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Running on Zero
| import json | |
| from collections import Counter | |
| def _first_index_for_failure_class(failure_class: str) -> int: | |
| from scripts.generate_finetune_data import V14_NAVIGATOR_COUNTS | |
| from scripts.generate_finetune_data import _failure_class_for_index | |
| for index in range(sum(V14_NAVIGATOR_COUNTS.values())): | |
| if _failure_class_for_index(index, dataset_version="figment_sft_v14_delta") == failure_class: | |
| return index | |
| raise AssertionError(f"missing v14 failure class: {failure_class}") | |
| def _accepted_v14_row(failure_class: str): | |
| from figment.retrieval import load_protocol_cards | |
| from scripts.generate_finetune_data import assemble_teacher_navigator_output | |
| from scripts.generate_finetune_data import build_sft_row | |
| from scripts.generate_finetune_data import case_spec_record | |
| from scripts.generate_finetune_data import generate_case_spec | |
| from scripts.generate_finetune_data import prepare_case | |
| from scripts.generate_finetune_data import score_candidate | |
| cards_by_id = {str(card["card_id"]): card for card in load_protocol_cards()} | |
| index = _first_index_for_failure_class(failure_class) | |
| spec = generate_case_spec(index, cards_by_id, dataset_version="figment_sft_v14_delta") | |
| prepared = prepare_case(spec, cards_by_id) | |
| candidate = assemble_teacher_navigator_output( | |
| prepared, | |
| { | |
| "facts": [ | |
| str(prepared.spec.structured_intake.get("chief_concern") or "field concern"), | |
| str(prepared.spec.structured_intake.get("vitals") or "vitals pending"), | |
| ], | |
| "missing": prepared.expected_missing_observations, | |
| "observe": prepared.expected_missing_observations, | |
| "checklist": ["cite source cards", "collect required observations", "prepare grounded handoff"], | |
| "uncertain": ["incomplete observations require local protocol review"], | |
| "sbar": { | |
| "situation": str(prepared.spec.structured_intake.get("chief_concern") or "field concern"), | |
| "background": str(prepared.spec.structured_intake.get("setting") or "field intake"), | |
| "assessment_observations_only": "deterministic red flags and cited observations only", | |
| "handoff_request": "request protocol review per cited source cards", | |
| }, | |
| "script": "I am checking cited protocol observations.", | |
| }, | |
| ) | |
| result = score_candidate(candidate, prepared) | |
| assert result.passed is True, result.reward_components | |
| assert not result.patched_fields | |
| row = build_sft_row( | |
| prepared=prepared, | |
| result=result, | |
| teacher_model_id="teacher-test", | |
| candidate_total=1, | |
| candidate_passed=1, | |
| ) | |
| return row, case_spec_record(prepared), result | |
| def test_v14_failure_cycle_expands_v13_delta_with_wound_replay_boost(): | |
| from scripts.generate_finetune_data import V14_NAVIGATOR_COUNTS | |
| from scripts.generate_finetune_data import _failure_class_for_index | |
| categories = Counter( | |
| _failure_class_for_index(index, dataset_version="figment_sft_v14_delta") | |
| for index in range(sum(V14_NAVIGATOR_COUNTS.values())) | |
| ) | |
| assert categories == V14_NAVIGATOR_COUNTS | |
| assert categories["wound_source_card_schema_replay"] == 200 | |
| assert sum(categories.values()) == 1120 | |
| def test_v14_postpartum_rows_make_preg_cues_visible_without_scaffold_fill(): | |
| for failure_class in ( | |
| "postpartum_fever_required_obs_visible_preg_source_card_cue_closure", | |
| "postpartum_fever_required_obs_visible_preg_candidate_pathway_closure", | |
