dp-zp-agent/tools/knowledge/academic.py
2026-11-07 15:08:05 +01:00

304 lines
20 KiB
Python

"""Source-bound academic roles, meeting records and explicit completion events.
Neither authorship nor an academic heading proves supervision or graduation.
This path needs no generative model: every delivered statement cites literal
evidence from the same profile and work. Unknown is never treated as ongoing.
"""
from __future__ import annotations
from collections import defaultdict
from datetime import date
import re
from tools.answer_evaluation.context_policy import normalized
from tools.knowledge.sources import advisor_name
from tools.retrieval.person_names import resolve_person_names
from tools.retrieval.work_selector import parse_work_selector
def academic_intent(question):
text = normalized(question)
completion = re.search(r'\b(?:ukonc\w*|skoncil\w*|dokonc\w*|obhaj\w*|neobhaj\w*|absolvov\w*|'
r'prerusil\w*|studuje|studium|stale prebieha)\b', text)
subtask = re.search(r'\b(?:uloh\w*|experiment\w*|implement\w*|trenovan\w*)\b',text)
academic_object = re.search(r'\b(?:obhaj\w*|studium|studia|studuje|ukoncenie prace)\b',text)
if completion and (not subtask or academic_object):
return 'completion'
if re.search(r'\b(?:stretnut\w*|konzultaci\w*)\b', text) and re.search(
r'\b(?:naposledy|posledn\w*|najnov\w*|kedy|o com)\b', text):
return 'meeting'
if re.search(r'\bkto\b.*\b(?:vedie|viedol|viedla)\b',text):
return 'advisors'
if re.search(r'\b(?:veduc\w*|skolitel\w*|konzultant\w*)\b', text):
return 'advisors'
return None
def completion_event(unit):
"""Recognize narrow, explicit outcomes, never completed subtasks or plans."""
text = normalized(unit['text'])
if unit.get('phase') in {'assignment','planned'} or unit.get('completion_basis') == 'checked_task':
return None
if re.search(r'\b(?:planuj\w*|plan |ciel\w*|mal by|ma byt|bude|budu|treba|chce|chcel|'
r'nepotvrd\w*|nie je potvrden\w*|nie je dolozen\w*|zatial neukoncil\w*)\b',text):
return None
# Avoid interpreting a nested quote about somebody else as this student's outcome.
if re.search(r'\b(?:iny student|inych studentov|kolega|kolegy\w*)\b',text):
return None
study = bool(re.search(r'\b(?:studium|studia|studuje|absolvov\w*)\b',text))
work = bool(re.search(r'\b(?:prac\w*|projekt\w*|obhaj\w*|neobhaj\w*)\b',text))
if study and work:
return None # Two different event scopes in one sentence need separate evidence.
status = None
if re.search(r'\b(?:ukoncil\w*|skoncil\w*) predcasne\b|\bprerusil\w* studium\b',text):
status = 'interrupted' if 'prerusil' in text else 'premature'
elif re.search(r'\bneobhajil\w*\b|\bneuspesne (?:ukoncil\w*|obhajil\w*)\b',text):
status = 'unsuccessful'
elif re.search(r'\b(?:uspesne (?:ukoncil\w*|obhajil\w*|absolvoval\w*)|obhajil\w*|absolvoval\w*)\b',text):
if not re.search(r'\b(?:neobhajil\w*|nie|neuspesne)\b',text):
status = 'successful'
elif re.search(r'\b(?:dokonc(?:il|ila|ene|ena)\w*|ukoncil\w*|odovzdal\w*)\b',text) and (study or work):
status = 'submitted' if 'odovzdal' in text else 'completed_unspecified'
elif study and re.search(r'\b(?:stale studuje|studium pokracuje|studium prebieha)\b',text):
status = 'ongoing'
elif work and re.search(r'\b(?:praca|projekt) (?:stale )?(?:prebieha|pokracuje)\b',text):
status = 'ongoing'
if not status or not (study or work or status in {'premature','interrupted'}):
return None
# A model, database, experiment or text being finished isn't a defended thesis.
if re.search(r'\b(?:text prace|pisanie prace|minimov\w*|pracu na|ukoncil\w* trenovan\w*|dokonc\w* implement\w*)\b',text):
return None
scope = 'studies' if study else 'work' if work else 'unspecified'
if scope == 'work':
from tools.answer_evaluation.rag_evidence import academic_scope
mentioned=academic_scope(unit['text'])
if mentioned and unit.get('work_type') and mentioned[0]!=unit['work_type']:
