PhillNet_Recall / examples /evidence_paths.py
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"""Executable synthetic demo. No model download, private data or training."""
from phillnet_recall import RecallMemory,prepare_recall_prompt
import json
def main():
now=[100.]
with RecallMemory(clock=lambda:now[0]) as m:
m.remember('Project Willow uses Beacon.',source='operator:service-map',
entity='Project Willow',predicate='uses_service',value='Beacon')
old=m.remember('Beacon is deployed in us-west-2.',source='operator:deployment',
entity='Beacon',predicate='deployment_region',value='us-west-2')
question='Which region hosts the service used by Project Willow?'
first=m.recall(question)
now[0]=200.
m.remember('Beacon is now deployed in eu-west-1.',source='operator:deployment',
entity='Beacon',predicate='deployment_region',value='eu-west-1',
valid_from=150.,replaces=old)
current=m.recall(question);historical=m.recall(question,as_of=125.)
packet=prepare_recall_prompt(m,question,max_input_units=8192)
out={'before':first['answer_values'],'after':current['answer_values'],
'historical':historical['answer_values'],
'old_certificate_valid_now':m.verify_evidence(first['certificate'])['valid'],
'complete_context':packet['memory']['dependency_complete'],
'supporting_records':len(packet['memory']['ids'])}
print(json.dumps(out,indent=2))
return out
if __name__=='__main__':main()