Commit Graph

8 Commits

Author SHA1 Message Date
Will Miao
d0e8938039 fix(agent): call _format_base_models via self. to prevent NameError
The bare call  inside _build_prompt_context
would raise NameError because class methods don't close over class-level
scope. Use  instead to trigger attribute lookup.

Update enrich_hf_metadata prompt.md clue locations for better LLM accuracy.
Update baseline report to v2 (mean 69.0, 46 models, +2.2pp vs baseline 71.1%).
Consolidate README snapshots into baselines/readmes/.
2026-07-06 00:10:30 +08:00
Will Miao
13ed898b6b chore(tests): add base_model ground truth mapping for all 46 test entries 2026-07-05 20:47:30 +08:00
Will Miao
e1dfd1c2a6 chore(tests): add two test entries and their HF README snapshots 2026-07-05 20:45:01 +08:00
Will Miao
51c0135250 refactor(agent): rename agent_cli to metadata_ops, strip temp debug logs
- Rename py/agent_cli/ -> py/metadata_ops/ (module was never agent-related)
- Rename tests/agent_cli/ -> tests/metadata_ops/
- Remove 9 low-value/debug INFO log points across agent_handlers.py,
  agent_service.py, llm_service.py, and metadata_ops/__init__.py
- Keep LLM raw response at DEBUG level for diagnostics
- Consolidate per-model progress + LLM result into single concise
  log line with basename instead of full path
- Update package/class/method docstrings to clarify this is a
  pipeline infrastructure, not a true agent loop
2026-07-05 18:00:58 +08:00
Will Miao
5494a70f40 chore(tests): commit validation dataset and baseline reports into repo
Move the HF model list from ~/Documents/ into tests/enrich_hf_validation/test_data/
and commit the pipeline validation baseline artifacts (report.json,
preprocessing_audit.json, README snapshots) into baselines/.

Update config.py and run_validation.py defaults to use repo-relative paths
via os.path.dirname(__file__) instead of ~/Documents/ hardcode.

Originates from changes in 8fb00998 (validation pipeline audit).
2026-07-05 17:03:45 +08:00
Will Miao
8fb00998a7 feat(agent): fix extract_relevant_section false positives, add validation pipeline audit
- extract_relevant_section: raise token threshold >3, verify anchor
  sections contain basename, require 2+ heading token overlaps, skip
  TOC-style headings (markdown links), verify heading section size
- metadata_constructor: parse repo_id,model_name.safetensors format
  so model_path basename matches real filename
- config: replace hardcoded SUPPORTED_BASE_MODELS with dynamic
  init_supported_base_models() using production list_base_models()
- preprocessing_auditor: new Phase 1.5 audit module — fetches each
  README, runs extract_relevant_section + clean_readme_for_llm,
  records stats and flags, saves raw READMEs for cross-reference
- run_validation: integrate audit phase, add --audit-only mode,
  add LLM config consistency check, add ComfyUI root to sys.path
- report_generator: add Preprocessing Audit and Config Warnings
  sections to both markdown and JSON reports
2026-07-05 11:18:48 +08:00
Will Miao
dd3aa97d0a refactor(agent): rename md_to_html to readme_processor, fix section extraction, widget parsing, and list_base_models
- Rename md_to_html.py → readme_processor.py (file no longer just HTML conversion)
- _extract_section: include YAML frontmatter, use heading-level-aware forward
  walk (sub-headings under # are included), increase walk limit past 30 lines
- _is_heading: exclude </hN> closing tags from boundary detection
- _heading_level: new helper for heading-level-aware section matching
- css: yield 0 for heading like closing tags, was unexpectedly caught by _is_heading
- extract_gallery_images: fix YAML block scalar (text: >-) prompt extraction;
  use endswith instead of == to detect the block marker
- _strip_widget_section: add to clean_readme_for_llm (widget text is handled
  by post-processor, not needed in LLM prompt)
- _strip_standalone_images: keep markdown image URLs intact for LLM preview
  extraction (was stripping to alt text only)
- list_base_models: switch from scanner-cache aggregation to
  CivitaiBaseModelService.get_base_models() - always returns full list
- Ollama: add num_ctx=32768 to payload options so thinking models have room
  to both reason and produce output
- Add tests/agent_cli/test_readme_processor.py: 59 tests covering extraction,
  cleaning, section matching, heading detection
- Update existing tests for behavioral changes
2026-07-05 06:39:54 +08:00
Will Miao
170c8068c5 feat(agent): enrich_hf_metadata — filename-aware section matching, preview extraction for markdown/HTML/widget, JSON salvage, instance_prompt fallback, and validation suite
- extract_relevant_section(): trim README to model-filename-matching section
  for collection repos (download link, anchor ID, heading strategies)
- _strip_standalone_images(): preserve markdown image URLs so LLM can
  extract preview_url; strip only HTML <img> tags
- extract_simple_markdown_images(): extract civitai.images from ![]() body
- extract_html_img_tags(): extract from <img src="..."> (deadman44-style)
- extract_gallery_images(): fix widget parser for YAML - output: dash prefix
- _is_heading: exclude </hN> closing tags from boundary detection
- _extract_section: start at matching heading when match IS a heading line
- _try_salvage_json(): recover truncated JSON (close braces/brackets in
  LIFO order, close unterminated strings, strip trailing commas)
- PostProcessor: store _llm_confidence, add instance_prompt YAML fallback
- agent_service: pass model_basename to prompt, trim README via
  extract_relevant_section before clean_readme_for_llm
- Add tests/enrich_hf_validation/ suite: 100-model pipeline with progress
  checkpoint/resume, per-field scoring, markdown+JSON reporting
- Fix evaluation_engine: read _llm_confidence (not _llm_response)
2026-07-04 12:00:15 +08:00