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	clip : revert the change of BOI/EOI token for GLM-edge (⚠️ breaking change) (#13259)
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		| @@ -75,6 +75,8 @@ | ||||
| #define TN_MM_PROJECTOR    "mm.model.fc.weight"         // idefics3 | ||||
| #define TN_MM_PATCH_MERGER "mm.patch_merger.weight"     // mistral small 3.1 | ||||
| #define TN_TOK_IMG_BREAK   "v.token_embd.img_break"     // pixtral | ||||
| #define TN_TOK_GLM_BOI     "adapter.boi"                // glm-edge (these embeddings are not in text model) | ||||
| #define TN_TOK_GLM_EOI     "adapter.eoi"                // glm-edge (these embeddings are not in text model) | ||||
|  | ||||
| // mimicpmv | ||||
| #define TN_MINICPMV_POS_EMBD_K "resampler.pos_embed_k" | ||||
|   | ||||
| @@ -249,9 +249,11 @@ struct clip_vision_model { | ||||
|     struct ggml_tensor * mm_4_w = nullptr; | ||||
|     struct ggml_tensor * mm_4_b = nullptr; | ||||
|  | ||||
|     //GLMV-Edge projection | ||||
|     // GLMV-Edge projection | ||||
|     struct ggml_tensor * mm_model_adapter_conv_w = nullptr; | ||||
|     struct ggml_tensor * mm_model_adapter_conv_b = nullptr; | ||||
|     struct ggml_tensor * mm_glm_tok_boi = nullptr; | ||||
|     struct ggml_tensor * mm_glm_tok_eoi = nullptr; | ||||
|  | ||||
|     // MobileVLM projection | ||||
|     struct ggml_tensor * mm_model_mlp_1_w = nullptr; | ||||
| @@ -1559,6 +1561,13 @@ static ggml_cgraph * clip_image_build_graph_legacy(clip_ctx * ctx, const clip_im | ||||
|             embeddings = ggml_mul(ctx0, embeddings,x); | ||||
|             embeddings = ggml_mul_mat(ctx0, model.mm_model_mlp_3_w, embeddings); | ||||
|         } | ||||
|         // arrangement of BOI/EOI token embeddings | ||||
|         // note: these embeddings are not present in text model, hence we cannot process them as text tokens | ||||
|         // see: https://huggingface.co/THUDM/glm-edge-v-2b/blob/main/siglip.py#L53 | ||||
|         { | ||||
|             embeddings = ggml_concat(ctx0, model.mm_glm_tok_boi, embeddings, 1); // BOI | ||||
|             embeddings = ggml_concat(ctx0, embeddings, model.mm_glm_tok_eoi, 1); // EOI | ||||
|         } | ||||
|     } | ||||
|  | ||||
|     else if (ctx->proj_type == PROJECTOR_TYPE_QWEN2VL) { | ||||
| @@ -1972,12 +1981,14 @@ struct clip_model_loader { | ||||
|                 { | ||||
|                     vision_model.mm_model_adapter_conv_w = get_tensor(string_format(TN_GLM_ADAPER_CONV, "weight")); | ||||
|                     vision_model.mm_model_adapter_conv_b = get_tensor(string_format(TN_GLM_ADAPER_CONV, "bias")); | ||||
|                     vision_model.mm_model_mlp_0_w = get_tensor(string_format(TN_GLM_ADAPTER_LINEAR,"weight")); | ||||
|                     vision_model.mm_model_ln_q_w = get_tensor(string_format(TN_GLM_ADAPTER_NORM_1,"weight")); | ||||
|                     vision_model.mm_model_ln_q_b = get_tensor(string_format(TN_GLM_ADAPTER_NORM_1,"bias")); | ||||
|                     vision_model.mm_model_mlp_1_w = get_tensor(string_format(TN_GLM_ADAPTER_D_H_2_4H,"weight")); | ||||
|                     vision_model.mm_model_mlp_2_w = get_tensor(string_format(TN_GLM_ADAPTER_GATE,"weight")); | ||||
