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Download src/explicit_learning/certificates/evi_core.py from sungguk/visual-answerability: direct link, hf CLI and curl.
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20.4 kB
| """Self-contained certificates for the multi-domain EVI core release. | |
| The original PlotQA release keeps using the schema-v1 certificate/replay path. | |
| This module covers the two new source-native families: | |
| * GQA: native semantic program + scene graph + released photograph + bbox mask; | |
| * CLEVR: native functional program + scene + fresh structured renderer. | |
| Both paths persist every input required to replay execution, rendering, | |
| evidence projection, and missing-information witnesses in a separate process. | |
| No model output participates in admission. | |
| """ | |
| from __future__ import annotations | |
| import io | |
| import json | |
| from collections.abc import Mapping, Sequence | |
| from pathlib import Path | |
| from typing import Any, Literal | |
| from PIL import Image | |
| from ..dsl.canonicalize import canonical_program_sha256 | |
| from ..executors.base import ExecutionResult | |
| from ..hashing import canonical_json_hash, sha256_file | |
| from ..renderers import render | |
| from ..renderers.base import RenderedAssets, decode_uint32_png | |
| from ..renderers.gqa import gqa_evidence_mask_png, raster_diff_mask_png, render_gqa_observation | |
| from ..sources.base import World | |
| from ..sources.world_ops import world_sha256 | |
| from .build import certificate_id, program_from_dict | |
| from .replay import ReplayResult | |
| CORE_CERTIFICATE_CONTRACT = "evi_core_view_v1" | |
| CoreSource = Literal["gqa", "clevr"] | |
| CoreState = Literal["FULL", "A_SAME", "A_CHANGED", "U_MISSING"] | |
| class CoreCertificateError(ValueError): | |
| """A source-native EVI view cannot be certified or replayed.""" | |
| def execution_record(result: ExecutionResult) -> dict[str, Any]: | |
| """Canonical persisted representation of an executor result.""" | |
| return { | |
| "status": result.status, | |
| "answer_canonical": result.answer_canonical, | |
| "dependency_node_ids": list(result.dependency_node_ids), | |
| "referent_cardinality": result.referent_cardinality, | |
| "trace_sha256": result.trace_sha256, | |
| "executor_name": result.executor_name, | |
| "executor_version": result.executor_version, | |
| } | |
| def evidence_mask_from_node_map( | |
| node_map_png: bytes, | |
| node_table: Sequence[str], | |
| dependency_node_ids: Sequence[str], | |
| ) -> bytes: | |
| """Project dependency IDs through a lossless node-owner map.""" | |
| import numpy as np | |
| if not node_table or node_table[0] != "__background__": | |
| raise CoreCertificateError("node table lacks background sentinel") | |
| index = {node_id: position for position, node_id in enumerate(node_table)} | |
| selected = [index[node_id] for node_id in dependency_node_ids if node_id in index] | |
| if not selected: | |
| raise CoreCertificateError("no dependency node has node-map coverage") | |
| owners = decode_uint32_png(node_map_png) | |
| mask = np.isin(owners, selected).astype("uint8") * 255 | |
| if not bool(mask.any()): | |
| raise CoreCertificateError("projected evidence mask is empty") | |
| output = io.BytesIO() | |
| Image.fromarray(mask, mode="L").save( | |
| output, | |
| format="PNG", | |
| optimize=False, | |
| compress_level=9, | |
| ) | |
| return output.getvalue() | |
| def build_core_certificate( | |
| *, | |
| source: CoreSource, | |
| base_id: str, | |
| view_id: str, | |
| state: CoreState, | |
| question_sha256: str, | |
| choices_sha256: str, | |
| program_language: str, | |
| program_sha256: str, | |
| before_world: World, | |
| after_world: World, | |
| before_result: ExecutionResult, | |
| after_result: ExecutionResult, | |
| renderer_name: str, | |
| renderer_version: str, | |
| renderer_seed: int, | |
| render_manifest: Mapping[str, Any], | |
| image_filename: str, | |
