{"cells":[{"id":"protocol","cell_type":"markdown","metadata":{},"source":"# RSNA Knee Silver4221 multisource robust submission v2\n\nExact evaluated weights and frozen preprocessing with registered deterministic degraded-input handling.\n"},{"id":"inference","cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":"# Exact evaluated model with registered robust v2 deployment behavior.\nimport base64, hashlib, importlib.util, json, os\nfrom pathlib import Path\n\nos.environ[\"OMP_NUM_THREADS\"] = \"1\"\nos.environ[\"OPENBLAS_NUM_THREADS\"] = \"1\"\nos.environ[\"MKL_NUM_THREADS\"] = \"1\"\nos.environ[\"NUMEXPR_NUM_THREADS\"] = \"1\"\n\nPACKAGE=json.loads('{\"frozen_e0_feature_extraction.py\":{\"base64\":\""""A4.3R E0: private, offline, label-free MRI feature extraction.

The script reads only train-series metadata and selected training DICOMs. It never
reads report text, gold labels, or test data, and writes only hashed identities.
"""

from __future__ import annotations

import hashlib
import inspect
import json
import math
import os
import platform
import re
import resource
import sys
import time
from pathlib import Path

import numpy as np
import pandas as pd
import pydicom
import torch
import torch.nn as nn
import torch.nn.functional as F
from torchvision.models import resnet18


SEED = 0
BATCH_SIZE = 32
STUDIES_PER_SHARD = 64
WALL_LIMIT_SECONDS = 8 * 60 * 60
SAFE_STOP_SECONDS = int(7.75 * 60 * 60)
EXPORT_LIMIT_BYTES = 4 * 1024**3
EXPECTED_INPUT_MANIFEST_SHA256 = "8d650c5c01b9f9465204be9c6b05e17fb7c8cbb55dab5a56c761ac8f66f3f4b5"
EXPECTED_TRAIN_SERIES_SHA256 = "573c1d80772bf41211c91b149c95677385a1c22d63f485c347f1b46c0177aef3"
EXPECTED_RESNET18_FILE_SHA256 = "f37072fd47e89c5e827621c5baffa7500819f7896bbacec160b1a16c560e07ec"
EXPECTED_RESNET18_BACKBONE_SHA256 = "cc718908452f4c6b6cee278bdc767e92d8b9ba8ddf2c2df076815cc87c7665db"
EXPECTED_SILVER_STUDY_SEQUENCE_SHA256 = "e7d5d217d99380ff786daf078c8858abd88f407d1911af2ac03625df7eccb6be"
EXPECTED_SILVER_SERIES_SEQUENCE_SHA256 = "cde7407870eef15d94cd945473dda53bc6b3d5d0e5ea5629a227291d09a43aeb"
PLANES = ("Axial", "Coronal", "Sagittal")
RAW_UID_PATTERN = re.compile(rb"1\.2\.826\.0\.1\.3680043\.8\.498\.")
IMAGENET_MEAN = torch.tensor([0.485, 0.456, 0.406]).view(1, 3, 1, 1)
IMAGENET_STD = torch.tensor([0.229, 0.224, 0.225]).view(1, 3, 1, 1)
PREPROCESSING_SPEC = {
    "slice_order": "DICOM geometry coordinate dot(ImagePositionPatient, cross(row_cosines, column_cosines))",
    "central_five": "low=max(0,n//2-2); indices low:low+5; require n>=5",
    "uniform_sixteen": "unique round(linspace(0,n-1,min(16,n))); require n>=5",
    "extracted_slices": "sorted union of central-five and uniform-sixteen indices",
    "intensity": "per-slice rescale; MONOCHROME1 inversion; finite 1st/99th percentile clip; [0,1] scale",
    "resize": "torch bilinear 224x224 align_corners=False",
    "channels": "grayscale repeated to three channels",
    "normalization": "ImageNet mean/std",
    "encoder": "torchvision ResNet18 architecture with offline IMAGENET1K_V1 f37072fd state; identity fc; frozen eval",
    "series_pooling": "separate arithmetic means for exact central-five and up-to-16 uniform slices",
    "study_pooling": "separate equal-series and equal-anatomical-plane arithmetic means",
}


def sha256_bytes(payload: bytes) -> str:
    return hashlib.sha256(payload).hexdigest()


def sha256_text(value: str) -> str:
    return sha256_bytes(value.encode("utf-8"))


