o ki @sRddlmZddlmZddlmZddlmZmZddl m Z GdddZ d S) ) annotations)Path)Any) read_json write_json)now_isoc@seZdZdZd ddZdS) TimelineServicez?Generates a timeline summary from processed evidence artifacts.applicant_baserreturndict[str, Any]cCsNg}t|dD]Q}t|idpi}t|dpd}|dvr#q |jddd}|s1q t|idp8i}|d }|d } |d id g} |dd || | dq t |ddgd} |d} t | d| gd} |r|D]}| d|dd|d dqwn| d| gd| dj d | ddd| S)Nzmeta/manifest.json)defaultstatus>ignoredarchived duplicate extractedz entities.jsondoc_idcategoryentitiesdetected_keywordszDocument processed: )datelabelrsource_keywordsz&No date normalization implemented yet.z7Manual validation required for chronology completeness.) generated_atevents gap_flags generatedz timeline.json)z# Applicant TimelinerzJThis output is workflow support only. It does not determine visa approval.rz ## Eventsz- rz []z- No processed documents found.)rz ## Gap Flagsz(- No date normalization implemented yet.z9- Manual validation required for chronology completeness.z timeline.md zutf-8)encoding)sortedrglobrstrgetlowerparentsexistsappendrrextend write_textjoin)selfr r manifest_pathmanifestr entities_pathpayloadrrkeywords timeline_json generated_dirmd_lineseventr8s