Push model using huggingface_hub.

1_Pooling/config.json

@@ -0,0 +1,10 @@
+{
+    "word_embedding_dimension": 768,
+    "pooling_mode_cls_token": false,
+    "pooling_mode_mean_tokens": true,
+    "pooling_mode_max_tokens": false,
+    "pooling_mode_mean_sqrt_len_tokens": false,
+    "pooling_mode_weightedmean_tokens": false,
+    "pooling_mode_lasttoken": false,
+    "include_prompt": true
+}

README.md

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+---
+tags:
+- setfit
+- sentence-transformers
+- text-classification
+- generated_from_setfit_trainer
+widget:
+- text: Insert a descriptive caption for the image
+- text: Make the photo lighter
+- text: Move the logo to the top layer
+- text: Make the shape smaller
+- text: Flip the icon vertically
+metrics:
+- accuracy
+pipeline_tag: text-classification
+library_name: setfit
+inference: true
+base_model: nomic-ai/nomic-embed-text-v1.5
+model-index:
+- name: SetFit with nomic-ai/nomic-embed-text-v1.5
+  results:
+  - task:
+      type: text-classification
+      name: Text Classification
+    dataset:
+      name: Unknown
+      type: unknown
+      split: test
+    metrics:
+    - type: accuracy
+      value: 0.5701459034792368
+      name: Accuracy
+---
+
+# SetFit with nomic-ai/nomic-embed-text-v1.5
+
+This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [nomic-ai/nomic-embed-text-v1.5](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
+
+The model has been trained using an efficient few-shot learning technique that involves:
+
+1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
+2. Training a classification head with features from the fine-tuned Sentence Transformer.
+
+## Model Details
+
+### Model Description
+- **Model Type:** SetFit
+- **Sentence Transformer body:** [nomic-ai/nomic-embed-text-v1.5](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5)
+- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
+- **Maximum Sequence Length:** 8192 tokens
+- **Number of Classes:** 63 classes
+<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
+- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
+- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
+
+### Model Labels
+| Label                      | Examples                                                                                                                                                                       |
+|:---------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| setBorderStyle             | <ul><li>'Change the border color to red'</li><li>'Change the border to a pattern'</li><li>'Add a shadow border'</li></ul>                                                      |
+| setChildIndex              | <ul><li>'Bring the shape to the front'</li><li>'Send the watermark to the back'</li><li>'Bring the button to the front'</li></ul>                                              |
+| undo                       | <ul><li>'Go back to the original position'</li><li>'Revert the color change'</li><li>'Go back to the original text'</li></ul>                                                  |
+| setTextListStyle           | <ul><li>'Make the text into bullet points'</li><li>'Convert the text to a list format'</li><li>'Create a bulleted list from the text'</li></ul>                                |
+| align                      | <ul><li>'Align all the text elements to the left'</li><li>'Align the images to the right edge'</li><li>'Center align the images on the page'</li></ul>                         |
+| resetImageSettings         | <ul><li>'Remove all edits from the photo'</li><li>'Reset the image to original'</li><li>'Restore the original colors'</li></ul>                                                |
+| rotate                     | <ul><li>'Turn the logo upside down'</li><li>'Rotate the text 45 degrees'</li><li>'Turn the button around'</li></ul>                                                            |
+| ungroup                    | <ul><li>'Ungroup the combined items'</li><li>'Separate the grouped items'</li><li>'Break apart the grouped components'</li></ul>                                               |
+| setBlendMode               | <ul><li>'Set the blend mode to multiply'</li><li>'Change the blend mode to lighten'</li><li>'Set the blend mode to color dodge'</li></ul>                                      |
+| addText                    | <ul><li>'Add a navigation menu text'</li><li>'Insert a descriptive caption for the image'</li><li>'Add a date and time for the event'</li></ul>                                |
+| setParagraphSpacing        | <ul><li>'Add more paragraph separation'</li><li>'Increase the paragraph gap'</li><li>'Make the text sections tighter'</li></ul>                                                |
+| addAsset                   | <ul><li>'Add a sports-themed background'</li><li>'Add a tech-themed icon pack'</li><li>'Add a colorful gradient background'</li></ul>                                          |
+| addAssetsUIAction          | <ul><li>'I need some decorative elements'</li><li>'I need some professional-looking assets'</li><li>'Can you recommend some images that would work well here?'</li></ul>       |