| image_sha256: str, | |
| node_map_sha256: str, | |
| diff_mask_sha256: str, | |
| evidence_mask_sha256: str, | |
| masked_node_id: str | None, | |
| fresh_structured_render: bool, | |
| completion_proof: Mapping[str, Any] | None = None, | |
| ) -> dict[str, Any]: | |
| """Build and validate a content-addressed multi-domain certificate.""" | |
| if len(base_id) != 64 or len(program_sha256) != 64: | |
| raise CoreCertificateError("base/program identity must be SHA-256") | |
| if not before_result.is_unique: | |
| raise CoreCertificateError("FULL execution must be unique") | |
| _validate_state( | |
| state, | |
| before_result=before_result, | |
| after_result=after_result, | |
| completion_proof=completion_proof, | |
| ) | |
| dependency_ids = list(before_result.dependency_node_ids) | |
| if not dependency_ids: | |
| raise CoreCertificateError("certificate requires executor dependency nodes") | |
| certificate: dict[str, Any] = { | |
| "schema_version": 1, | |
| "contract": CORE_CERTIFICATE_CONTRACT, | |
| "source": source, | |
| "tier": "C1_SOURCE_NATIVE", | |
| "base_id": base_id, | |
| "view_id": view_id, | |
| "question_sha256": question_sha256, | |
| "choices_sha256": choices_sha256, | |
| "world_before_sha256": world_sha256(before_world), | |
| "world_after_sha256": world_sha256(after_world), | |
| "program": { | |
| "language": program_language, | |
| "canonical_ast_sha256": program_sha256, | |
| "dependency_node_ids": dependency_ids, | |
| }, | |
| "executor": { | |
| "before": execution_record(before_result), | |
| "after": execution_record(after_result), | |
| }, | |
| "renderer": { | |
| "name": renderer_name, | |
| "version": renderer_version, | |
| "seed": renderer_seed, | |
| "render_manifest_sha256": canonical_json_hash(dict(render_manifest)), | |
| "image_filename": image_filename, | |
| "image_sha256": image_sha256, | |
| "node_map_sha256": node_map_sha256, | |
| "diff_mask_sha256": diff_mask_sha256, | |
| "evidence_mask_sha256": evidence_mask_sha256, | |
| "masked_node_id": masked_node_id, | |
| "fresh_structured_render": fresh_structured_render, | |
| }, | |
| "proof": { | |
| "state": state, | |
| "completion": dict(completion_proof) if completion_proof is not None else None, | |
| }, | |
| "checks": { | |
| "question_choices_unchanged": True, | |
| "source_full_answer_reproduced": True, | |
| "deterministic_executor_success": True, | |
| "render_manifest_validated": True, | |
| "semantic_mask_validated": True, | |
| "per_example_reasoning_vlm_calls": 0, | |
| "per_example_human_decisions": 0, | |
| }, | |
| } | |
| certificate["certificate_id"] = certificate_id(certificate) | |
| return certificate | |
| def is_core_certificate(value: Mapping[str, Any]) -> bool: | |
| return value.get("contract") == CORE_CERTIFICATE_CONTRACT | |
| def replay_core_view(view_dir: str | Path) -> ReplayResult: | |
| """Replay one GQA/CLEVR EVI view from only persisted bytes.""" | |
| root = Path(view_dir) | |
| errors: list[str] = [] | |
| try: | |
| certificate = _load(root / "certificate.json") | |
| before_world = _load(root / "world_before.json") | |
| after_world = _load(root / "world_after.json") | |
| program_record = _load(root / "program.json") | |
| manifest = _load(root / "render_manifest.json") | |
| text_manifest = _load(root / "text_manifest.json") | |
| except (OSError, ValueError, KeyError, TypeError) as exc: | |
| return ReplayResult(str(root), False, (f"load failed: {exc}",)) | |
| if not is_core_certificate(certificate): | |
| return ReplayResult(str(root), False, ("not an EVI core certificate",)) | |
| if certificate_id(certificate) != certificate.get("certificate_id"): | |
| errors.append("certificate content address mismatch") | |
| source = str(certificate.get("source", "")) | |
| if source not in {"gqa", "clevr"}: | |
| errors.append(f"unsupported core certificate source {source!r}") | |
| return ReplayResult(str(root), False, tuple(errors)) | |
| try: | |
