Instructions to use HyperlinksSpace/TinyModel1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use HyperlinksSpace/TinyModel1 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="HyperlinksSpace/TinyModel1")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("HyperlinksSpace/TinyModel1") model = AutoModelForSequenceClassification.from_pretrained("HyperlinksSpace/TinyModel1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Vsevolod Ignatyev commited on
Deploy TinyModel1 from GitHub Actions
Browse files- README.md +10 -3
- TinyModel1Image.png +0 -0
- artifact.json +2 -2
- model.safetensors +1 -1
- tokenizer.json +547 -547
README.md
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---
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<div align="center">
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<img src="TinyModel1Image.png" alt="TinyModel1"
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</div>
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# TinyModel1
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**TinyModel1** is a compact **encoder** model for **news topic classification**, trained from scratch on the [AG News](https://huggingface.co/datasets/fancyzhx/ag_news) dataset. It targets fast CPU/GPU inference, simple deployment behind a router or API, and use as a **baseline** before larger or domain-specific models.
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---
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## Model summary
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| Metric | Value |
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| **Eval accuracy** | 0.
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| **Final train loss** | 1.
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Metrics are computed on the held-out eval split configured above; treat them as a **sanity-check baseline**, not a production SLA.
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---
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<div align="center">
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<img src="TinyModel1Image.png" alt="TinyModel1" style="max-width: 100%; width: 100%; height: auto; display: block;" />
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</div>
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# TinyModel1
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**TinyModel1** is a compact **encoder** model for **news topic classification**, trained from scratch on the [AG News](https://huggingface.co/datasets/fancyzhx/ag_news) dataset. It targets fast CPU/GPU inference, simple deployment behind a router or API, and use as a **baseline** before larger or domain-specific models.
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## Links
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- **Source code (train & export):** [https://github.com/HyperlinksSpace/TinyModel](https://github.com/HyperlinksSpace/TinyModel)
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- **This model on Hugging Face:** [HyperlinksSpace/TinyModel1](https://huggingface.co/HyperlinksSpace/TinyModel1)
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- **Live demo (Space):** [TinyModel1Space on the Hub](https://huggingface.co/spaces/HyperlinksSpace/TinyModel1Space) · [direct app](https://hyperlinksspace-tinymodel1space.hf.space)
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---
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## Model summary
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| Metric | Value |
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| **Eval accuracy** | 0.5400 |
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| **Final train loss** | 1.1577 |
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Metrics are computed on the held-out eval split configured above; treat them as a **sanity-check baseline**, not a production SLA.
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TinyModel1Image.png
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artifact.json
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tokenizer.json
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@@ -5163,33 +5163,33 @@
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@@ -6213,9 +6213,9 @@
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