+| redo                       | <ul><li>'Bring back the original text'</li><li>'Redo the text edit'</li><li>'Redo the last modification'</li></ul>                                                             |
+| applyAnimationObjectPreset | <ul><li>'Make the image slide from left'</li><li>'Add a fade-in animation to the text'</li><li>'Add a slide-up animation'</li></ul>                                            |
+| moveRelativeTo             | <ul><li>'Move the button to the right'</li><li>'Position the image above the text'</li><li>'Move the shape to the bottom'</li></ul>                                            |
+| resizePage                 | <ul><li>'Make the page taller'</li><li>'Resize to LinkedIn post dimensions'</li><li>'Make the page portrait orientation'</li></ul>                                             |
+| setBlur                    | <ul><li>'Blur the logo slightly'</li><li>'Blur the background elements'</li><li>'Add a gaussian blur'</li></ul>                                                                |
+| group                      | <ul><li>'Group the header elements'</li><li>'Group the footer content'</li><li>'Combine the logo and tagline'</li></ul>                                                        |
+| displayHelpQA              | <ul><li>'How do I group elements together?'</li><li>'How do I add shadows to text?'</li><li>'How can I duplicate elements?'</li></ul>                                          |
+| applyPageLevelAnimation    | <ul><li>'Make the page slide in from the right'</li><li>'Add a flip animation to the whole page'</li><li>'Make the page scale in smoothly'</li></ul>                           |
+| duplicatePage              | <ul><li>'Duplicate the page structure'</li><li>'Duplicate the current layout'</li><li>'Make a second version'</li></ul>                                                        |
+| setBackgroundColor         | <ul><li>'Set the background to cool blue'</li><li>'Change to a dark background'</li><li>'Change to a neutral background'</li></ul>                                             |
+| setLetterSpacing           | <ul><li>'Increase spacing between characters'</li><li>'Tighten the letter spacing'</li><li>'Make the text more spaced out'</li></ul>                                           |
+| setWarmth                  | <ul><li>'Add warm lighting to the image'</li><li>'Make the photo more golden'</li><li>'Make the image more yellow'</li></ul>                                                   |
+| setSaturation              | <ul><li>'Make the image more muted'</li><li>'Increase the color richness'</li><li>'Reduce the color vibrancy'</li></ul>                                                        |
+| replaceText                | <ul><li>'Replace the title'</li><li>'Update the navigation text'</li><li>'Replace the menu items'</li></ul>                                                                    |
+| setLineSpacing             | <ul><li>'Increase spacing between lines'</li><li>'Make the text more compact'</li><li>'Make the lines tighter'</li></ul>                                                       |
+| setSharpness               | <ul><li>'Sharpen the image details'</li><li>'Sharpen the image edges'</li><li>'Increase the detail sharpness'</li></ul>                                                        |
+| delete                     | <ul><li>'Remove the background shape'</li><li>'Delete the broken image'</li><li>'Remove the unnecessary decoration'</li></ul>                                                  |
+| setContrast                | <ul><li>'Make the colors more vibrant'</li><li>'Make the image more intense'</li><li>'Make the image more striking'</li></ul>                                                  |
+| setTextLayout              | <ul><li>'Create text that follows a circle'</li><li>'Create circular text around the logo'</li><li>'Make the text follow a custom curve'</li></ul>                             |
+| generateImageFromText      | <ul><li>'Make an image of a vintage car'</li><li>'Generate a picture of a tropical beach'</li><li>'Make an image of a magical forest'</li></ul>                                |
+| flip                       | <ul><li>'Flip the text vertically'</li><li>'Flip the icon vertically'</li><li>'Mirror the logo vertically'</li></ul>                                                           |
+| generateTemplates          | <ul><li>'Create a wedding invitation with floral decorations'</li><li>'Generate a poster for a birthday party'</li><li>'Create a minimalistic menu for a restaurant'</li></ul> |
+| setHighlight               | <ul><li>'Enhance the highlight details'</li><li>'Make the highlights more prominent'</li><li>'Brighten the reflective areas'</li></ul>                                         |
+| removeBackground           | <ul><li>'Remove the background from the illustration'</li><li>'Remove the background from the item'</li><li>'Remove the background from the animal'</li></ul>                  |