| program, executor = _restore_program_and_executor(source, program_record, before_world) | |
| before = executor.execute(program, world=before_world) | |
| after = executor.execute(program, world=after_world) | |
| except Exception as exc: | |
| return ReplayResult(str(root), False, (f"executor replay failed: {exc}",)) | |
| program_sha = ( | |
| program.canonical_program_sha256 | |
| if source == "gqa" | |
| else canonical_program_sha256(program, world=before_world) | |
| ) | |
| if program_sha != certificate.get("program", {}).get("canonical_ast_sha256"): | |
| errors.append("canonical program hash mismatch") | |
| if world_sha256(before_world) != certificate.get("world_before_sha256"): | |
| errors.append("world_before hash mismatch") | |
| if world_sha256(after_world) != certificate.get("world_after_sha256"): | |
| errors.append("world_after hash mismatch") | |
| if execution_record(before) != certificate.get("executor", {}).get("before"): | |
| errors.append("before executor result mismatch") | |
| if execution_record(after) != certificate.get("executor", {}).get("after"): | |
| errors.append("after executor result mismatch") | |
| renderer = certificate.get("renderer") | |
| if not isinstance(renderer, Mapping): | |
| return ReplayResult(str(root), False, (*errors, "renderer record missing")) | |
| image_filename = str(renderer.get("image_filename", "")) | |
| image_path = root / image_filename | |
| required_files = { | |
| "image": image_path, | |
| "node_map": root / "node_map.uint32.png", | |
| "diff_mask": root / "diff_mask.png", | |
| "evidence_mask": root / "evidence_mask.png", | |
| } | |
| for label, path in required_files.items(): | |
| if not path.is_file(): | |
| errors.append(f"{label} artifact missing") | |
| if errors and any("missing" in error for error in errors): | |
| return ReplayResult(str(root), False, tuple(errors)) | |
| if sha256_file(image_path) != renderer.get("image_sha256"): | |
| errors.append("persisted image hash mismatch") | |
| if sha256_file(required_files["node_map"]) != renderer.get("node_map_sha256"): | |
| errors.append("persisted node-map hash mismatch") | |
| if sha256_file(required_files["diff_mask"]) != renderer.get("diff_mask_sha256"): | |
| errors.append("persisted diff-mask hash mismatch") | |
| if sha256_file(required_files["evidence_mask"]) != renderer.get("evidence_mask_sha256"): | |
| errors.append("persisted evidence-mask hash mismatch") | |
| if canonical_json_hash(manifest) != renderer.get("render_manifest_sha256"): | |
| errors.append("render manifest hash mismatch") | |
| try: | |
| replay, full_replay = _rerender( | |
| source, | |
| root=root, | |
| before_world=before_world, | |
| after_world=after_world, | |
| renderer=renderer, | |
| ) | |
| except Exception as exc: | |
| errors.append(f"render replay failed: {exc}") | |
| else: | |
| if replay[0] != image_path.read_bytes(): | |
| errors.append("image replay bytes differ") | |
| if replay[1] != required_files["node_map"].read_bytes(): | |
| errors.append("node-map replay bytes differ") | |
| if replay[2] != manifest: | |
| errors.append("render-manifest replay differs") | |
| if replay[3] != text_manifest: | |
| errors.append("text-manifest replay differs") | |
| expected_diff = raster_diff_mask_png(full_replay[0], replay[0]) | |
| if expected_diff != required_files["diff_mask"].read_bytes(): | |
| errors.append("diff-mask replay bytes differ") | |
| dependency_ids = certificate.get("program", {}).get("dependency_node_ids") | |
| try: | |
| if source == "gqa": | |
| expected_evidence = gqa_evidence_mask_png( | |
| before_world, | |
| dependency_ids if isinstance(dependency_ids, list) else (), | |
| ) | |
| else: | |
| expected_evidence = evidence_mask_from_node_map( | |
| full_replay[1], | |
| full_replay[2]["node_table"], | |
| dependency_ids if isinstance(dependency_ids, list) else (), | |
| ) | |
| except Exception as exc: | |
| errors.append(f"evidence replay failed: {exc}") | |
| else: | |
| if expected_evidence != required_files["evidence_mask"].read_bytes(): | |
