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synced 2026-08-01 07:40:41 -05:00
feat: add Krea2OstrisEdit support (#1775)
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@@ -2141,6 +2141,41 @@ struct LLMEmbedder : public Conditioner {
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out_layers = {2, 5, 8, 11, 14, 17, 20, 23, 26, 29, 32, 35};
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prompt = "<|im_start|>system\nDescribe the image by detailing the color, shape, size, texture, quantity, text, spatial relationships of the objects and background:<|im_end|>\n<|im_start|>user\n";
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if (llm->enable_vision && conditioner_params.ref_images != nullptr && !conditioner_params.ref_images->empty()) {
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std::string img_prompt = "";
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const std::string placeholder = "<|image_pad|>";
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for (int i = 0; i < conditioner_params.ref_images->size(); i++) {
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const auto& image = (*conditioner_params.ref_images)[i];
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double factor = llm->config.vision.patch_size * llm->config.vision.spatial_merge_size;
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int height = static_cast<int>(image.shape()[1]);
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int width = static_cast<int>(image.shape()[0]);
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double beta = std::sqrt((384.0 * 384.0) / (static_cast<double>(height) * static_cast<double>(width)));
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int h_bar = std::max(static_cast<int>(factor),
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static_cast<int>(std::round(height * beta / factor)) * static_cast<int>(factor));
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int w_bar = std::max(static_cast<int>(factor),
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static_cast<int>(std::round(width * beta / factor)) * static_cast<int>(factor));
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LOG_DEBUG("resize conditioner ref image %d from %dx%d to %dx%d", i, height, width, h_bar, w_bar);
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auto resized_image = clip_preprocess(image, w_bar, h_bar);
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auto image_embed = llm->encode_image(n_threads, resized_image, false, true, true);
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GGML_ASSERT(!image_embed.empty());
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std::string image_prefix = prompt + img_prompt + "Picture " + std::to_string(i + 1) + ": <|vision_start|>";
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int image_embed_idx = static_cast<int>(tokenizer->encode(image_prefix, nullptr).size());
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image_embeds.emplace_back(image_embed_idx, image_embed);
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img_prompt += "Picture " + std::to_string(i + 1) + ": <|vision_start|>";
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int64_t num_image_tokens = image_embed.shape()[1];
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img_prompt.reserve(img_prompt.size() + static_cast<size_t>(num_image_tokens) * placeholder.size() + 32);
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for (int j = 0; j < num_image_tokens; j++) {
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img_prompt += placeholder;
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}
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img_prompt += "<|vision_end|>";
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}
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prompt += img_prompt;
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}
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prompt_attn_range.first = static_cast<int>(prompt.size());
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prompt += conditioner_params.text;
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