Upload toxicthesis-vicunauc-perspective-classification-5 model

README.md

@@ -0,0 +1,92 @@
+---
+license: mit
+tags:
+- toxicity-detection
+- perspective
+- vicunaUC
+pipeline_tag: text-classification
+language:
+- en
+library_name: pytorch
+---
+
+# Perspective API - VICUNAUC - Classification (5 classes)
+
+Toxicity prediction model trained on the VICUNAUC dataset.
+
+| Property | Value |
+|----------|-------|
+| Model | Perspective API |
+| Task | Classification (5 classes) |
+| Dataset | vicunaUC |
+| Framework | PyTorch / PyTorch Lightning |
+
+
+## Model Information
+
+See the ToxicThesis repository for model class documentation.
+
+
+
+## Usage
+
+```python
+from huggingface_hub import hf_hub_download
+import torch
+
+checkpoint_path = hf_hub_download(
+    repo_id="simocorbo/toxicthesis-vicunauc-perspective-classification-5",
+    filename="checkpoints/best.pt"
+)
+
+checkpoint = torch.load(checkpoint_path, map_location='cpu', weights_only=False)
+print("Checkpoint keys:", checkpoint.keys())
+
+# See ToxicThesis repository for model implementation
+# git clone https://github.com/simo-corbo/ToxicThesis
+```
+
+
+
+## Score Interpretation
+
+| Output | Range | Meaning |
+|--------|-------|---------|
+| `probabilities` | List[float] | Probability distribution over 5 classes. |
+| `class` | 0 to 4 | Predicted class (argmax of probabilities). |
+
+**Classes**: 5 toxicity levels, where higher class index = more toxic.
+
+
+## Files
+
+| File | Description |
+|------|-------------|
+| `checkpoints/best.pt` | Model checkpoint (best validation loss) |
+| `hparams.yaml` | Hyperparameters used for training |
+| `train.csv` | Training metrics per epoch |
+| `val.csv` | Validation metrics per epoch |
+| `vocab_stanza_hybrid.pkl` | Vocabulary (for tree-based models) |
+
+## Installation
+
+```bash
+# Clone ToxicThesis for full model implementations
+git clone https://github.com/simo-corbo/ToxicThesis
+cd ToxicThesis
+pip install -r requirements.txt
+
+# Or install dependencies directly
+pip install torch transformers huggingface_hub fasttext-wheel stanza
+```
+
+## Citation
+
+```bibtex
+@software{toxicthesis2025,
+  title={ToxicThesis},
+  author={Corbo, Simone},
+  year={2025},
+  url={https://github.com/simo-corbo/ToxicThesis}
+}
+```

checkpoints/best.pt

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+oid sha256:46f6f73be9a6b700cf71a6289a0277d9c0c2fd7b34b26c4ca7f0ef21cd801ab6
+size 2196

hparams.json

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+{
+  "experiment_name": "perspective_vicunaUC_classes5_auto_20260522_155035",
+  "model_type": "perspective",
+  "sut": "vicunaUC",
+  "num_classes": 5,
+  "device": "cuda",
+  "training_config": {
+    "max_epochs": 200,
+    "early_stopping_patience": 5,
+    "batch_size": 200,
+    "num_workers": 4,
+    "device": "auto",
+    "gradient_clip": 1.0,
+    "checkpoint_dir": "output/checkpoints",
+    "log_dir": "output/logs",
+    "gradient_accumulation_steps": 1,
+    "use_amp": false
+  },
+  "model_config": {
+    "batch_size": 1,
+    "train_subset_size": 1000,
+    "val_subset_size": 1000,
+    "test_subset_size": 1000,
+    "num_classes": 5,
+    "loss_fn": "cross_entropy"
+  }
+}

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test.csv

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train.csv

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val.csv

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+accuracy,precision,recall,f1,roc_auc,loss,epoch
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