def sha256_file(path: Path) -> str:
    digest = hashlib.sha256()
    with path.open("rb") as handle:
        for chunk in iter(lambda: handle.read(1024 * 1024), b""):
            digest.update(chunk)
    return digest.hexdigest()


def canonical_hash(value: object) -> str:
    return sha256_bytes(json.dumps(value, sort_keys=True, separators=(",", ":"), ensure_ascii=True).encode("utf-8"))


def central_five_indices(count: int) -> list[int]:
    if count < 5:
        raise ValueError("fewer_than_five_geometry_ordered_slices")
    low = max(0, count // 2 - 2)
    result = list(range(low, low + 5))
    if result[-1] >= count:
        raise ValueError("central_five_index_out_of_bounds")
    return result


def uniform_sixteen_indices(count: int) -> list[int]:
    if count < 5:
        raise ValueError("fewer_than_five_geometry_ordered_slices")
    sample_count = min(16, count)
    result = np.unique(np.linspace(0, count - 1, sample_count).round().astype(int)).tolist()
    if len(result) != sample_count or result[0] != 0 or result[-1] != count - 1:
        raise ValueError("uniform_index_construction_failed")
    return [int(value) for value in result]


def extraction_indices(count: int) -> tuple[list[int], list[int], list[int]]:
    central = central_five_indices(count)
    uniform = uniform_sixteen_indices(count)
    return central, uniform, sorted(set(central) | set(uniform))


def equal_series_mean(values: np.ndarray) -> np.ndarray:
    array = np.asarray(values, dtype=np.float32)
    if array.ndim != 2 or not len(array) or not np.isfinite(array).all():
        raise ValueError("invalid_series_features")
    return array.mean(axis=0, dtype=np.float64).astype(np.float32)


def plane_balanced_mean(values: np.ndarray, planes: list[str]) -> np.ndarray:
    array = np.asarray(values, dtype=np.float32)
    if array.ndim != 2 or len(array) != len(planes) or not np.isfinite(array).all():
        raise ValueError("invalid_series_features")
    vectors = []
    for plane in PLANES:
        indices = [index for index, value in enumerate(planes) if value == plane]
        if not indices:
            raise ValueError("missing_anatomical_plane")
        vectors.append(array[indices].mean(axis=0, dtype=np.float64))
    return np.asarray(vectors, dtype=np.float64).mean(axis=0).astype(np.float32)


def peak_rss_mb() -> float:
    value = float(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss)
    return value / 1024.0 if sys.platform != "darwin" else value / 1_000_000.0


def select_device() -> tuple[str, str | None, str | None]:
    if not torch.cuda.is_available():
        return "cpu", "CUDA is unavailable", None
    assigned = torch.cuda.get_device_name(0)
    major, minor = torch.cuda.get_device_capability(0)
    required = f"sm_{major}{minor}"
    compiled = set(torch.cuda.get_arch_list())
    if required not in compiled:
        return "cpu", f"assigned GPU requires {required}; PyTorch supports {sorted(compiled)}", assigned
    return "cuda", None, assigned


def resolve_private_input() -> Path:
    candidates = [
        Path("/kaggle/input/rsna-knee-a4-3r-e0-private-inputs"),
        Path("/kaggle/input/datasets/raymondodianfloyd/rsna-knee-a4-3r-e0-private-inputs"),
    ]
    for candidate in candidates:
        path = candidate / "input_manifest.json"
        if path.is_file() and sha256_file(path) == EXPECTED_INPUT_MANIFEST_SHA256:
            return candidate
    for path in Path("/kaggle/input").glob("**/input_manifest.json"):
        if sha256_file(path) == EXPECTED_INPUT_MANIFEST_SHA256:
            return path.parent
    raise RuntimeError("verified_private_input_unavailable")


def resolve_competition_data() -> tuple[Path, Path]:
    roots = [
        Path(value)
        for value in (
            os.environ.get("RSNA_DATA_ROOT"),
            "/kaggle/input/rsna-knee-abnormality-detection",
            "/kaggle/input/competitions/rsna-knee-abnormality-detection",
        )
        if value
    ]
    for root in roots:
        series_csv = next((path for path in (root / "train_series.csv", root / "metadata/train_series.csv") if path.is_file()), None)
        dicom_root = next((path for path in (root / "train_series", root / "sample/train_series") if path.is_dir()), None)
        if series_csv is not None and dicom_root is not None:
            return series_csv, dicom_root
    raise RuntimeError("competition_training_series_unavailable")


