llama : add support for NVIDIA Nemotron 3 Nano (#18058)
* llama : add support for NVIDIA Nemotron Nano 3 This commit adds support for the NVIDIA Nemotron Nano 3 model, enabling the conversion and running of this model. Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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@@ -107,12 +107,41 @@ ggml_tensor * llm_build_nemotron_h::build_attention_layer(ggml_tensor *
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}
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ggml_tensor * llm_build_nemotron_h::build_ffn_layer(ggml_tensor * cur, const llama_model & model, const int il) {
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cur = build_ffn(cur,
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model.layers[il].ffn_up, model.layers[il].ffn_up_b, NULL,
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NULL, NULL, NULL,
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model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
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NULL, LLM_FFN_RELU_SQR, LLM_FFN_PAR, il);
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cb(cur, "ffn_out", il);
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if (model.layers[il].ffn_gate_inp == nullptr) {
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cur = build_ffn(cur,
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model.layers[il].ffn_up, model.layers[il].ffn_up_b, NULL,
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NULL, NULL, NULL,
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model.layers[il].ffn_down, model.layers[il].ffn_down_b, NULL,
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NULL,
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LLM_FFN_RELU_SQR, LLM_FFN_PAR, il);
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cb(cur, "ffn_out", il);
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} else {
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ggml_tensor * ffn_inp = cur;
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ggml_tensor * moe_out =
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build_moe_ffn(ffn_inp,
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model.layers[il].ffn_gate_inp,
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model.layers[il].ffn_up_exps,
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nullptr, // no gate
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model.layers[il].ffn_down_exps,
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model.layers[il].ffn_exp_probs_b,
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n_expert, n_expert_used,
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LLM_FFN_RELU_SQR, hparams.expert_weights_norm,
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true, hparams.expert_weights_scale,
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LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID,
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il);
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cb(moe_out, "ffn_moe_out", il);
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ggml_tensor * ffn_shexp = build_ffn(ffn_inp,
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model.layers[il].ffn_up_shexp, NULL, NULL,
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NULL /* no gate */ , NULL, NULL,
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model.layers[il].ffn_down_shexp, NULL, NULL,
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NULL,
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LLM_FFN_RELU_SQR, LLM_FFN_PAR, il);
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cb(ffn_shexp, "ffn_shexp", il);
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cur = ggml_add(ctx0, moe_out, ffn_shexp);
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cb(cur, "ffn_out", il);
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}
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cur = build_cvec(cur, il);
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cb(cur, "l_out", il);
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