+| fixTypography              | <ul><li>'Fix the letter spacing'</li><li>'Improve the overall typography'</li><li>'Fix the typographic errors'</li></ul>                                                       |
+| setBrightness              | <ul><li>'Brighten the highlights'</li><li>'Make the image more luminous'</li><li>'Increase the brightness contrast'</li></ul>                                                  |
+| changeContentInImage       | <ul><li>"Add glasses to the person's face"</li><li>'Remove the logo from the shirt'</li><li>'Add a scarf to the person'</li></ul>                                              |
+| setImageAsBackground       | <ul><li>'Make the photo cover the background'</li><li>'Set the photo as page background'</li><li>'Set the picture as full background'</li></ul>                                |
+| resize                     | <ul><li>'Reduce the shape size'</li><li>'Make the image larger'</li><li>'Make the shape smaller'</li></ul>                                                                     |
+| setFontSize                | <ul><li>'Make the heading larger'</li><li>'Make the label smaller'</li><li>'Make the quote larger'</li></ul>                                                                   |
+| showUploadUI               | <ul><li>'Show me the upload options'</li><li>'I need to import a file'</li><li>'I want to import an image'</li></ul>                                                           |
+| replaceAsset               | <ul><li>'Change the decorative element'</li><li>'Change the shape to a different style'</li><li>'Replace the element with an alternative'</li></ul>                            |
+| distributeAroundObject     | <ul><li>'Distribute the text around the focal point'</li><li>'Distribute the elements around the focal point'</li><li>'Place the decorations around the title'</li></ul>       |
+| select                     | <ul><li>'Pick the main text block'</li><li>'Select the logo element'</li><li>'Select the footer content'</li></ul>                                                             |
+| setOpacity                 | <ul><li>'Make the shape more opaque'</li><li>'Reduce the opacity of the shape'</li><li>'Make the background more opaque'</li></ul>                                             |
+| setDropShadow              | <ul><li>'Add a long shadow effect'</li><li>'Add a gradient shadow'</li><li>'Create a realistic shadow'</li></ul>                                                               |
+| proposeAssets              | <ul><li>'Suggest some shape designs'</li><li>'Show me pattern options'</li><li>'Find me some background images'</li></ul>                                                      |
+| setShadow                  | <ul><li>'Increase the shadow intensity'</li><li>'Make the shadows deeper'</li><li>'Make the shadows more prominent'</li></ul>                                                  |
+| setCropShape               | <ul><li>'Crop the image to a circle'</li><li>'Make the image rectangular'</li><li>'Crop to a custom shape'</li></ul>                                                           |
+| setTextAlignment           | <ul><li>'Justify the description'</li><li>'Center the tagline'</li><li>'Left align the subtitle'</li></ul>                                                                     |
+| setFontStyle               | <ul><li>'Make the text italic and bold'</li><li>'Make the text bold and underlined'</li><li>'Add bold to the title'</li></ul>                                                  |
+| duplicateSceneNode         | <ul><li>'Copy the button and resize it'</li><li>'Duplicate the text and change the color'</li><li>'Copy the text and modify it'</li></ul>                                      |
+| setFontType                | <ul><li>'Change the font to Arial'</li><li>'Use a script font for the title'</li><li>'Use a minimalist font'</li></ul>                                                         |
+| setTextDecorationEffect    | <ul><li>'Create a text container'</li><li>'Add a glow effect behind the text'</li><li>'Add a highlight background to the text'</li></ul>                                       |
+| scatter                    | <ul><li>'Randomly place the icons on the page'</li><li>'Distribute the bubbles randomly'</li><li>'Scatter the stars around the title'</li></ul>                                |
+| removeContentFromImage     | <ul><li>'Delete the unwanted person'</li><li>'Delete the car from the image'</li><li>'Remove the distracting element'</li></ul>                                                |
+| setFillColor               | <ul><li>'Fill the element with lime'</li><li>'Change the text color to pink'</li><li>'Change the color to teal'</li></ul>                                                      |
+| setTextShadow              | <ul><li>'Create a text shadow'</li><li>'Add a dramatic shadow effect'</li><li>'Add a glow effect to the text'</li></ul>                                                        |
