convert : support Qwen3.5/Qwen3.5 Moe NVFP4 and add input scales (#20505)
* convert : fix Qwen3.5 NVFP4 conversion * Updated copilot concerns and rebased * move into _LinearAttentionVReorderBase and simplify * --flake * new_name not needed * Added input_scale to gguf * Fixed input_scale addition as tensor * Added input scale to loader and named _in_s * Update convert_hf_to_gguf.py Re-removed input_scale from aux cleanup Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com> --------- Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
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@@ -414,6 +414,27 @@ struct llama_layer {
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struct ggml_tensor * ssm_alpha_s = nullptr;
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struct ggml_tensor * ssm_beta_s = nullptr;
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// input scales
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struct ggml_tensor * wq_in_s = nullptr;
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struct ggml_tensor * wk_in_s = nullptr;
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struct ggml_tensor * wv_in_s = nullptr;
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struct ggml_tensor * wo_in_s = nullptr;
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struct ggml_tensor * wqkv_in_s = nullptr;
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struct ggml_tensor * wqkv_gate_in_s = nullptr;
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struct ggml_tensor * ffn_gate_in_s = nullptr;
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struct ggml_tensor * ffn_up_in_s = nullptr;
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struct ggml_tensor * ffn_down_in_s = nullptr;
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struct ggml_tensor * ffn_gate_exps_in_s = nullptr;
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struct ggml_tensor * ffn_down_exps_in_s = nullptr;
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struct ggml_tensor * ffn_up_exps_in_s = nullptr;
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struct ggml_tensor * ffn_gate_shexp_in_s= nullptr;
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struct ggml_tensor * ffn_up_shexp_in_s = nullptr;
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struct ggml_tensor * ffn_down_shexp_in_s= nullptr;
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struct ggml_tensor * ssm_in_in_s = nullptr;
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struct ggml_tensor * ssm_out_in_s = nullptr;
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struct ggml_tensor * ssm_alpha_in_s = nullptr;
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struct ggml_tensor * ssm_beta_in_s = nullptr;
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// altup & laurel
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struct ggml_tensor * per_layer_inp_gate = nullptr;
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struct ggml_tensor * per_layer_proj = nullptr;
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