return None
# A dated note is NOT automatically the date the event happened.
years = set(re.findall(r'\b(?:v roku|roku|dna|v)\s+([12]\d{3})\b',text))
years.update(re.findall(r'\b\d{1,2}\.\s*\d{1,2}\.\s*([12]\d{3})\b',unit['text']))
event_year = int(next(iter(years))) if len(years)==1 else None
event_date=None
dates=re.findall(r'\b(\d{1,2})\.\s*(\d{1,2})\.\s*([12]\d{3})\b',unit['text'])
if len(dates)==1:
try:event_date=date(int(dates[0][2]),int(dates[0][1]),int(dates[0][0])).isoformat()
except ValueError:return None
return {'status':status,'scope':scope,'event_year':event_year,'event_date':event_date}
def answer_academic(question, index, *, engine, limit=5, units=None, mode=None):
mode = mode or academic_intent(question)
rows = units if units is not None else index['units']
catalog = [{'name':name,'kind':'Person','source_document':path}
for name,path in sorted({(r['person'],r['source_path']) for r in rows})]
role_names = {normalized(name):name for r in rows for role in ('supervisor','consultant')
if (name:=advisor_name(r,role))}
known = {normalized(p['name']) for p in catalog}
catalog += [{'name':name,'kind':'Person'} for key,name in role_names.items() if key not in known]
resolution = resolve_person_names(question,catalog)
base = {'engine':engine,'index_version':index['index_version'],'knowledge_version':index['version'],
'accepted_for_delivery':True,'claims':[],'complete':False,'truncated':False,
'truncation_reasons':[],'name_resolution':resolution}
def respond(text, evidence=(), *, status='ok', reason=None, truncated=False):
unique = list({r['id']:r for r in evidence}.values())
urls = list(dict.fromkeys(r['source_url'] for r in unique))
text = '\n\n'.join([*resolution.get('notices',[]),text])
if urls:text += '\n\nZdroje: '+', '.join(urls)
return {**base,'status':status,'reason':reason,'answer':text,'source_urls':urls,
'truncated':truncated,'truncation_reasons':['academic_result_limit'] if truncated else [],
'evidence':unique,'answer_coverage':{
'scope':'list' if mode=='advisors' else 'overview',
'status':'not_found' if status=='no_answer' else 'unavailable' if status=='error' else
'partial' if reason or truncated else 'supported',
'warnings':[],'limitations':[reason] if reason else []}}
if resolution['status']!='ok':
return respond(resolution['message'],status=resolution['status'],reason=resolution['reason'])
if index.get('academic_schema')!=1:
return respond('Index rolí, stretnutí a ukončení ešte nie je pripravený pre túto verziu dát. '
'Je potrebná obnova obsahového indexu.',status='error',reason='content_index_unavailable')
resolved=resolution.get('resolved_query',question)
text=normalized(resolved)
selection=parse_work_selector(resolved)
from tools.retrieval.question_constraints import unsupported_constraint,constraint_message
unsupported=unsupported_constraint(resolved)
if unsupported not in {None,'work_event_date','year_range'}:
return respond(constraint_message(unsupported),status='ambiguous',reason='unsupported_constraint')
if re.search(r'\b(?:tag\w*|klucov\w* slov\w*|autor dokumentu|semest\w*)\b',text):
return respond('Túto kombinovanú podmienku neviem spoľahlivo overiť. Uveď osobu, konkrétnu prácu '
'a požadovanú rolu, stretnutie alebo ukončenie.',status='ambiguous',reason='unsupported_academic_join')
matches=resolution.get('matches',[])
staff={normalized(m['name']) for m in matches if normalized(m['name']) in role_names}
students=[m for m in matches if m.get('source_document')]
# A known mentor can also have a student profile: only treat it as mentor
# when the question explicitly filters by leadership/consultation.
role_filter=bool(staff and re.search(r'\b(?:pod vedenim|vedie|viedol|veden\w*|veduc\w*|skolitel\w*|konzultant\w*)\b',text))
if role_filter:students=[m for m in students if normalized(m['name']) not in staff]
global_question=bool(re.search(r'\b(?:kto|ktori|ktore)\b',text) and mode=='completion')
if not students and not role_filter and not global_question:
return respond('Uveď celé meno študenta alebo meno vedúceho, podľa ktorého mám práce vybrať.',
status='ambiguous',reason='missing_subject')
if len(staff)>1 and role_filter:
return respond('Uveď jedného vedúceho alebo konzultanta pre tento výber prác.',
status='ambiguous',reason='ambiguous_advisor_filter')
from tools.answer_evaluation.rag_evidence import requested_types
types=requested_types(resolved,[m['name'] for m in students])
global_types=set(types.values())
if not students:
from tools.answer_evaluation.rag_evidence import work_type
kind=work_type(resolved)
