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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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+
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+ # HDTree ICML Checkpoints
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+
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+ This repository hosts pretrained checkpoints for the public HDTree ICML release.
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+
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+ Code: https://github.com/zangzelin/code_HDTree_icml
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+
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+ ## Files
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+
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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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+
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+ ## Reported Metrics
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+
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+ MNIST full run summary:
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+
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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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+
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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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+
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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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+
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+ The included `logs/` files contain the original run outputs used to record these metrics.
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+
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+ ## Download
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+
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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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+
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+ Then use the public code repository's validation script, for example:
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+
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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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+
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+ ## Checksums
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+
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+ See `SHA256SUMS`.