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  1. .gitattributes +112 -0
  2. README.md +55 -0
  3. checkpoints/hypernet_over_shapes/hypernet.pt +3 -0
  4. checkpoints/hypernet_over_shapes/latent_codes.pt +3 -0
  5. checkpoints/hypernet_over_shapes/metrics.txt +204 -0
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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ language:
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+ - en
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+ size_categories:
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+ - n<1K
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+ tags:
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+ - 3d
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+ - sdf
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+ - siren
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+ - hypernetwork
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+ - implicit-neural-representations
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+ pretty_name: "Hypernet Prior Topic 03 Archive"
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+ ---
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+
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+ # Hypernet — Prior Topic 03 Archive
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+
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+ Complete archive of the **prior topic 03 research thread**: per-shape SIREN
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+ decoders, per-layer hypernetwork architectures, mapper experiments, and
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+ ancillary checkpoints. This work predates the current image-to-3D pipeline
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+ documented in [hypernet-image-to-3d](https://github.com/BOB-THE-BUILDER-in/hypernet-image-to-3d)
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+ and the [main dataset](https://huggingface.co/datasets/bobthebuilderinternational/hypernet-image-to-3d-data).
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+
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+ 100 shapes, naming convention `obj_NN` for `NN` in `[0..99]`.
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+
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+ ## Contents
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+
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+ | Path | Size | Description |
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+ |---|---|---|
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+ | `watertight/` | ~5.6 GB | 100 watertight `.obj` meshes (filename `obj_NN.obj`) |
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+ | `sdf_samples/` | ~591 MB | 100 `.npz` files with point/SDF pairs |
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+ | `shape_sirens/` | ~505 MB | 100 trained per-shape SIREN decoders + reconstructions in `meshes_w30/` |
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+ | `hypernets/` | ~6.7 GB | 100 trained per-shape hypernetworks (full weight space) |
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+ | `image_sirens/` | ~629 MB | 2400 image-SIREN files (24 views × 100 shapes) |
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+ | `checkpoints/` | ~220 MB | VAE, direct-mapper, and h90 variant checkpoints |
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+ | `diagnostics/` | ~1 MB | Training diagnostic plots and metric dumps |
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+ | `hypernet_meshes/` | ~188 MB | Sample reconstructions from trained hypernets |
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+
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+ ## Note on naming
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+
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+ The corresponding folder in the source repo was named `sdf_samples_old10`;
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+ it has been renamed to `sdf_samples` here for clarity. The `_old10` suffix
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+ was a local distinguisher when this codebase ran alongside other variants.
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+
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+ ## Citation
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+
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+ ```
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+ Jain, A. (2026). Hypernet research archive — prior topic 03 (per-shape hypernetworks
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+ and SIREN decoders). HuggingFace: bobthebuilderinternational/hypernet-prior-topic03.
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+ ```
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+
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+ ## License
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+
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+ Apache 2.0. Underlying meshes are derived from publicly available sources
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+ under their own licenses.
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+ 1200 9.91e-05 9.91e-04 2.111490e-02 7.917419e-07 (16.6s)
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+ 1400 9.88e-05 9.88e-04 8.711814e-03 4.729739e-07 (19.3s)
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+ 1600 9.84e-05 9.84e-04 3.305168e-03 2.832524e-07 (22.0s)
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+ 1800 9.80e-05 9.80e-04 1.212854e-03 1.596487e-07 (24.6s)
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+ 2200 9.70e-05 9.70e-04 4.106582e-04 5.247339e-08 (30.1s)
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+ 2400 9.65e-05 9.65e-04 2.513851e-04 3.072650e-08 (32.8s)
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+ 2600 9.59e-05 9.59e-04 1.161344e-04 1.789874e-08 (35.5s)
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+ 2800 9.52e-05 9.52e-04 3.884140e-05 1.084195e-08 (38.2s)
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+ 3000 9.45e-05 9.45e-04 1.439986e-05 7.015490e-09 (40.9s)
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+ 3600 9.22e-05 9.22e-04 2.807948e-06 2.401918e-09 (48.9s)
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+ 3800 9.13e-05 9.13e-04 1.843382e-06 1.727472e-09 (51.5s)
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+ 4200 8.95e-05 8.95e-04 8.830935e-07 9.190770e-10 (56.7s)
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+ 4400 8.85e-05 8.85e-04 5.519699e-07 6.303793e-10 (59.3s)
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+ 4600 8.75e-05 8.75e-04 5.243079e-07 4.509174e-10 (61.9s)
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+ 4800 8.64e-05 8.64e-04 1.614547e-06 1.016686e-09 (64.5s)
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+ 5000 8.53e-05 8.53e-04 1.261206e-06 7.670667e-10 (67.1s)
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+ 5200 8.42e-05 8.42e-04 4.127501e-07 3.040752e-10 (69.7s)
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+ 5400 8.31e-05 8.31e-04 2.427853e-07 1.944843e-10 (72.4s)
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+ 5600 8.19e-05 8.19e-04 1.182562e-07 1.101810e-10 (75.0s)
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+ 5800 8.06e-05 8.06e-04 5.559014e-08 6.512272e-11 (77.6s)
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+ 6000 7.94e-05 7.94e-04 5.220014e-06 2.599490e-09 (80.2s)
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+ 6200 7.81e-05 7.81e-04 8.069476e-08 5.781436e-11 (82.8s)
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+ 6400 7.68e-05 7.68e-04 4.942267e-06 2.463083e-09 (85.4s)
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+ 6600 7.54e-05 7.54e-04 4.327044e-08 3.290569e-11 (88.0s)
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+ 6800 7.41e-05 7.41e-04 2.208285e-06 1.188761e-09 (90.6s)
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