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README.md
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---
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license: mit
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library_name: pytorch
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tags:
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- hdtree
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- pytorch
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- mnist
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- single-cell
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- clustering
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---
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# HDTree ICML Checkpoints
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This repository hosts pretrained checkpoints for the public HDTree ICML release.
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Code: https://github.com/zangzelin/code_HDTree_icml
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## Files
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| File | Dataset | Configuration | Notes |
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|---|---|---|---|
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| `checkpoints/mnist/hdtree_mnist_best_epoch59_acc0.97570.pth` | MNIST | `configs/mnist.yaml` | Best MNIST checkpoint from the full run by checkpoint validation accuracy. |
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| `checkpoints/limb/hdtree_limb_i10_epoch199_acc0.53921.pth` | Limb | `configs/limb.yaml` default | Limb sweep i10/default checkpoint. |
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## Reported Metrics
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MNIST full run summary:
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| ACC | DP | LP | NMI |
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|---:|---:|---:|---:|
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| 0.97310 | 0.93262 | 0.97310 | 0.92999 |
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Limb i10 run summary (`batch_size=1000`, `K=10`, `exaggeration_lat=0.5`, `nu_lat=0.3`):
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| ACC | DP | LP | NMI |
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|---:|---:|---:|---:|
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| 0.52860 | 0.41029 | 0.58370 | 0.49042 |
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The included `logs/` files contain the original run outputs used to record these metrics.
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## Download
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```bash
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pip install huggingface_hub
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huggingface-cli download zangzelin/HDTree-ICML-checkpoints --local-dir .
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```
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Then use the public code repository's validation script, for example:
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```bash
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bash scripts/validate_checkpoint.sh checkpoints/limb/hdtree_limb_i10_epoch199_acc0.53921.pth
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```
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## Checksums
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See `SHA256SUMS`.
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