| errors.append("evidence-mask replay bytes differ") | |
| _verify_state_proof( | |
| certificate, | |
| before_result=before, | |
| after_result=after, | |
| errors=errors, | |
| ) | |
| if certificate.get("proof", {}).get("state") == "U_MISSING": | |
| _replay_completions( | |
| source, | |
| root=root, | |
| program=program, | |
| executor=executor, | |
| renderer=renderer, | |
| certificate=certificate, | |
| errors=errors, | |
| ) | |
| return ReplayResult(str(root), not errors, tuple(errors)) | |
| def _restore_program_and_executor( | |
| source: str, | |
| record: Mapping[str, Any], | |
| before_world: World, | |
| ) -> tuple[Any, Any]: | |
| if source == "gqa": | |
| from ..executors.gqa import GQASemanticExecutor, compile_gqa_program | |
| gqa_program = compile_gqa_program( | |
| str(record["question_id"]), | |
| { | |
| "imageId": record["image_id"], | |
| "semantic": record["semantic"], | |
| "semanticStr": record.get("semantic_str", ""), | |
| }, | |
| ) | |
| return gqa_program, GQASemanticExecutor() | |
| from ..executors.clevr import ClevrExecutor | |
| clevr_program = program_from_dict(record) | |
| if canonical_program_sha256(clevr_program, world=before_world) != ( | |
| record.get("canonical_program_sha256") | |
| ): | |
| raise CoreCertificateError("persisted CLEVR program identity mismatch") | |
| return clevr_program, ClevrExecutor() | |
| def _rerender( | |
| source: str, | |
| *, | |
| root: Path, | |
| before_world: World, | |
| after_world: World, | |
| renderer: Mapping[str, Any], | |
| ) -> tuple[ | |
| tuple[bytes, bytes, dict[str, Any], dict[str, Any]], | |
| tuple[bytes, bytes, dict[str, Any], dict[str, Any]], | |
| ]: | |
| seed = int(renderer["seed"]) | |
| if source == "gqa": | |
| source_bytes = (root / "source.jpg").read_bytes() | |
| masked = renderer.get("masked_node_id") | |
| observed = render_gqa_observation( | |
| source_bytes, | |
| after_world, | |
| masked_node_id=str(masked) if masked is not None else None, | |
| seed=seed, | |
| ) | |
| full = render_gqa_observation( | |
| source_bytes, | |
| before_world, | |
| masked_node_id=None, | |
| seed=seed, | |
| ) | |
| return ( | |
| ( | |
| observed.image_jpeg, | |
| observed.node_map_png, | |
| observed.render_manifest, | |
| observed.text_manifest, | |
| ), | |
| ( | |
| full.image_jpeg, | |
| full.node_map_png, | |
| full.render_manifest, | |
| full.text_manifest, | |
| ), | |
| ) | |
| manifest_width = int(_load(root / "render_manifest.json")["width"]) | |
| manifest_height = int(_load(root / "render_manifest.json")["height"]) | |
| observed_assets = render( | |
| after_world, | |
| renderer_id=str(renderer["name"]), | |
| seed=seed, | |
| width=manifest_width, | |
| height=manifest_height, | |
| ) | |
| full_assets = render( | |
| before_world, | |
| renderer_id=str(renderer["name"]), | |
| seed=seed, | |
| width=manifest_width, | |
| height=manifest_height, | |
| ) | |
| return _assets_tuple(observed_assets), _assets_tuple(full_assets) | |
| def _assets_tuple( | |
| assets: RenderedAssets, | |
| ) -> tuple[bytes, bytes, dict[str, Any], dict[str, Any]]: | |
| return ( | |
| assets.rgba_png, | |
| assets.node_map_png, | |
| assets.render_manifest, | |
| assets.text_manifest, | |
| ) | |
| def _replay_completions( | |
| source: str, | |
| *, | |
| root: Path, | |
| program: Any, | |
| executor: Any, | |
| renderer: Mapping[str, Any], | |
| certificate: Mapping[str, Any], | |
| errors: list[str], | |
| ) -> None: | |
| completion = certificate.get("proof", {}).get("completion") | |
| if not isinstance(completion, Mapping): | |
| errors.append("missing-information completion proof absent") | |
| return | |
| observed: list[str] = [] | |
| answers: list[Any] = [] | |
| for label in ("a", "b"): | |
| path = root / f"completion_{label}.json" | |
| try: | |
| world = _load(path) | |
| except (OSError, ValueError) as exc: | |
| errors.append(f"completion {label} load failed: {exc}") | |
| continue | |
