"""ADR-0045 — long-context recall comparison vs transformer baselines. CORE's vault recall is exact by construction: there is no approximate index, no embedding compression, no attention bottleneck. The comparison runner publishes: 1. A needle-in-a-haystack measurement at multiple N showing CORE returns the planted needle at top-1. 2. Frozen citations of published transformer long-context recall numbers (Claude 2.1, GPT-4 Turbo 128k, Gemini 1.5 Pro, NVIDIA RULER) as the comparator. If a future change to the vault breaks exact recall, this suite fails. """ from __future__ import annotations from evals.long_context_cost.comparison_runner import ( DEFAULT_N_VALUES, run_comparison, ) class TestComparisonRunner: def test_report_schema_is_stable(self) -> None: report = run_comparison(n_values=(100, 1_000)) assert report["schema_version"] == 1 assert "core_measurements" in report assert "transformer_baselines" in report core = report["core_measurements"] assert set(core.keys()) >= { "n_values", "recall_pct", "exact_by_construction", "per_n", } def test_core_exact_recall_holds(self) -> None: """The load-bearing claim: top-1 needle recall is correct at every N.""" report = run_comparison(n_values=(100, 1_000, 10_000)) assert report["claim_supported"] is True assert report["core_measurements"]["recall_pct"] == 100.0 for entry in report["core_measurements"]["per_n"]: assert entry["top1_correct"] is True, entry def test_transformer_baselines_are_frozen_citations(self) -> None: report = run_comparison(n_values=(100,)) baselines = report["transformer_baselines"]["baselines"] assert len(baselines) >= 3 for b in baselines: assert "source" in b assert "url" in b assert "context_window_tokens" in b def test_default_n_values_include_at_least_100k(self) -> None: """Ensure the comparison exercises a large-N regime by default.""" assert max(DEFAULT_N_VALUES) >= 100_000 class TestCoreGuaranteeAdvertised: def test_baseline_file_records_core_guarantee(self) -> None: report = run_comparison(n_values=(100,)) guarantee = report["transformer_baselines"]["core_guarantee"] assert guarantee["recall_pct"] == 100.0 assert guarantee["recall_kind"] == "exact_cga_inner_scan"