+| previewFilterEffects       | <ul><li>'Add a dramatic contrast effect'</li><li>'Make the image pop with color'</li><li>'Apply a cool blue filter'</li></ul>                                                  |
+| duplicateSceneNodeToPage   | <ul><li>'Copy the content to the final page'</li><li>'Duplicate the decoration to page 8'</li><li>'Copy the icon to the next slide'</li></ul>                                  |
+
+## Evaluation
+
+### Metrics
+| Label   | Accuracy |
+|:--------|:---------|
+| **all** | 0.5701   |
+
+## Uses
+
+### Direct Use for Inference
+
+First install the SetFit library:
+
+```bash
+pip install setfit
+```
+
+Then you can load this model and run inference.
+
+```python
+from setfit import SetFitModel
+
+# Download from the 🤗 Hub
+model = SetFitModel.from_pretrained("setfit_model_id")
+# Run inference
+preds = model("Make the photo lighter")
+```
+
+<!--
+### Downstream Use
+
+*List how someone could finetune this model on their own dataset.*
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Set Metrics
+| Training set | Min | Median | Max |
+|:-------------|:----|:-------|:----|
+| Word count   | 3   | 5.2063 | 11  |
+
+| Label                      | Training Sample Count |
+|:---------------------------|:----------------------|
+| addAsset                   | 8                     |
+| addAssetsUIAction          | 8                     |
+| addText                    | 8                     |
+| align                      | 8                     |
+| applyAnimationObjectPreset | 8                     |
+| applyPageLevelAnimation    | 8                     |
+| changeContentInImage       | 8                     |
+| delete                     | 8                     |
+| displayHelpQA              | 8                     |
+| distributeAroundObject     | 8                     |
+| duplicatePage              | 8                     |
+| duplicateSceneNode         | 8                     |
+| duplicateSceneNodeToPage   | 8                     |
+| fixTypography              | 8                     |
+| flip                       | 8                     |
+| generateImageFromText      | 8                     |
+| generateTemplates          | 8                     |
+| group                      | 8                     |
+| moveRelativeTo             | 8                     |
+| previewFilterEffects       | 8                     |
+| proposeAssets              | 8                     |
+| redo                       | 8                     |
+| removeBackground           | 8                     |
+| removeContentFromImage     | 8                     |
+| replaceAsset               | 8                     |
+| replaceText                | 8                     |
+| resetImageSettings         | 8                     |
+| resize                     | 8                     |
+| resizePage                 | 8                     |
+| rotate                     | 8                     |
+| scatter                    | 8                     |
+| select                     | 8                     |
+| setBackgroundColor         | 8                     |
+| setBlendMode               | 8                     |
+| setBlur                    | 8                     |
+| setBorderStyle             | 8                     |
+| setBrightness              | 8                     |
+| setChildIndex              | 8                     |
+| setContrast                | 8                     |
+| setCropShape               | 8                     |
+| setDropShadow              | 8                     |
+| setFillColor               | 8                     |
+| setFontSize                | 8                     |
+| setFontStyle               | 8                     |
+| setFontType                | 8                     |
+| setHighlight               | 8                     |
+| setImageAsBackground       | 8                     |
+| setLetterSpacing           | 8                     |
+| setLineSpacing             | 8                     |
+| setOpacity                 | 8                     |
+| setParagraphSpacing        | 8                     |
+| setSaturation              | 8                     |
+| setShadow                  | 8                     |
+| setSharpness               | 8                     |
+| setTextAlignment           | 8                     |
+| setTextDecorationEffect    | 8                     |
+| setTextLayout              | 8                     |
+| setTextListStyle           | 8                     |
+| setTextShadow              | 8                     |
+| setWarmth                  | 8                     |
+| showUploadUI               | 8                     |
+| undo                       | 8                     |
+| ungroup                    | 8                     |
+
+### Training Hyperparameters
+- batch_size: (64, 64)
+- num_epochs: (1, 1)
+- max_steps: -1
+- sampling_strategy: oversampling
+- body_learning_rate: (2e-05, 1e-05)
+- head_learning_rate: 0.01
+- loss: CosineSimilarityLoss
+- distance_metric: cosine_distance
+- margin: 0.25
+- end_to_end: False
+- use_amp: False
+- warmup_proportion: 0.1
+- l2_weight: 0.01