| if world_sha256(world) != completion.get(f"world_{label}_sha256"): | |
| errors.append(f"completion {label} world hash mismatch") | |
| result = executor.execute(program, world=world) | |
| answers.append(result.answer_canonical) | |
| if result.status != "UNIQUE": | |
| errors.append(f"completion {label} is not uniquely answerable") | |
| if result.answer_canonical != completion.get(f"answer_{label}"): | |
| errors.append(f"completion {label} answer mismatch") | |
| try: | |
| if source == "gqa": | |
| masked = renderer.get("masked_node_id") | |
| gqa_assets = render_gqa_observation( | |
| (root / "source.jpg").read_bytes(), | |
| world, | |
| masked_node_id=str(masked) if masked is not None else None, | |
| seed=int(renderer["seed"]), | |
| ) | |
| observed.append(gqa_assets.image_sha256) | |
| else: | |
| manifest = _load(root / "render_manifest.json") | |
| clevr_assets = render( | |
| world, | |
| renderer_id=str(renderer["name"]), | |
| seed=int(renderer["seed"]), | |
| width=int(manifest["width"]), | |
| height=int(manifest["height"]), | |
| ) | |
| observed.append(clevr_assets.rgba_sha256) | |
| except Exception as exc: | |
| errors.append(f"completion {label} render failed: {exc}") | |
| if len(answers) == 2 and answers[0] == answers[1]: | |
| errors.append("completion answers do not differ") | |
| if len(observed) == 2: | |
| if observed[0] != observed[1]: | |
| errors.append("completion observations differ") | |
| expected = completion.get("observed_image_sha256") | |
| if observed[0] != expected: | |
| errors.append("completion observed-image hash mismatch") | |
| def _validate_state( | |
| state: CoreState, | |
| *, | |
| before_result: ExecutionResult, | |
| after_result: ExecutionResult, | |
| completion_proof: Mapping[str, Any] | None, | |
| ) -> None: | |
| if state == "FULL": | |
| if not after_result.is_unique or after_result.answer_canonical != ( | |
| before_result.answer_canonical | |
| ): | |
| raise CoreCertificateError("FULL requires the original unique answer") | |
| elif state == "A_SAME": | |
| if not after_result.is_unique or after_result.answer_canonical != ( | |
| before_result.answer_canonical | |
| ): | |
| raise CoreCertificateError("A_SAME requires equal unique answers") | |
| elif state == "A_CHANGED": | |
| if not after_result.is_unique or after_result.answer_canonical == ( | |
| before_result.answer_canonical | |
| ): | |
| raise CoreCertificateError("A_CHANGED requires a distinct unique answer") | |
| elif state == "U_MISSING": | |
| if after_result.status != "MISSING_INFORMATION": | |
| raise CoreCertificateError("U_MISSING requires MISSING_INFORMATION") | |
| if not isinstance(completion_proof, Mapping): | |
| raise CoreCertificateError("U_MISSING requires completion witnesses") | |
| if completion_proof.get("answer_a") == completion_proof.get("answer_b"): | |
| raise CoreCertificateError("completion witness answers must differ") | |
| else: | |
| raise CoreCertificateError(f"unsupported core state {state!r}") | |
| def _verify_state_proof( | |
| certificate: Mapping[str, Any], | |
| *, | |
| before_result: ExecutionResult, | |
| after_result: ExecutionResult, | |
| errors: list[str], | |
| ) -> None: | |
| state = certificate.get("proof", {}).get("state") | |
| try: | |
| _validate_state( | |
| state, | |
| before_result=before_result, | |
| after_result=after_result, | |
| completion_proof=certificate.get("proof", {}).get("completion"), | |
| ) | |
| except (CoreCertificateError, TypeError) as exc: | |
| errors.append(f"state proof mismatch: {exc}") | |
| def _load(path: Path) -> dict[str, Any]: | |
| value = json.loads(path.read_text(encoding="utf-8")) | |
| if not isinstance(value, dict): | |
| raise ValueError(f"{path} must contain an object") | |
| return value | |
| __all__ = [ | |
| "CORE_CERTIFICATE_CONTRACT", | |
| "CoreCertificateError", | |
| "build_core_certificate", | |
| "evidence_mask_from_node_map", | |
| "execution_record", | |
| "is_core_certificate", | |
| "replay_core_view", | |
| ] | |