if kind:global_types={kind}
# Completion-year filters apply to the EVENT, not the work heading.
from tools.knowledge.query import _period
try:period=_period(resolved)
except ValueError:
return respond('Uveď platný rok alebo interval dátumov.',status='ambiguous',reason='invalid_period')
work_year_match=re.search(r'\b(?:diplomov\w*|bakalarsk\w*|timov\w*)\s+(?:prac\w*|projekt\w*)'
r'(?:\s+\d{1,2})?\s+(?:z\s+roku\s+)?([12]\d{3})\b',text)
work_year=int(work_year_match[1]) if work_year_match else None
if mode=='completion' and period and work_year:
return respond('Máš na mysli rok evidovaný pri práci, alebo rok jej skutočného ukončenia? '
'Uveď výslovne požadovaný dátum ukončenia; tieto roky nemusia byť rovnaké.',
status='ambiguous',reason='completion_year_scope')
selected_paths={m['source_document'] for m in students}
groups=defaultdict(list)
for r in rows:
if selected_paths and r['source_path'] not in selected_paths:continue
if selection.specific and not selection.matches(r.get('work_label') or ''):continue
kind=types.get(r['person'])
if kind and r.get('work_type')!=kind:continue
if not students and global_types and r.get('work_type') not in global_types:continue
if mode=='advisors' and period and not (r.get('work_year') and
int(period[0][:4])<=r['work_year']<=int(period[1][:4])):continue
if mode=='meeting' and work_year and r.get('work_year')!=work_year:continue
groups[(r['source_path'],r.get('work_label'))].append(r)
requested_role='consultant' if re.search(r'\bkonzultant\w*\b',text) and not re.search(r'\bveduc\w*|\bveden\w*',text) else 'supervisor'
if role_filter:
groups={key:part for key,part in groups.items() if key[1] and any(
normalized(advisor_name(r,requested_role) or '') in staff for r in part)}
evidence=[];lines=[];omitted=False
status_labels={'successful':'úspešné ukončenie / obhajoba','unsuccessful':'neúspešné ukončenie / obhajoba',
'premature':'predčasné ukončenie','interrupted':'prerušenie štúdia',
'completed_unspecified':'ukončenie bez doloženého výsledku obhajoby',
'submitted':'odovzdanie; úspešná obhajoba nepotvrdená','ongoing':'výslovne zaznamenané pokračovanie'}
study_question=bool(re.search(r'\bstudium\b|\bstudia\b|\bstuduje\b',text))
wants_success=bool(re.search(r'\buspesn\w*\b',text))
wants_failure=bool(re.search(r'\bneuspesn\w*\b|\bneobhaj\w*\b',text))
if wants_success and wants_failure:wants_success=wants_failure=False
outcomes=defaultdict(list)
conflicts=set()
if mode=='completion':
for key,part in groups.items():
all_events=[(r,event) for r in part if (event:=completion_event(r))]
# Unresolved contradictory outcomes of the same work must not
# produce an unqualified success list. A later dated re-defense
# can be queried explicitly by date instead.
statuses={event['status'] for r,event in all_events if event['scope']=='work'}
if {'successful','unsuccessful'}<=statuses and any(not event['event_date'] for r,event in all_events):
conflicts.add(key)
continue
for r,event in all_events:
if study_question and event['scope']!='studies':continue
if not study_question and key[1] and event['scope']=='studies':continue
if role_filter and event['scope']!='work':continue
if wants_success and event['status']!='successful':continue
if wants_failure and event['status']!='unsuccessful':continue
if period:
if event['event_date']:
if not period[0]<=event['event_date']<=period[1]:continue
elif not (period[0].endswith('-01-01') and period[1].endswith('-12-31') and
event['event_year'] and int(period[0][:4])<=event['event_year']<=int(period[1][:4])):continue
outcomes[key].append((r,event))
# Unscoped introductory metadata must not become a fictional extra work.
keys=sorted((key for key,part in groups.items() if key[1] or any(
completion_event(r) or advisor_name(r,'supervisor') or advisor_name(r,'consultant') or r['kind']=='meeting'
for r in part)),key=lambda k:(groups[k][0]['person'],k[0],k[1] or ''))
if mode=='completion' and (role_filter or not students):keys=[k for k in keys if outcomes[k] or k in conflicts]
if mode=='meeting':
by_person=defaultdict(list)
for key in keys:by_person[key[0]].extend(groups[key])
for path,part in by_person.items():
markers=[r for r in part if r['kind']=='meeting' and (not period or work_year or
r.get('date') and period[0]<=r['date']<=period[1])]
dated=[r for r in markers if r.get('date')]
if not markers:
lines.append(f'**{part[0]["person"]}**: v tomto výbere nie je doložený záznam stretnutia.');continue
latest=max((r['date'] for r in dated),default=None)
chosen=[r for r in markers if r.get('date')==latest] if latest else markers
for marker in chosen[:limit]:
lines.append(f'**{marker["person"]} — {marker.get("work_label") or "profil"}**\n'
f'Posledný záznam s úplným dátumom: {latest}.' if latest else
f'**{marker["person"]}** — záznam: {marker["date_label"]}; rok nie je uvedený.')