def validate_private_input(root: Path) -> tuple[pd.DataFrame, pd.DataFrame, dict[str, object]]:
    manifest_path = root / "input_manifest.json"
    if sha256_file(manifest_path) != EXPECTED_INPUT_MANIFEST_SHA256:
        raise RuntimeError("input_manifest_hash_mismatch")
    manifest = json.loads(manifest_path.read_text(encoding="utf-8"))
    for item in manifest["files"]:
        path = root / str(item["path"])
        if not path.is_file() or path.stat().st_size != int(item["bytes"]) or sha256_file(path) != item["sha256"]:
            raise RuntimeError("private_input_artifact_mismatch")
    if manifest["privacy"] != {
        "gold_labels_present": False,
        "private_dataset": True,
        "raw_dicom_present": False,
        "raw_identifiers_present": False,
        "raw_reports_present": False,
    }:
        raise RuntimeError("private_input_privacy_declaration_mismatch")

    silver_studies = pd.read_csv(root / "silver_selection_manifest.csv", dtype=str, keep_default_na=False)
    silver_series = pd.read_csv(root / "silver_series_manifest.csv", dtype=str, keep_default_na=False)
    gold_studies = pd.read_csv(root / "gold_study_manifest.csv", dtype=str, keep_default_na=False)
    gold_series = pd.read_csv(root / "gold_series_manifest.csv", dtype=str, keep_default_na=False)
    hashes = json.loads((root / "silver_selection_hashes.json").read_text(encoding="utf-8"))
    if len(silver_studies) != 512 or len(silver_series) != 3140 or len(gold_studies) != 58 or len(gold_series) != 302:
        raise RuntimeError("private_input_scope_mismatch")
    if sha256_text("\n".join(silver_studies.study_id_sha256) + "\n") != EXPECTED_SILVER_STUDY_SEQUENCE_SHA256:
        raise RuntimeError("silver_study_sequence_hash_mismatch")
    if sha256_text("\n".join(silver_series.series_id_sha256) + "\n") != EXPECTED_SILVER_SERIES_SEQUENCE_SHA256:
        raise RuntimeError("silver_series_sequence_hash_mismatch")
    if hashes["study_hash_sequence_sha256"] != EXPECTED_SILVER_STUDY_SEQUENCE_SHA256 or hashes["series_hash_sequence_sha256"] != EXPECTED_SILVER_SERIES_SEQUENCE_SHA256:
        raise RuntimeError("selection_hash_record_mismatch")

    silver_identity = silver_studies[["cohort_index", "patient_id_sha256", "study_id_sha256"]].copy()
    silver = silver_series.merge(silver_identity, on=["cohort_index", "study_id_sha256"], how="left", validate="many_to_one")
    silver.insert(0, "cohort_kind", "silver_training")
    gold = gold_series.rename(columns={"gold_index": "cohort_index"}).copy()
    gold.insert(0, "cohort_kind", "expert_gold_evaluation")
    expected = pd.concat([silver, gold], ignore_index=True, sort=False)
    expected = expected[["cohort_kind", "cohort_index", "patient_id_sha256", "study_id_sha256", "series_id_sha256", "anatomical_plane"]]
    expected.insert(0, "global_series_index", range(len(expected)))
    if expected.isna().any().any() or expected.series_id_sha256.nunique() != 3442 or expected.study_id_sha256.nunique() != 570:
        raise RuntimeError("combined_hashed_scope_invalid")
    if not set(expected.anatomical_plane).issubset(set(PLANES)):
        raise RuntimeError("unexpected_anatomical_plane")
    return expected, silver_studies, manifest


def map_raw_series(expected: pd.DataFrame, series_csv: Path) -> pd.DataFrame:
    if sha256_file(series_csv) != EXPECTED_TRAIN_SERIES_SHA256:
        raise RuntimeError("train_series_csv_hash_mismatch")
    raw = pd.read_csv(series_csv, dtype=str, keep_default_na=False, usecols=["StudyInstanceUID", "SeriesInstanceUID"])
    raw["study_id_sha256"] = raw.StudyInstanceUID.map(sha256_text)
    raw["series_id_sha256"] = raw.SeriesInstanceUID.map(sha256_text)
    if raw.series_id_sha256.nunique() != len(raw):
        raise RuntimeError("competition_series_identity_not_unique")
    mapped = expected.merge(raw, on=["study_id_sha256", "series_id_sha256"], how="left", validate="one_to_one")
    if mapped.StudyInstanceUID.eq("").any() or mapped.SeriesInstanceUID.eq("").any() or mapped[["StudyInstanceUID", "SeriesInstanceUID"]].isna().any().any():
        raise RuntimeError("hashed_series_mapping_incomplete")
    return mapped.sort_values("global_series_index", kind="mergesort").reset_index(drop=True)


