fix(graph): improve property graph JSON parsing robustness for LLM outputs#332
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fix(graph): improve property graph JSON parsing robustness for LLM outputs#332linmengmeng-1314 wants to merge 1 commit into
linmengmeng-1314 wants to merge 1 commit into
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…tputs
Different LLMs return graph extraction results in varying formats:
- Some wrap JSON in markdown code blocks (```json ... ```)
- Some return a flat array of vertices/edges instead of a structured object
This causes json.JSONDecodeError when the greedy regex ({.*}) captures
invalid content from markdown-wrapped or array-formatted responses.
Changes:
- Strip markdown code blocks before JSON extraction
- Support both object ({...}) and array ([...]) JSON formats
- Auto-convert flat arrays to {"vertices": [...], "edges": [...]} format
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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Summary
_extract_and_filter_labelto handle varying LLM output formats{"vertices":[...], "edges":[...]}(object) and flat array formatsProblem
When using reasoning models (e.g., DeepSeek V4) for graph extraction, the LLM may return:
\``json ... ```), which breaks the greedy regex({.*})`[vertex, edge, ...]instead of the expected object{"vertices": [...], "edges": [...]}Both cases cause
json.JSONDecodeErrorand result in empty extraction output even though the LLM correctly identified entities and relationships.Solution
\``json/````) before regex matching{...}) and arrays ([...])typefield intoverticesandedgesTest plan
🤖 Generated with Claude Code