feat: add LTX-2.5 support (#1893)

Co-authored-by: leejet <leejet714@gmail.com>

src/name_conversion.cpp

@@ -149,6 +149,7 @@ std::string convert_cond_stage_model_name(std::string name, std::string prefix)
         {"ffn_up.", "mlp.up_proj."},
         {"ffn_post_norm.", "post_ffw_norm."},
         {"ffn_norm.", "post_attention_layernorm."},
+        {"layer_output_scale.weight", "layer_scalar"},
         {"output_norm.", "model.norm."},
     };
 
@@ -1459,6 +1460,7 @@ std::string convert_tensor_name(std::string name, SDVersion version) {
         {"unet.", "model.diffusion_model."},
         {"transformer.", "model.diffusion_model."},  // dit
         {"vae.", "first_stage_model."},
+        {"text_encoders.llm.text_embedding_projection.", "text_embedding_projection."},
         {"text_encoder.", "cond_stage_model.transformer."},
         {"te.", "cond_stage_model.transformer."},
         {"text_encoder.2.", "cond_stage_model.1.transformer."},