def geometry_ordered_paths(series_dir: Path) -> tuple[list[dict[str, object]], str]:
    files = sorted(series_dir.glob("*.dcm"))
    if not files:
        files = sorted(path for path in series_dir.iterdir() if path.is_file())
    if not files:
        raise ValueError("no_dicom_files")
    records = []
    for path in files:
        dataset = pydicom.dcmread(str(path), stop_before_pixels=True, force=True)
        orientation = np.asarray(dataset.ImageOrientationPatient, dtype=float)
        position = np.asarray(dataset.ImagePositionPatient, dtype=float)
        if orientation.shape != (6,) or position.shape != (3,) or not np.isfinite(orientation).all() or not np.isfinite(position).all():
            raise ValueError("incomplete_geometry")
        coordinate = float(np.dot(position, np.cross(orientation[:3], orientation[3:])))
        if not math.isfinite(coordinate):
            raise ValueError("nonfinite_geometry_coordinate")
        records.append(
            {
                "path": path,
                "coordinate": coordinate,
                "sop_instance_sha256": sha256_text(str(getattr(dataset, "SOPInstanceUID", ""))),
                "filename_sha256": sha256_text(path.name),
            }
        )
    records.sort(key=lambda item: (float(item["coordinate"]), str(item["filename_sha256"])))
    rounded = [round(float(item["coordinate"]), 4) for item in records]
    if len(rounded) != len(set(rounded)):
        raise ValueError("duplicate_geometry_positions")
    header_digest = canonical_hash(
        [{"coordinate": round(float(item["coordinate"]), 8), "sop_instance_sha256": item["sop_instance_sha256"], "filename_sha256": item["filename_sha256"]} for item in records]
    )
    return records, header_digest


def decode_and_scale(path: Path) -> tuple[np.ndarray, str, str]:
    dicom_hash = sha256_file(path)
    dataset = pydicom.dcmread(str(path), force=True)
    pixels = np.asarray(dataset.pixel_array, dtype=np.float32)
    if pixels.ndim != 2:
        raise ValueError("decoded_pixels_not_2d")
    pixels = pixels * float(getattr(dataset, "RescaleSlope", 1.0)) + float(getattr(dataset, "RescaleIntercept", 0.0))
    if str(getattr(dataset, "PhotometricInterpretation", "MONOCHROME2")) == "MONOCHROME1":
        pixels = float(pixels.max() + pixels.min()) - pixels
    finite = pixels[np.isfinite(pixels)]
    if not finite.size:
        raise ValueError("no_finite_pixels")
    low, high = np.percentile(finite, [1, 99])
    if high <= low:
        scaled = np.zeros_like(pixels, dtype=np.float32)
    else:
        clean = np.nan_to_num(pixels, nan=float(low), posinf=float(high), neginf=float(low))
        scaled = np.clip((clean - low) / (high - low), 0, 1).astype(np.float32)
    return scaled, dicom_hash, sha256_bytes(scaled.tobytes())


def preprocess(images: list[np.ndarray]) -> torch.Tensor:
    frames = []
    for image in images:
        value = torch.from_numpy(image)[None, None]
        value = F.interpolate(value, size=(224, 224), mode="bilinear", align_corners=False)
        frames.append(value[0, 0])
    batch = torch.stack(frames)[:, None].repeat(1, 3, 1, 1)
    return (batch - IMAGENET_MEAN) / IMAGENET_STD


