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@@ -45,7 +45,7 @@ fused projection.
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  If you want to reproduce the comparisons below, note that `torch.hub.load` against the current
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  `main` of `facebookresearch/vjepa2` does not work: `src/hub/backbones.py` ships with
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  `VJEPA_BASE_URL = "http://localhost:8300"` and the real URL commented out above it. Download the
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- checkpoint directly from `https://dl.fbaipublicfiles.com/vjepa2/vjepa2_1_vitb_dist_vitG_384.pt`
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  and build the reference modules from `app/vjepa_2_1/models/`, which is what the shipped scripts do.
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  ## Architecture
 
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  If you want to reproduce the comparisons below, note that `torch.hub.load` against the current
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  `main` of `facebookresearch/vjepa2` does not work: `src/hub/backbones.py` ships with
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  `VJEPA_BASE_URL = "http://localhost:8300"` and the real URL commented out above it. Download the
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+ checkpoint directly from <https://dl.fbaipublicfiles.com/vjepa2/vjepa2_1_vitb_dist_vitG_384.pt>
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  and build the reference modules from `app/vjepa_2_1/models/`, which is what the shipped scripts do.
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  ## Architecture