egutierrez 974cc06bc7 feat(ml): panel multi-juez comfyui-judge (estetico + CLIP + LLM-vision) ...

Cuatro funciones impuras + pagina madre del grupo comfyui-judge, el gate
objetivo de calidad de imagen para tests/DoD y el bucle de mejora de skills:

- comfyui_score_aesthetic: estetico LAION-V2 (head MLP sobre CLIP ViT-L/14),
  subproceso al venv ComfyUI (torch+open_clip).
- comfyui_score_clip_alignment: fidelidad prompt-imagen via similitud coseno CLIP.
- comfyui_critique_image_llm: critica LLM-vision (compone ask_llm_vision), JSON
  verdict+score+reasons.
- comfyui_judge_image: agregadora, vota mayoria good/bad; degrada si un juez cae.

QuickGELU (ViT-L-14-quickgelu/openai) obligatorio: sin el, los embeddings se
degradan y el ranking de fidelidad se invierte en silencio.

Validado e2e sobre imagenes reales: golden 3 votos coherentes, asserts relativos
(nitida>ruido, alineado>desalineado), split 2-1 respeta mayoria en ambos sentidos,
degradacion ante 429/model invalido/path invalido sin crash.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

2026-06-24 14:54:32 +02:00

..

tests

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

__init__.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

comfyui_batch_generate.md

feat(ml): auto-commit con 11 cambios

2026-06-24 01:39:30 +02:00

comfyui_batch_generate.py

feat(ml): auto-commit con 11 cambios

2026-06-24 01:39:30 +02:00

comfyui_build_controlnet_workflow.md

docs(ml): fix doc gap controlnet (.pth → _fp16.safetensors) + capability page comfyui completa

2026-06-24 12:09:04 +02:00

comfyui_build_controlnet_workflow.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_build_facedetailer_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_facedetailer_workflow.py

chore: auto-commit (14 archivos)

2026-06-24 02:34:10 +02:00

comfyui_build_flux_workflow.md

feat(ml): comfyui_build_flux_workflow builder txt2img Flux (API format)

2026-06-24 11:55:09 +02:00

comfyui_build_flux_workflow.py

feat(ml): comfyui_build_flux_workflow builder txt2img Flux (API format)

2026-06-24 11:55:09 +02:00

comfyui_build_grid.md

feat(ml): auto-commit con 7 cambios

2026-06-24 02:52:51 +02:00

comfyui_build_grid.py

feat(ml): auto-commit con 7 cambios

2026-06-24 02:52:51 +02:00

comfyui_build_hires_fix_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_hires_fix_workflow.py

chore: auto-commit (14 archivos)

2026-06-24 02:34:10 +02:00

comfyui_build_image_to_3d_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_image_to_3d_workflow.py

chore: auto-commit (14 archivos)

2026-06-24 02:34:10 +02:00

comfyui_build_img2img_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_img2img_workflow.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_build_img2vid_workflow.md

feat(ml): comfyui_build_img2vid_workflow builder img2vid SVD (API format)

2026-06-24 12:02:04 +02:00

comfyui_build_img2vid_workflow.py

feat(ml): comfyui_build_img2vid_workflow builder img2vid SVD (API format)

2026-06-24 12:02:04 +02:00

comfyui_build_inpaint_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_inpaint_workflow.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_build_sdxl_refiner_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_sdxl_refiner_workflow.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_build_skill_workflow.md

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

comfyui_build_skill_workflow.py

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

comfyui_build_textured_3d_multiview_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_textured_3d_multiview_workflow.py

feat(ml): auto-commit con 11 cambios

2026-06-24 01:39:30 +02:00

comfyui_build_txt2img_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_txt2img_workflow.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_build_upscale_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_upscale_workflow.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_build_video_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_video_workflow.py

feat(ml): auto-commit con 11 cambios

2026-06-24 01:39:30 +02:00

comfyui_build_view_3d_workflow.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_build_view_3d_workflow.py

feat(ml): auto-commit con 7 cambios

2026-06-24 01:16:37 +02:00

comfyui_critique_image_llm.md

feat(ml): panel multi-juez comfyui-judge (estetico + CLIP + LLM-vision)

2026-06-24 14:54:32 +02:00

comfyui_critique_image_llm.py

feat(ml): panel multi-juez comfyui-judge (estetico + CLIP + LLM-vision)

2026-06-24 14:54:32 +02:00

comfyui_download_model.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_download_model.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_download_workflow.md

feat(ml): auto-commit con 7 cambios

2026-06-24 01:16:37 +02:00

comfyui_download_workflow.py

feat(ml): auto-commit con 7 cambios

2026-06-24 01:16:37 +02:00

comfyui_fetch_output_image.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_fetch_output_image.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_fetch_output_mesh.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_fetch_output_mesh.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_fetch_output_video_test.py

feat(ml): comfyui_run_foreign_workflow_oneshot + helper fetch_output_video

2026-06-24 12:53:40 +02:00

comfyui_fetch_output_video.md

feat(ml): comfyui_run_foreign_workflow_oneshot + helper fetch_output_video

2026-06-24 12:53:40 +02:00

comfyui_fetch_output_video.py

feat(ml): comfyui_run_foreign_workflow_oneshot + helper fetch_output_video

2026-06-24 12:53:40 +02:00

comfyui_generate_views_from_image.md

feat(ml): auto-commit con 7 cambios

2026-06-24 01:16:37 +02:00

comfyui_generate_views_from_image.py

feat(ml): auto-commit con 7 cambios

2026-06-24 01:16:37 +02:00

comfyui_import_workflow_json.md

chore: auto-commit (5 archivos)

2026-06-24 01:52:46 +02:00

comfyui_import_workflow_json.py

chore: auto-commit (5 archivos)

