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ai-sage/Giga-Embeddings-instruct

5 changes to a tracked key since 2024-12-12, newest first. Head as last read: 2cf0fdc97194aaedf10ac0e6bf798834acd31042.

GPU memory to fine-tune it, card by card: Giga-Embeddings-instruct on /m/.

DateAdvisoryWhat changed, and what it does
2025-09-23x_NXMC-2025-0021 breakingmodel_type "gigar" to "gigarembed"; a different class is instantiated from the same id; declared dtype "bfloat16" to "float32"; tokenizer_class "PreTrainedTokenizerFast" to "PreTrainedTokenizer" (2025-09-23).
b3dc287fece8 -> 3c12a846f3f9
2025-09-23x_NXMC-2025-0020 breakinghead dim 128 to 64, KV heads 2 to 16; derived parameters 3.30B to 2.50B (-801.0M, -1.60 GB of bf16 weights); rope_theta 1300 to 100000; every position embedding changes (2025-09-23).
f4891741cf49 -> b3dc287fece8
2025-06-04x_NXMC-2025-0019 breakingcontext window 32768 to 4096 tokens (2025-06-04).
0cd92734c456 -> f4891741cf49
2025-05-29x_NXMC-2025-0018 breakinglayer count 27 to 36; derived parameters 2.61B to 3.30B (+693.7M, +1.39 GB of bf16 weights) (2025-05-29).
201baa9d6f8f -> e5a07187e0d1
2024-12-19x_NXMC-2024-0014pad token unset to "<unk>"; batched training masks a different id (2024-12-19).
b2c9c67d18d6 -> 201baa9d6f8f

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