|                     vision_model.mm_model_mlp_3_w = get_tensor(string_format(TN_GLM_ADAPTER_D_4H_2_H,"weight")); | ||||
|                     vision_model.mm_model_mlp_0_w = get_tensor(string_format(TN_GLM_ADAPTER_LINEAR, "weight")); | ||||
|                     vision_model.mm_model_ln_q_w = get_tensor(string_format(TN_GLM_ADAPTER_NORM_1, "weight")); | ||||
|                     vision_model.mm_model_ln_q_b = get_tensor(string_format(TN_GLM_ADAPTER_NORM_1, "bias")); | ||||
|                     vision_model.mm_model_mlp_1_w = get_tensor(string_format(TN_GLM_ADAPTER_D_H_2_4H, "weight")); | ||||
|                     vision_model.mm_model_mlp_2_w = get_tensor(string_format(TN_GLM_ADAPTER_GATE, "weight")); | ||||
|                     vision_model.mm_model_mlp_3_w = get_tensor(string_format(TN_GLM_ADAPTER_D_4H_2_H, "weight")); | ||||
|                     vision_model.mm_glm_tok_boi = get_tensor(string_format(TN_TOK_GLM_BOI, "weight")); | ||||
|                     vision_model.mm_glm_tok_eoi = get_tensor(string_format(TN_TOK_GLM_EOI, "weight")); | ||||
|                 } break; | ||||
|             case PROJECTOR_TYPE_QWEN2VL: | ||||
|             case PROJECTOR_TYPE_QWEN25VL: | ||||
| @@ -2948,6 +2959,7 @@ int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * im | ||||
|  | ||||
|     if (ctx->proj_type == PROJECTOR_TYPE_LDP || ctx->proj_type == PROJECTOR_TYPE_LDPV2 || ctx->proj_type == PROJECTOR_TYPE_GLM_EDGE) { | ||||
|         n_patches /= 4; | ||||
|         n_patches += 2; // for BOI and EOI token embeddings | ||||
|     } else if (ctx->proj_type == PROJECTOR_TYPE_MINICPMV) { | ||||
|         if (ctx->minicpmv_version == 2) { | ||||
|             n_patches = 96; | ||||
|   | ||||
| @@ -189,11 +189,6 @@ int32_t mtmd_tokenize(mtmd_context * ctx, | ||||
|         marker_modified = "<start_of_image>" + ctx->image_marker + "<end_of_image>"; | ||||
|         string_replace_all(prompt_modified, ctx->image_marker, marker_modified); | ||||
|  | ||||
|     } else if (proj_type == PROJECTOR_TYPE_GLM_EDGE) { | ||||
|         // <|begin_of_image|> ... (image embeddings) ... <|end_of_image|> | ||||
|         marker_modified = "<|begin_of_image|>" + ctx->image_marker + "<|end_of_image|>"; | ||||
|         string_replace_all(prompt_modified, ctx->image_marker, marker_modified); | ||||
|  | ||||
|     } else if (proj_type == PROJECTOR_TYPE_IDEFICS3) { | ||||
|         // https://github.com/huggingface/transformers/blob/a42ba80fa520c784c8f11a973ca9034e5f859b79/src/transformers/models/idefics3/processing_idefics3.py#L192-L215 | ||||
|         marker_modified = "<fake_token_around_image><global-img>" + ctx->image_marker + "<fake_token_around_image>"; | ||||
| @@ -213,6 +208,7 @@ int32_t mtmd_tokenize(mtmd_context * ctx, | ||||
|     } | ||||
|  | ||||
|     // llava-1.5, llava-1.6, Yi-VL, Yi-34B, granite: don't need to add prefix and suffix | ||||
|     // for glm-edge, BOI and EOI token's embeddings are not present in the text model | ||||
|  | ||||
|     std::vector<std::string> parts = string_split_str(prompt_modified, ctx->image_marker); | ||||
|     output.clear(); | ||||
|   | ||||
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	 Xuan-Son Nguyen
					Xuan-Son Nguyen