evidence.append(marker)
notes=[r for r in part if r.get('meeting_id')==marker['meeting_id'] and
r['kind'] not in {'meeting','work_record','reference','supervisor','consultant'}]
from tools.answer_evaluation.content_selection import unit_score
notes=[r for r in notes if not r['text'].rstrip().endswith(':')]
notes.sort(key=lambda r:(-unit_score(r['text'],'progress' if r['phase'] in
{'result','progress'} else 'task'),r['phase']!='result',r['line']))
actual=[r for r in notes if r['phase'] in {'result','progress'}]
planned=[r for r in notes if r['phase']=='planned']
selected=actual[:4]+planned[:4]
selected.extend(r for r in notes if r not in selected)
notes=selected
for note in notes[:8]:
phase={'result':'Zaznamenaný výsledok','progress':'Priebežný stav','planned':'Plán','assignment':'Zadanie'}.get(note['phase'],'Záznam')
quote=re.sub(r'^\s*(?:[-*+]|\d+[.)])\s+','',note['text'])
lines.append(f'- {phase}: {quote}');evidence.append(note)
if not notes:lines.append('Obsah tohto stretnutia nie je v profile uvedený.')
if len(notes)>8:omitted=True
if len(chosen)>limit:omitted=True
partial=[r for r in part if r['kind']=='meeting' and not r.get('date')]
if partial:
lines.append('Profil obsahuje aj záznamy bez úplného dátumu; nemožno spoľahlivo určiť, '
'či sú novšie. Rok nedopĺňam z roku práce.')
evidence.extend(partial)
else:
for key in keys[:limit]:
part=groups[key];person=part[0]['person'];label=key[1] or 'profil (bez priradenia ku konkrétnej práci)'
lines.append(f'**{person} — {label}**')
header=next((r for r in part if r['kind']=='work_record'),None)
if header:evidence.append(header)
title=next((r for r in part if r['kind']=='topic' and not r['text'].rstrip().endswith(':')),None)
if title:lines.append('Názov / téma zo zdroja: '+title['text']);evidence.append(title)
if mode=='advisors' or role_filter:
for role,name_label in [('supervisor','Vedúci práce'),('consultant','Konzultant')]:
roles=[r for r in part if advisor_name(r,role)]
names=list(dict.fromkeys(advisor_name(r,role) for r in roles))
lines.append(name_label+': '+(', '.join(names) if names else 'v dostupných podkladoch nie je uvedený')+'.')
evidence.extend(roles)
if mode=='advisors':
lines.append('Autor dokumentu nie je automaticky vedúci ani konzultant práce.')
if mode=='completion':
if key in conflicts:
lines.append('Zdroj obsahuje rozporné záznamy o výsledku tejto práce; bez doloženého poradia '
'obhajob nemožno potvrdiť úspešné ukončenie.')
evidence.extend(r for r in part if completion_event(r))
continue
found=outcomes[key]
for r,event in found:
scope={'studies':'štúdium','work':'práca','unspecified':'rozsah ukončenia nie je výslovne uvedený'}[event['scope']]
lines.append(f'- {status_labels[event["status"]]} ({scope}): „{r["text"]}“')
lines.append('Rok udalosti: '+str(event['event_year'])+'.' if event['event_year'] else
'Dátum ukončenia nie je doložený; rok práce ho nenahrádza.')
evidence.append(r)
if not found:
lines.append('Úspešné ani neúspešné ukončenie tejto práce' + (' či celého štúdia' if study_question else '')+
' nie je v dostupných podkladoch doložené. Nemožno z toho usúdiť, že stále prebieha.')
notes=[r for r in part if completion_event(r)]
for note in notes:
lines.append('Doplňujúci záznam s odlišným alebo neurčeným rozsahom: „'+note['text']+'“.');evidence.append(note)
omitted=len(keys)>limit
if not lines:
return respond('V dostupných profiloch nie je doložená práca, ktorá by súčasne spĺňala všetky podmienky '
'otázky. Vedúci, konkrétna práca, výsledok ukončenia a rok udalosti musia byť doložené '
'pri tom istom zázname. Rok práce, autor dokumentu ani odovzdanie textu nepotvrdzujú '
'úspešnú obhajobu. To neznamená, že takí študenti neexistujú.',
status='no_answer',reason='academic_conditions_not_documented')
if omitted:lines.append('Zobrazený je obmedzený výber. Zúž otázku na študenta, konkrétnu prácu alebo obdobie, prípadne zvýš limit.')
unknown=mode=='completion' and not any(outcomes.values())
return respond('\n\n'.join(lines),evidence,status='no_answer' if unknown else 'ok',
reason='conflicting_completion_evidence' if conflicts else 'completion_not_documented' if unknown else None,
truncated=omitted)