@torch.inference_mode()
def encode(model: nn.Module, images: list[np.ndarray], device: str) -> np.ndarray:
    batch = preprocess(images)
    chunks = []
    for start in range(0, len(batch), BATCH_SIZE):
        chunks.append(model(batch[start : start + BATCH_SIZE].to(device)).float().cpu())
    result = torch.cat(chunks).numpy().astype(np.float32)
    if result.shape != (len(images), 512) or not np.isfinite(result).all():
        raise ValueError("invalid_encoder_output")
    return result


def state_dict_hash(model: nn.Module) -> str:
    digest = hashlib.sha256()
    for name, tensor in sorted(model.state_dict().items()):
        value = tensor.detach().cpu().contiguous()
        digest.update(name.encode("utf-8") + b"\0")
        digest.update(str(value.dtype).encode("utf-8") + b"\0")
        digest.update(json.dumps(list(value.shape)).encode("utf-8") + b"\0")
        digest.update(value.numpy().tobytes())
    return digest.hexdigest()


def build_model(checkpoint: Path, device: str) -> tuple[nn.Module, str]:
    if sha256_file(checkpoint) != EXPECTED_RESNET18_FILE_SHA256:
        raise RuntimeError("offline_checkpoint_file_hash_mismatch")
    state = torch.load(checkpoint, map_location="cpu", weights_only=True)
    model = resnet18(weights=None)
    model.load_state_dict(state, strict=True)
    model.fc = nn.Identity()
    model = model.eval().to(device)
    for parameter in model.parameters():
        parameter.requires_grad_(False)
    backbone_hash = state_dict_hash(model)
    if backbone_hash != EXPECTED_RESNET18_BACKBONE_SHA256:
        raise RuntimeError("offline_checkpoint_state_hash_mismatch")
    return model, backbone_hash


def write_csv(frame: pd.DataFrame, path: Path) -> None:
    frame.to_csv(path, index=False, lineterminator="\n", float_format="%.10g")


def feature_code_hash() -> str:
    functions = [geometry_ordered_paths, central_five_indices, uniform_sixteen_indices, decode_and_scale, preprocess, encode, equal_series_mean, plane_balanced_mean]
    return sha256_text("\n".join(inspect.getsource(function) for function in functions))


def process_series(
    row: object,
    dicom_root: Path,
    model: nn.Module,
    device: str,
    preprocessing_hash: str,
    encoder_hash: str,
    backbone_hash: str,
) -> tuple[dict[str, object], list[dict[str, object]], np.ndarray, np.ndarray, np.ndarray]:
    series_dir = dicom_root / str(row.StudyInstanceUID) / str(row.SeriesInstanceUID)
    if not series_dir.is_dir():
        raise ValueError("series_directory_missing")
    records, header_digest = geometry_ordered_paths(series_dir)
    central_indices, uniform_indices, union_indices = extraction_indices(len(records))
    images = []
    selected_metadata = []
    for ordered_index in union_indices:
        record = records[ordered_index]
        scaled, dicom_hash, pixel_hash = decode_and_scale(Path(record["path"]))
        images.append(scaled)
        selected_metadata.append((ordered_index, dicom_hash, pixel_hash, record["sop_instance_sha256"]))
    encoded = encode(model, images, device)
    by_index = {ordered_index: encoded[position] for position, ordered_index in enumerate(union_indices)}
    central = np.stack([by_index[index] for index in central_indices]).mean(axis=0, dtype=np.float64).astype(np.float32)
    uniform = np.stack([by_index[index] for index in uniform_indices]).mean(axis=0, dtype=np.float64).astype(np.float32)
    slice_rows = []
    for feature, (ordered_index, dicom_hash, pixel_hash, sop_hash) in zip(encoded, selected_metadata, strict=True):
        key = canonical_hash(
            {
                "study_id_sha256": row.study_id_sha256,
                "series_id_sha256": row.series_id_sha256,
                "ordered_slice_index": int(ordered_index),
                "sop_instance_sha256": sop_hash,
                "dicom_sha256": dicom_hash,
                "scaled_pixel_sha256": pixel_hash,
                "preprocessing_sha256": preprocessing_hash,
                "encoder_code_sha256": encoder_hash,
                "resnet18_backbone_sha256": backbone_hash,
            }
        )
        slice_rows.append(
            {
                "global_series_index": int(row.global_series_index),
                "study_id_sha256": row.study_id_sha256,
                "series_id_sha256": row.series_id_sha256,
                "ordered_slice_index": int(ordered_index),
                "central_five": int(ordered_index in central_indices),
                "uniform_sixteen": int(ordered_index in uniform_indices),
                "slice_cache_key": key,
                "slice_feature_sha256": sha256_bytes(feature.tobytes()),
            }
        )
    central_keys = [slice_rows[union_indices.index(index)]["slice_cache_key"] for index in central_indices]
    uniform_keys = [slice_rows[union_indices.index(index)]["slice_cache_key"] for index in uniform_indices]
    series_row = {
        "global_series_index": int(row.global_series_index),
        "cohort_kind": row.cohort_kind,
        "cohort_index": int(row.cohort_index),
        "patient_id_sha256": row.patient_id_sha256,
        "study_id_sha256": row.study_id_sha256,
        "series_id_sha256": row.series_id_sha256,
        "anatomical_plane": row.anatomical_plane,
        "status": "VALID",
        "failure_reason": "",
        "geometry_ordered_slices": len(records),
        "header_digest_sha256": header_digest,
        "central_five_indices": json.dumps(central_indices, separators=(",", ":")),
        "uniform_sixteen_indices": json.dumps(uniform_indices, separators=(",", ":")),
        "extracted_union_indices": json.dumps(union_indices, separators=(",", ":")),
        "central_five_feature_sha256": sha256_bytes(central.tobytes()),
        "uniform_sixteen_feature_sha256": sha256_bytes(uniform.tobytes()),
        "central_five_cache_key": canonical_hash({"slice_cache_keys": central_keys, "pooling": "arithmetic_mean", "series_id_sha256": row.series_id_sha256}),
        "uniform_sixteen_cache_key": canonical_hash({"slice_cache_keys": uniform_keys, "pooling": "arithmetic_mean", "series_id_sha256": row.series_id_sha256}),
    }
    return series_row, slice_rows, encoded, central, uniform