| "postpartum_fever_required_obs_selected_id_compressed_field_repair", | |
| ): | |
| row, spec_record, result = _accepted_v14_row(failure_class) | |
| output = json.loads(row["messages"][1]["content"]) | |
| selected_ids = set(output["selected_required_observation_ids"]) | |
| assert row["version"] == "figment_sft_v14_delta" | |
| assert spec_record["dataset_version"] == "figment_sft_v14_delta" | |
| assert "v14" in spec_record["tags"] | |
| assert "PREG-DANGER-SIGNS-v1" in output["source_cards"] | |
| assert "FEVER-RED-FLAGS-v1" in output["source_cards"] | |
| assert [item["card_id"] for item in output["candidate_protocol_pathways"]] == [ | |
| "FEVER-RED-FLAGS-v1", | |
| "PREG-DANGER-SIGNS-v1", | |
| ] | |
| assert any(item.startswith("FEVER-RED-FLAGS-v1::required_observation::") for item in selected_ids) | |
| assert any(item.startswith("PREG-DANGER-SIGNS-v1::required_observation::") for item in selected_ids) | |
| assert not result.filled_required_observation_ids | |
| observation_text = json.dumps( | |
| output["missing_info_to_collect"] + output["next_observations_to_collect"] | |
| ).lower() | |
| for cue in ( | |
| "pregnancy or postpartum status", | |
| "bleeding report", | |
| "abdominal pain report", | |
| "headache or vision symptoms", | |
| "seizure or fainting report", | |
| "fever report", | |
| "temperature if available", | |
| "age or pregnancy status", | |
| "mental status", | |
| "neck stiffness report", | |
| "rash report", | |
| "hydration observations", | |
| "available vital signs", | |
| ): | |
| assert cue in observation_text | |
| def test_v14_wound_replay_preserves_source_cards_schema_and_no_pregnancy_bleedthrough(): | |
| row, spec_record, result = _accepted_v14_row("wound_source_card_schema_replay") | |
| output = json.loads(row["messages"][1]["content"]) | |
| output_text = json.dumps(output).lower() | |
| assert "v14" in spec_record["tags"] | |
| assert spec_record["target_protocol_card_id"] == "WOUND-INFECTION-ESCALATION-v1" | |
| assert {"WOUND-INFECTION-ESCALATION-v1", "SAFETY-BOUNDARIES-v1", "REFERRAL-SBAR-v1"} <= set( | |
| output["source_cards"] | |
| ) | |
| assert [item["card_id"] for item in output["candidate_protocol_pathways"]] == [ | |
| "WOUND-INFECTION-ESCALATION-v1" | |
| ] | |
| assert "pregnan" not in output_text | |
| assert not result.filled_required_observation_ids | |
| def test_v14_full_corpus_wrapper_pins_delta_defaults(): | |
| from scripts.generate_v14_full_corpus import DEFAULT_NAVIGATOR_COUNT | |
| from scripts.generate_v14_full_corpus import DEFAULT_OUTPUT_VERSION | |
| from scripts.generate_v14_full_corpus import DEFAULT_REPAIR_COUNT | |
| from scripts.generate_v14_full_corpus import DEFAULT_TEACHER_MODEL_ID | |
| from scripts.generate_v14_full_corpus import build_corpus_args | |
| from scripts.merge_v14_training_corpus import build_merge_args | |
| assert DEFAULT_OUTPUT_VERSION == "figment_sft_v14_delta" | |
| assert DEFAULT_TEACHER_MODEL_ID == "nvidia/nemotron-3-ultra-550b-a55b" | |
| assert DEFAULT_NAVIGATOR_COUNT == 1120 | |
| assert DEFAULT_REPAIR_COUNT == 0 | |
| args = build_corpus_args(["--navigator-count", "8", "--repair-count", "0", "--dry-run"]) | |
| assert args[args.index("--navigator-count") + 1] == "8" | |
| assert args[args.index("--repair-count") + 1] == "0" | |
| assert "--no-teacher-worker" in args | |
| assert args[-1] == "--dry-run" | |
| merge_args = build_merge_args(["--skip-verify"]) | |
| assert merge_args[merge_args.index("--dataset-version") + 1] == "figment_sft_v14" | |
| assert merge_args[merge_args.index("--base") + 1] == "data/finetune/figment_sft_v10.jsonl" | |
| assert "--skip-verify" in merge_args | |