+- seed: 42
+- eval_max_steps: -1
+- load_best_model_at_end: False
+
+### Training Results
+| Epoch  | Step | Training Loss | Validation Loss |
+|:------:|:----:|:-------------:|:---------------:|
+| 0.0003 | 1    | 0.1733        | -               |
+| 0.0128 | 50   | 0.1425        | -               |
+| 0.0256 | 100  | 0.0954        | -               |
+| 0.0384 | 150  | 0.0483        | -               |
+| 0.0512 | 200  | 0.0297        | -               |
+| 0.0640 | 250  | 0.0189        | -               |
+| 0.0768 | 300  | 0.0122        | -               |
+| 0.0896 | 350  | 0.0099        | -               |
+| 0.1024 | 400  | 0.0085        | -               |
+| 0.1152 | 450  | 0.0067        | -               |
+| 0.1280 | 500  | 0.0059        | -               |
+| 0.1408 | 550  | 0.0076        | -               |
+| 0.1536 | 600  | 0.0061        | -               |
+| 0.1664 | 650  | 0.0049        | -               |
+| 0.1792 | 700  | 0.003         | -               |
+| 0.1920 | 750  | 0.0023        | -               |
+| 0.2048 | 800  | 0.002         | -               |
+| 0.2176 | 850  | 0.0037        | -               |
+| 0.2304 | 900  | 0.0007        | -               |
+| 0.2432 | 950  | 0.0015        | -               |
+| 0.2560 | 1000 | 0.0017        | -               |
+| 0.2688 | 1050 | 0.0014        | -               |
+| 0.2816 | 1100 | 0.0003        | -               |
+| 0.2944 | 1150 | 0.0006        | -               |
+| 0.3072 | 1200 | 0.001         | -               |
+| 0.3200 | 1250 | 0.0007        | -               |
+| 0.3328 | 1300 | 0.0002        | -               |
+| 0.3456 | 1350 | 0.0012        | -               |
+| 0.3584 | 1400 | 0.0006        | -               |
+| 0.3712 | 1450 | 0.0003        | -               |
+| 0.3840 | 1500 | 0.0005        | -               |
+| 0.3968 | 1550 | 0.0002        | -               |
+| 0.4096 | 1600 | 0.0004        | -               |
+| 0.4224 | 1650 | 0.0009        | -               |
+| 0.4352 | 1700 | 0.0007        | -               |
+| 0.4480 | 1750 | 0.0003        | -               |
+| 0.4608 | 1800 | 0.0001        | -               |
+| 0.4736 | 1850 | 0.0006        | -               |
+| 0.4864 | 1900 | 0.0004        | -               |
+| 0.4992 | 1950 | 0.0004        | -               |
+| 0.5120 | 2000 | 0.0001        | -               |
+| 0.5248 | 2050 | 0.0004        | -               |
+| 0.5376 | 2100 | 0.0003        | -               |
+| 0.5504 | 2150 | 0.0012        | -               |
+| 0.5632 | 2200 | 0.0006        | -               |
+| 0.5760 | 2250 | 0.0001        | -               |
+| 0.5888 | 2300 | 0.0003        | -               |
+| 0.6016 | 2350 | 0.0007        | -               |
+| 0.6144 | 2400 | 0.0003        | -               |
+| 0.6272 | 2450 | 0.0004        | -               |
+| 0.6400 | 2500 | 0.0006        | -               |
+| 0.6528 | 2550 | 0.0001        | -               |
+| 0.6656 | 2600 | 0.0003        | -               |
+| 0.6784 | 2650 | 0.0006        | -               |
+| 0.6912 | 2700 | 0.001         | -               |
+| 0.7040 | 2750 | 0.0004        | -               |
+| 0.7168 | 2800 | 0.0008        | -               |
+| 0.7296 | 2850 | 0.0003        | -               |
+| 0.7424 | 2900 | 0.0007        | -               |
+| 0.7552 | 2950 | 0.0007        | -               |
+| 0.7680 | 3000 | 0.0007        | -               |
+| 0.7808 | 3050 | 0.0003        | -               |
+| 0.7937 | 3100 | 0.0003        | -               |
+| 0.8065 | 3150 | 0.0003        | -               |
+| 0.8193 | 3200 | 0.0007        | -               |
+| 0.8321 | 3250 | 0.0001        | -               |
+| 0.8449 | 3300 | 0.0006        | -               |
+| 0.8577 | 3350 | 0.0007        | -               |
+| 0.8705 | 3400 | 0.0003        | -               |
+| 0.8833 | 3450 | 0.0009        | -               |
+| 0.8961 | 3500 | 0.0003        | -               |
+| 0.9089 | 3550 | 0.0004        | -               |
+| 0.9217 | 3600 | 0.0004        | -               |
+| 0.9345 | 3650 | 0.0001        | -               |
+| 0.9473 | 3700 | 0.0001        | -               |
+| 0.9601 | 3750 | 0.0007        | -               |
+| 0.9729 | 3800 | 0.0006        | -               |
+| 0.9857 | 3850 | 0.0005        | -               |
+| 0.9985 | 3900 | 0.0003        | -               |
+
+### Framework Versions
+- Python: 3.12.11
+- SetFit: 1.1.3
+- Sentence Transformers: 5.1.0
+- Transformers: 4.54.1
+- PyTorch: 2.7.1
+- Datasets: 4.0.0
+- Tokenizers: 0.21.4
+
+## Citation
+
+### BibTeX
+```bibtex
+@article{https://doi.org/10.48550/arxiv.2209.11055,
+    doi = {10.48550/ARXIV.2209.11055},
+    url = {https://arxiv.org/abs/2209.11055},
+    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
+    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
+    title = {Efficient Few-Shot Learning Without Prompts},
+    publisher = {arXiv},
+    year = {2022},
+    copyright = {Creative Commons Attribution 4.0 International}
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

