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feat: add custom modulate operator and ConvRot fusion (#2258)
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@@ -350,11 +350,11 @@ namespace Qwen {
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auto txt_mod_param_vec = get_mod_params_vec(ctx->ggml_ctx, txt_mod_params);
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auto img_normed = img_norm1->forward(ctx, img);
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auto img_modulated = Flux::modulate(ctx->ggml_ctx, img_normed, img_mod_param_vec[0], img_mod_param_vec[1], modulate_index != nullptr);
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auto img_modulated = Flux::modulate(ctx, img_normed, img_mod_param_vec[0], img_mod_param_vec[1], modulate_index != nullptr);
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auto img_gate1 = img_mod_param_vec[2];
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auto txt_normed = txt_norm1->forward(ctx, txt);
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auto txt_modulated = Flux::modulate(ctx->ggml_ctx, txt_normed, txt_mod_param_vec[0], txt_mod_param_vec[1]);
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auto txt_modulated = Flux::modulate(ctx, txt_normed, txt_mod_param_vec[0], txt_mod_param_vec[1]);
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auto txt_gate1 = txt_mod_param_vec[2];
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auto [img_attn_output, txt_attn_output] = attn->forward(ctx, img_modulated, txt_modulated, pe);
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@@ -363,11 +363,11 @@ namespace Qwen {
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txt = ggml_add(ctx->ggml_ctx, txt, ggml_mul(ctx->ggml_ctx, txt_attn_output, txt_gate1));
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auto img_normed2 = img_norm2->forward(ctx, img);
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auto img_modulated2 = Flux::modulate(ctx->ggml_ctx, img_normed2, img_mod_param_vec[3], img_mod_param_vec[4], modulate_index != nullptr);
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auto img_modulated2 = Flux::modulate(ctx, img_normed2, img_mod_param_vec[3], img_mod_param_vec[4], modulate_index != nullptr);
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auto img_gate2 = img_mod_param_vec[5];
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auto txt_normed2 = txt_norm2->forward(ctx, txt);
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auto txt_modulated2 = Flux::modulate(ctx->ggml_ctx, txt_normed2, txt_mod_param_vec[3], txt_mod_param_vec[4]);
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auto txt_modulated2 = Flux::modulate(ctx, txt_normed2, txt_mod_param_vec[3], txt_mod_param_vec[4]);
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auto txt_gate2 = txt_mod_param_vec[5];
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auto img_mlp_out = img_mlp->forward(ctx, img_modulated2);
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@@ -407,7 +407,7 @@ namespace Qwen {
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auto shift = mods[1];
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x = norm->forward(ctx, x);
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x = Flux::modulate(ctx->ggml_ctx, x, shift, scale);
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x = Flux::modulate(ctx, x, shift, scale);
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return x;
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}
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