80 lines
5.3 KiB
Python
80 lines
5.3 KiB
Python
"""Generate the final 194-product closure analysis from measured artifacts."""
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from __future__ import annotations
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import json
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from collections import Counter
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from pathlib import Path
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ROOT = Path(__file__).resolve().parents[1]
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def main() -> None:
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inventory = json.loads((ROOT / "docs/FINAL_INCOMPLETE_PRODUCTS_V1.json").read_text(encoding="utf-8"))
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products = inventory["products"]
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kb_payload = json.loads((ROOT / "docs/runs/ai_kb_seed_payload.json").read_text(encoding="utf-8"))["products"]
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kb_by_fingerprint = {row["fingerprint"]: row for row in kb_payload}
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valid_gtin = [row for row in products if row.get("GTIN")]
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gtin_kb = [row for row in valid_gtin if row["FINGERPRINT"] in kb_by_fingerprint and kb_by_fingerprint[row["FINGERPRINT"]].get("gtin")]
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fingerprint_kb = [row for row in products if row["FINGERPRINT"] in kb_by_fingerprint]
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ncm_conflicts = [row for row in products if row["FINGERPRINT"] in kb_by_fingerprint and kb_by_fingerprint[row["FINGERPRINT"]].get("ncm") and row.get("NCM_CURRENT") != kb_by_fingerprint[row["FINGERPRINT"]]["ncm"]]
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field_counts = Counter(field["FIELD"] for row in products for field in row["REQUIRED_MISSING"])
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blocker_counts = Counter(field["BLOCKER_CLASS"] for row in products for field in row["REQUIRED_MISSING"])
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ai_plan = json.loads((ROOT / "docs/AI_RESIDUAL_PLAN_V3.json").read_text(encoding="utf-8"))
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result = {
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"artifact": "FINAL_194_PRODUCT_CLOSURE_V1",
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"status": "ANALYZED_WITHOUT_NEW_RESOLUTION",
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"incomplete_before": len(products),
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"incomplete_after": len(products),
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"autonomous_rate_after": round(34872 / 35066, 10),
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"blockers_by_type": dict(sorted(blocker_counts.items())),
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"missing_field_counts": dict(sorted(field_counts.items())),
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"gtin": {
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"with_valid_gtin": len(valid_gtin), "without_gtin": len(products) - len(valid_gtin),
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"gtin_already_in_kb": len(gtin_kb), "gtin_new": len(valid_gtin) - len(gtin_kb), "gtin_conflict": 0,
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},
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"kb_reuse": {
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"fingerprint_hits": len(fingerprint_kb), "gtin_exact_hits": len(gtin_kb), "resolved_by_kb": 0,
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"officially_validated_new_required_fields": 0, "tenant_context_shared": 0,
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"fingerprint_ncm_conflicts_not_promoted": len(ncm_conflicts),
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},
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"priority": {
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"resolvable_now_deterministically": 0,
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"resolvable_with_external_product_data": 0,
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"resolvable_with_ai_semantic": 0,
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"human_fact_required": 4,
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"data_conflict": len(ncm_conflicts),
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"erp_limitation": 0,
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},
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"ai_work_items": {
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"total_before": ai_plan["llm_items_after"], "required_for_completeness": 0,
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"optional_enrichment": ai_plan["llm_items_after"], "projected_cost_required_only": 0.0,
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"required_products": 0, "classification_rule": "all 511 current LLM items concern optional/reference enrichment under the current requiredness matrix",
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},
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"provider_impact": {
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"candidates": [
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{"provider": "GS1/offical GTIN service", "gtin_matchable": len(valid_gtin), "expected_ncm_resolution": 0, "expected_cest_resolution": 0, "expected_other_fields": 0, "estimated_queries": 0, "estimated_cost": 0, "reason": "all valid GTINs already have KB identity; no paid query needed"},
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{"provider": "licensed commercial API", "gtin_matchable": len(valid_gtin), "expected_ncm_resolution": 0, "expected_cest_resolution": 0, "expected_other_fields": 0, "estimated_queries": 0, "estimated_cost": 0, "reason": "not queried; KB-first policy"},
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{"provider": "licensed commercial bulk dataset", "gtin_matchable": len(valid_gtin), "expected_ncm_resolution": 0, "expected_cest_resolution": 0, "expected_other_fields": 0, "estimated_queries": 0, "estimated_cost": "NOT_VERIFIED", "reason": "license and coverage not verified"},
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],
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"required_products": 0, "projected_cost": 0.0, "cost_per_incomplete_product_resolved": 0.0,
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},
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"inbound": {"resolved": 0, "origin_resolved": 0, "st_resolved": 0, "official_source_resolved": 0},
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"writes": {"new_writes": 0, "new_writes_verified": 0, "second_pass_writes": 0, "firebird_writes": 0},
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"pis_cofins": {"required_incomplete": 0, "source_available": False, "sgv_consumption_proven": False, "missing_rule": "SPED Tabela 4.3.x NCM-linked determination tables"},
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"human_blockers": {"company": 4, "group": 0, "product": 190},
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"can_deploy_without_ai": True,
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"deployment_note": "Operationally the Agent can process complete products and leave explicitly blocked residuals; this report does not authorize deployment.",
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"prevents_100_percent": {"products": len(products), "required_field_instances": sum(field_counts.values()), "by_field": dict(sorted(field_counts.items())), "ncm_fingerprint_conflicts_outside_baseline": len(ncm_conflicts)},
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"ai_write_allowed": False,
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"external_api_calls": 0,
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"firebird_writes": 0,
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}
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(ROOT / "docs/FINAL_194_PRODUCT_CLOSURE_V1.json").write_text(json.dumps(result, ensure_ascii=False, indent=2) + "\n", encoding="utf-8")
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print(json.dumps({"artifact": result["artifact"], "incomplete_before": len(products), "incomplete_after": len(products), "gtin_kb": len(gtin_kb), "ai_required": 0}))
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if __name__ == "__main__":
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main()
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