@@ -0,0 +1,61 @@
+{
+  "activation_function": "swiglu",
+  "architectures": [
+    "NomicBertModel"
+  ],
+  "attn_pdrop": 0.0,
+  "auto_map": {
+    "AutoConfig": "configuration_hf_nomic_bert.NomicBertConfig",
+    "AutoModel": "modeling_hf_nomic_bert.NomicBertModel",
+    "AutoModelForMaskedLM": "nomic-ai/nomic-bert-2048--modeling_hf_nomic_bert.NomicBertForPreTraining",
+    "AutoModelForMultipleChoice": "nomic-ai/nomic-bert-2048--modeling_hf_nomic_bert.NomicBertForMultipleChoice",
+    "AutoModelForQuestionAnswering": "nomic-ai/nomic-bert-2048--modeling_hf_nomic_bert.NomicBertForQuestionAnswering",
+    "AutoModelForSequenceClassification": "nomic-ai/nomic-bert-2048--modeling_hf_nomic_bert.NomicBertForSequenceClassification",
+    "AutoModelForTokenClassification": "nomic-ai/nomic-bert-2048--modeling_hf_nomic_bert.NomicBertForTokenClassification"
+  },
+  "bos_token_id": null,
+  "causal": false,
+  "dense_seq_output": true,
+  "embd_pdrop": 0.0,
+  "eos_token_id": null,
+  "fused_bias_fc": true,
+  "fused_dropout_add_ln": true,
+  "initializer_range": 0.02,
+  "layer_norm_epsilon": 1e-12,
+  "max_trained_positions": 2048,
+  "mlp_fc1_bias": false,
+  "mlp_fc2_bias": false,
+  "model_type": "nomic_bert",
+  "n_embd": 768,
+  "n_head": 12,
+  "n_inner": 3072,
+  "n_layer": 12,
+  "n_positions": 8192,
+  "pad_vocab_size_multiple": 64,
+  "parallel_block": false,
+  "parallel_block_tied_norm": false,
+  "prenorm": false,
+  "qkv_proj_bias": false,
+  "reorder_and_upcast_attn": false,
+  "resid_pdrop": 0.0,
+  "rotary_emb_base": 1000,
+  "rotary_emb_fraction": 1.0,
+  "rotary_emb_interleaved": false,
+  "rotary_emb_scale_base": null,
+  "rotary_scaling_factor": null,
+  "scale_attn_by_inverse_layer_idx": false,
+  "scale_attn_weights": true,
+  "summary_activation": null,
+  "summary_first_dropout": 0.0,
+  "summary_proj_to_labels": true,
+  "summary_type": "cls_index",
+  "summary_use_proj": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.54.1",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "use_flash_attn": true,
+  "use_rms_norm": false,
+  "use_xentropy": true,
+  "vocab_size": 30528
+}

