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Uploading SVAE in clementchadebec/reproduced_svae
Browse files- README.md +2 -11
- decoder.pkl +2 -2
- encoder.pkl +2 -2
- environment.json +1 -1
- model.pt +2 -2
README.md
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language: en
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tags:
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- pythae
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- reproducibility
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license: apache-2.0
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---
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This model was trained with pythae. It can be downloaded or reloaded using the method `load_from_hf_hub`
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```python
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>>> from pythae.models import AutoModel
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>>> model = AutoModel.load_from_hf_hub(hf_hub_path="
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```
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## Reproducibility
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This trained model reproduces the results of Table 1 in [1].
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| Model | Dataset | Metric | Obtained value | Reference value |
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| SVAE | Dyn. Binarized MNIST | NLL (500 IS) | 93.27 (0.69) | 93.16 (0.31) |
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[1] Tim R Davidson, Luca Falorsi, Nicola De Cao, Thomas Kipf, and Jakub M Tomczak. Hyperspherical variational auto-encoders. In 34th Conference on Uncertainty in Artificial Intelligence 2018, UAI 2018, pages 856–865. Association For Uncertainty in Artificial Intelligence (AUAI), 2018.
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language: en
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tags:
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- pythae
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license: apache-2.0
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---
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### Downloading this model from the Hub
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This model was trained with pythae. It can be downloaded or reloaded using the method `load_from_hf_hub`
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```python
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>>> from pythae.models import AutoModel
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>>> model = AutoModel.load_from_hf_hub(hf_hub_path="your_hf_username/repo_name")
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```
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decoder.pkl
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encoder.pkl
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environment.json
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{"name": "EnvironmentConfig", "python_version": "3.
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{"name": "EnvironmentConfig", "python_version": "3.8"}
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model.pt
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