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#include "models.h"
ggml_cgraph * clip_graph_nemotron_v2_vl::build() {
GGML_ASSERT(model.class_embedding != nullptr);
GGML_ASSERT(model.position_embeddings != nullptr);
const int n_registers = model.class_embedding->ne[1];
const int n_pos = n_patches + n_registers;
ggml_tensor * inp = build_inp();
// add position embeddings (pre-downsampled during GGUF conversion for fixed 512x512 input)
inp = ggml_add(ctx0, inp, model.position_embeddings);
cb(inp, "inp_pos", -1);
inp = ggml_concat(ctx0, model.class_embedding, inp, 1);
ggml_tensor * cur = build_vit(inp, n_pos, NORM_TYPE_NORMAL, hparams.ffn_op, nullptr, nullptr);
cur = ggml_view_2d(ctx0, cur,
n_embd, n_patches,
ggml_row_size(cur->type, n_embd),
n_registers * ggml_row_size(cur->type, n_embd));
cur = build_patch_merge_permute(cur, model.hparams.n_merge);
{
cur = build_norm(cur, model.mm_0_w, nullptr, NORM_TYPE_RMS, 1e-6, -1);
cur = build_ffn(cur, model.mm_1_w, nullptr, nullptr, nullptr, model.mm_3_w, nullptr, FFN_RELU_SQR, -1);
}
ggml_build_forward_expand(gf, cur);
return gf;
}
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