config_sentence_transformers.json

@@ -0,0 +1,14 @@
+{
+  "__version__": {
+    "sentence_transformers": "5.1.0",
+    "transformers": "4.54.1",
+    "pytorch": "2.7.1"
+  },
+  "model_type": "SentenceTransformer",
+  "prompts": {
+    "query": "",
+    "document": ""
+  },
+  "default_prompt_name": null,
+  "similarity_fn_name": "cosine"
+}

config_setfit.json

@@ -0,0 +1,68 @@
+{
+  "normalize_embeddings": false,
+  "labels": [
+    "addAsset",
+    "addAssetsUIAction",
+    "addText",
+    "align",
+    "applyAnimationObjectPreset",
+    "applyPageLevelAnimation",
+    "changeContentInImage",
+    "delete",
+    "displayHelpQA",
+    "distributeAroundObject",
+    "duplicatePage",
+    "duplicateSceneNode",
+    "duplicateSceneNodeToPage",
+    "fixTypography",
+    "flip",
+    "generateImageFromText",
+    "generateTemplates",
+    "group",
+    "moveRelativeTo",
+    "previewFilterEffects",
+    "proposeAssets",
+    "redo",
+    "removeBackground",
+    "removeContentFromImage",
+    "replaceAsset",
+    "replaceText",
+    "resetImageSettings",
+    "resize",
+    "resizePage",
+    "rotate",
+    "scatter",
+    "select",
+    "setBackgroundColor",
+    "setBlendMode",
+    "setBlur",
+    "setBorderStyle",
+    "setBrightness",
+    "setChildIndex",
+    "setContrast",
+    "setCropShape",
+    "setDropShadow",
+    "setFillColor",
+    "setFontSize",
+    "setFontStyle",
+    "setFontType",
+    "setHighlight",
+    "setImageAsBackground",
+    "setLetterSpacing",
+    "setLineSpacing",
+    "setOpacity",
+    "setParagraphSpacing",
+    "setSaturation",
+    "setShadow",
+    "setSharpness",
+    "setTextAlignment",
+    "setTextDecorationEffect",
+    "setTextLayout",
+    "setTextListStyle",
+    "setTextShadow",
+    "setWarmth",
+    "showUploadUI",
+    "undo",
+    "ungroup"
+  ]
+}

configuration_hf_nomic_bert.py

@@ -0,0 +1,56 @@
+from transformers import GPT2Config
+
+
+class NomicBertConfig(GPT2Config):
+    model_type = "nomic_bert"
+
+    def __init__(
+        self,
+        prenorm=False,
+        parallel_block=False,
+        parallel_block_tied_norm=False,
+        rotary_emb_fraction=0.0,
+        fused_dropout_add_ln=False,
+        fused_bias_fc=False,
+        use_flash_attn=False,
+        use_xentropy=False,
+        qkv_proj_bias=True,
+        rotary_emb_base=10_000,
+        rotary_emb_scale_base=None,
+        rotary_emb_interleaved=False,
+        mlp_fc1_bias=True,
+        mlp_fc2_bias=True,
+        use_rms_norm=False,
+        causal=False,
+        type_vocab_size=2,
+        dense_seq_output=True,
+        pad_vocab_size_multiple=1,
+        tie_word_embeddings=True,
+        rotary_scaling_factor=None,
+        max_trained_positions=2048,
+        **kwargs,
+    ):
+        self.prenorm = prenorm
+        self.parallel_block = parallel_block
+        self.parallel_block_tied_norm = parallel_block_tied_norm
+        self.rotary_emb_fraction = rotary_emb_fraction
+        self.tie_word_embeddings = tie_word_embeddings
+        self.fused_dropout_add_ln = fused_dropout_add_ln
+        self.fused_bias_fc = fused_bias_fc
+        self.use_flash_attn = use_flash_attn
+        self.use_xentropy = use_xentropy
+        self.qkv_proj_bias = qkv_proj_bias
+        self.rotary_emb_base = rotary_emb_base
+        self.rotary_emb_scale_base = rotary_emb_scale_base
+        self.rotary_emb_interleaved = rotary_emb_interleaved
+        self.mlp_fc1_bias = mlp_fc1_bias
+        self.mlp_fc2_bias = mlp_fc2_bias
+        self.use_rms_norm = use_rms_norm
+        self.causal = causal
+        self.type_vocab_size = type_vocab_size
+        self.dense_seq_output = dense_seq_output
+        self.pad_vocab_size_multiple = pad_vocab_size_multiple
+        self.rotary_scaling_factor = rotary_scaling_factor
+        self.max_trained_positions = max_trained_positions
+
+        super().__init__(**kwargs)

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aa9aadd2159de2c42651146a5986764684ab69bce27981e785e6526cc9029108
+size 546938168

model_head.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c2fcf5c85e55b03ddb9686e88e2cab24fd04e6aec17e2fa0af1333caca47794
+size 388927

modules.json

@@ -0,0 +1,14 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+    "max_seq_length": 8192,
+    "do_lower_case": false
+}

special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,56 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 8192,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}