day before yesterday, she slept from
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1.0 hrs to 10.0 hrs, with a duration of 540.0 minutes and 0 interruptions.
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- text: He is Male, his heart rate is 70, he walks 8500 steps daily, and is Normal.
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He slept at 23 hrs. Yesterday, he slept from 23.0hrs to 8.0 hrs, with a duration
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of 350.0 minutes and 3 interruptions. The day before yesterday, he slept from
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22.0 hrs to 6.0 hrs, with a duration of 390.0 minutes and 1 interruptions.
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- text: He is Male, his heart rate is 93, he walks 9800 steps daily, and is Normal.
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He slept at 0 hrs. Yesterday, he slept from 23.0hrs to 7.0 hrs, with a duration
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of 460.0 minutes and 0 interruptions. The day before yesterday, he slept from
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23.0 hrs to 7.0 hrs, with a duration of 425.0 minutes and 1 interruptions.
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- text: He is Male, his heart rate is 75, he walks 11000 steps daily, and is Normal.
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He slept at 2 hrs. Yesterday, he slept from 3.0hrs to 7.0 hrs, with a duration
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of 400.0 minutes and 2 interruptions. The day before yesterday, he slept from
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1.0 hrs to 8.0 hrs, with a duration of 450.0 minutes and 3 interruptions.
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pipeline_tag: text-classification
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inference: true
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base_model: sentence-transformers/paraphrase-mpnet-base-v2
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split: test
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metrics:
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- type: accuracy
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value: 0.8
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name: Accuracy
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---
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- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
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### Model Labels
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| Label | Examples |
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|:------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| 1 | <ul><li>'He is Male, his heart rate is 64, he walks 10000 steps daily, and is Normal. He slept at 11 hrs. Yesterday, he slept from 22.0hrs to 11.0 hrs, with a duration of 765.0 minutes and 2 interruptions. The day before yesterday, he slept from 23.0 hrs to 8.0 hrs, with a duration of 527.0 minutes and 4 interruptions.'</li><li>'She is Female, her heart rate is 89, she walks 3873 steps daily and is Overweight. She slept at 10 hrs. Yesterday, she slept from 4.0 hrs to 6.0 hrs, with a duration of 120.0 minutes and 1 interruptions. The day before yesterday, she slept from 4.0 hrs to 9.0 hrs, with a duration of 300.0 minutes and 2 interruptions.'</li><li>'She is Female, her heart rate is 68, she walks 11000 steps daily and is Normal. She slept at 10 hrs. Yesterday, she slept from 1.0 hrs to 9.0 hrs, with a duration of 495.0 minutes and 0 interruptions. The day before yesterday, she slept from 1.0 hrs to 10.0 hrs, with a duration of 540.0 minutes and 1 interruptions.'</li></ul> |
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+
| 2 | <ul><li>'She is Female, her heart rate is 66, she walks 2413 steps daily and is Underweight. She slept at 8 hrs. Yesterday, she slept from 23.0 hrs to 7.0 hrs, with a duration of 472.0 minutes and 5 interruptions. The day before yesterday, she slept from 23.0 hrs to 5.0 hrs, with a duration of 344.0 minutes and 6 interruptions.'</li><li>'He is Male, his heart rate is 95, he walks 9000 steps daily, and is Normal. He slept at 10 hrs. Yesterday, he slept from 4.0hrs to 9.0 hrs, with a duration of 323.0 minutes and 5 interruptions. The day before yesterday, he slept from 2.0 hrs to 10.0 hrs, with a duration of 501.0 minutes and 6 interruptions.'</li></ul> |
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+
| 0 | <ul><li>'She is Female, her heart rate is 100, she walks 8000 steps daily and is Normal. She slept at 7 hrs. Yesterday, she slept from 2.0 hrs to 7.0 hrs, with a duration of 323.0 minutes and 0 interruptions. The day before yesterday, she slept from 0.0 hrs to 6.0 hrs, with a duration of 395.0 minutes and 2 interruptions.'</li><li>'He is Male, his heart rate is 93, he walks 9800 steps daily, and is Normal. He slept at 9 hrs. Yesterday, he slept from 23.0hrs to 7.0 hrs, with a duration of 460.0 minutes and 0 interruptions. The day before yesterday, he slept from 23.0 hrs to 7.0 hrs, with a duration of 425.0 minutes and 1 interruptions.'</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** | 0.8 |
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## Uses
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# Download from the 🤗 Hub
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model = SetFitModel.from_pretrained("reecursion/few-shot-stress-detection")
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# Run inference
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preds = model("He is Male, his heart rate is 75, he walks 11000 steps daily, and is Normal. He slept at 2 hrs. Yesterday, he slept from 3.0hrs to 7.0 hrs, with a duration of 400.0 minutes and 2 interruptions. The day before yesterday, he slept from 1.0 hrs to 8.0 hrs, with a duration of 450.0 minutes and 3 interruptions.")
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```
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<!--
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| Label | Training Sample Count |
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|:------|:----------------------|
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| 0 | 2 |
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| 1 | 6 |
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| 2 | 2 |
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### Training Hyperparameters
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- batch_size: (16, 16)
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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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- num_iterations: 15
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- body_learning_rate: (2e-05, 2e-05)
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- head_learning_rate: 2e-05
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- loss: CosineSimilarityLoss
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- load_best_model_at_end: False
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### Training Results
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| Epoch | Step | Training Loss | Validation Loss |
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|:------:|:----:|:-------------:|:---------------:|
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| 0.0526 | 1 | 0.4337 | - |
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### Framework Versions
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- Python: 3.10.12
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model.safetensors
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model_head.pkl
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