2026-06-24 01:52:46 +02:00

comfyui_import_workflow_png.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_import_workflow_png.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_inject_hires_fix.md

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

comfyui_inject_hires_fix.py

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

comfyui_inject_lora.md

feat(ml): auto-commit con 26 cambios

2026-06-24 04:02:54 +02:00

comfyui_inject_lora.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_install_3d_model.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_install_3d_model.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_install_custom_node.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_install_custom_node.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_interrupt_queue.md

feat(ml): auto-commit con 11 cambios

2026-06-24 01:39:30 +02:00

comfyui_interrupt_queue.py

feat(ml): auto-commit con 11 cambios

2026-06-24 01:39:30 +02:00

comfyui_judge_image.md

feat(ml): panel multi-juez comfyui-judge (estetico + CLIP + LLM-vision)

2026-06-24 14:54:32 +02:00

comfyui_judge_image.py

feat(ml): panel multi-juez comfyui-judge (estetico + CLIP + LLM-vision)

2026-06-24 14:54:32 +02:00

comfyui_list_installed_models.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_list_installed_models.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_list_skills.md

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

comfyui_list_skills.py

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

comfyui_load_skill.md

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

comfyui_load_skill.py

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

comfyui_make_watertight.md

feat(ml): auto-commit con 7 cambios

2026-06-24 02:05:43 +02:00

comfyui_make_watertight.py

feat(ml): auto-commit con 7 cambios

2026-06-24 02:05:43 +02:00

comfyui_object_info.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_object_info.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_queue_manage.md

feat(ml): auto-commit con 7 cambios

2026-06-24 02:52:51 +02:00

comfyui_queue_manage.py

feat(ml): auto-commit con 7 cambios

2026-06-24 02:52:51 +02:00

comfyui_read_png_metadata.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_read_png_metadata.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_resolve_workflow_deps.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_resolve_workflow_deps.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_save_skill.md

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

comfyui_save_skill.py

feat(ml): núcleo subsistema comfyui-skill + ask_llm_vision

2026-06-24 14:35:46 +02:00

comfyui_score_aesthetic.md

feat(ml): panel multi-juez comfyui-judge (estetico + CLIP + LLM-vision)

2026-06-24 14:54:32 +02:00

comfyui_score_aesthetic.py

feat(ml): panel multi-juez comfyui-judge (estetico + CLIP + LLM-vision)

2026-06-24 14:54:32 +02:00

comfyui_score_clip_alignment.md

feat(ml): panel multi-juez comfyui-judge (estetico + CLIP + LLM-vision)

2026-06-24 14:54:32 +02:00

comfyui_score_clip_alignment.py

feat(ml): panel multi-juez comfyui-judge (estetico + CLIP + LLM-vision)

2026-06-24 14:54:32 +02:00

comfyui_search_civitai_models.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_search_civitai_models.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_simplify_mesh.md

feat(ml): auto-commit con 7 cambios

2026-06-24 02:05:43 +02:00

comfyui_simplify_mesh.py

feat(ml): auto-commit con 7 cambios

2026-06-24 02:05:43 +02:00

comfyui_stream_progress.md

feat(ml): auto-commit con 7 cambios

2026-06-24 02:52:51 +02:00

comfyui_stream_progress.py

feat(ml): auto-commit con 7 cambios

2026-06-24 02:52:51 +02:00

comfyui_submit_workflow.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_submit_workflow.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_validate_workflow.md

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_validate_workflow.py

chore: auto-commit (61 archivos)

2026-06-24 00:30:30 +02:00

comfyui_wait_result.md

fix(ml): comfyui_wait_result no sale prematuro en jobs de video/3D

2026-06-24 12:39:58 +02:00

comfyui_wait_result.py

fix(ml): comfyui_wait_result no sale prematuro en jobs de video/3D

2026-06-24 12:39:58 +02:00

cuda_available.md

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

cuda_available.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

diffusers_generate.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

diffusers_generate.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

diffusers_load_lora.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

diffusers_load_lora.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

diffusers_load_pipeline.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

diffusers_load_pipeline.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

diffusers_set_scheduler.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

diffusers_set_scheduler.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

diffusers_unload.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

diffusers_unload.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

genconfig_load_json.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

genconfig_load_json.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

genconfig_save_json.md

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

genconfig_save_json.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

genconfig_to_diffusers_kwargs.md

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

genconfig_to_diffusers_kwargs.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

genconfig_to_sdcpp_args.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

genconfig_to_sdcpp_args.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

generation_config.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

gpu_info.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

gpu_info.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

hf_snapshot_download.md

chore: auto-commit (129 archivos)

2026-06-01 22:23:12 +02:00

hf_snapshot_download.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

image_compare_side_by_side.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

image_compare_side_by_side.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

image_gen_result.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

image_generator.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

image_grid.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

image_grid.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

image_save_png.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

image_save_png.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

lora_ref.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

model_ref.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

safetensors_inspect.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

safetensors_inspect.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

sampler_name.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

sdcpp_python_generate.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

sdcpp_python_generate.py

feat(ml): auto-commit con 14 cambios

2026-05-13 01:22:02 +02:00

sdcpp_python_load.md

feat(ml): auto-commit con 14 cambios

2026-05-13 01:22:02 +02:00

sdcpp_python_load.py

feat(ml): auto-commit con 14 cambios

2026-05-13 01:22:02 +02:00

torch_device_select.md

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

torch_device_select.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00

vram_budget.md

chore: auto-commit (799 archivos)

2026-05-14 00:28:20 +02:00

vram_budget.py

chore: auto-commit (95 archivos)

2026-05-13 00:50:34 +02:00