feat: Add script to re-initialize near-zero HF embeddings#2671
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Signed-off-by: Anna Shors <ashors@nvidia.com>
Signed-off-by: Anna Shors <ashors@nvidia.com>
Signed-off-by: Anna Shors <ashors@nvidia.com>
Signed-off-by: Anna Shors <ashors@nvidia.com>
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What does this PR do ?
For certain models (e.g. nvidia/NVIDIA-Nemotron-3-Super-120B-A12B-Base-BF16), the HF checkpoint has embedding weights which are zero or near-zero. These weights can cause inf/nan grad norms during post-training. This PR adds a script to reinitialize such embeddings. It also adds an inf grad norm check with an informative message.
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