def text_artifact_privacy_scan(output_dir: Path) -> tuple[bool, list[str]]:
    offenders = []
    for path in sorted(output_dir.iterdir()):
        if path.suffix.lower() in {".csv", ".json", ".log", ".md", ".txt"} and RAW_UID_PATTERN.search(path.read_bytes()):
            offenders.append(path.name)
    return not offenders, offenders


def main() -> None:
    torch.manual_seed(SEED)
    torch.backends.cudnn.benchmark = False
    torch.backends.cudnn.deterministic = True
    output_dir = Path("/kaggle/working" if Path("/kaggle/working").is_dir() else ".").resolve()
    started = time.perf_counter()
    input_root = resolve_private_input()
    expected, silver_studies, input_manifest = validate_private_input(input_root)
    series_csv, dicom_root = resolve_competition_data()
    mapped = map_raw_series(expected, series_csv)
    device, fallback_reason, assigned_gpu = select_device()
    if device == "cuda":
        torch.cuda.reset_peak_memory_stats()
    model, backbone_hash = build_model(input_root / "resnet18-f37072fd.pth", device)
    encoder_hash = feature_code_hash()
    preprocessing_hash = canonical_hash(PREPROCESSING_SPEC)
    kernel_hash = sha256_file(Path(__file__).resolve())

    study_order = expected[["cohort_kind", "cohort_index", "patient_id_sha256", "study_id_sha256"]].drop_duplicates().reset_index(drop=True)
    if len(study_order) != 570:
        raise RuntimeError("combined_study_order_invalid")

    series_rows: list[dict[str, object]] = []
    slice_rows: list[dict[str, object]] = []
    central_features: dict[int, np.ndarray] = {}
    uniform_features: dict[int, np.ndarray] = {}
    shard_records: list[dict[str, object]] = []
    time_limit_hit = False
    processing_seconds = 0.0

    for shard_index, start in enumerate(range(0, len(study_order), STUDIES_PER_SHARD)):
        if time.perf_counter() - started > SAFE_STOP_SECONDS:
            time_limit_hit = True
            break
        shard_studies = set(study_order.iloc[start : start + STUDIES_PER_SHARD].study_id_sha256)
        shard_series = mapped[mapped.study_id_sha256.isin(shard_studies)].sort_values("global_series_index", kind="mergesort")
        shard_slice_features: list[np.ndarray] = []
        shard_slice_series_indices: list[int] = []
        shard_slice_ordered_indices: list[int] = []
        shard_slice_central: list[int] = []
        shard_slice_uniform: list[int] = []
        shard_series_indices: list[int] = []
        shard_central: list[np.ndarray] = []
        shard_uniform: list[np.ndarray] = []

        for row in shard_series.itertuples(index=False):
            series_started = time.perf_counter()
            try:
                series_row, current_slices, encoded, central, uniform = process_series(
                    row, dicom_root, model, device, preprocessing_hash, encoder_hash, backbone_hash
                )
                global_index = int(row.global_series_index)
                central_features[global_index] = central
                uniform_features[global_index] = uniform
                shard_series_indices.append(global_index)
                shard_central.append(central)
                shard_uniform.append(uniform)
                for feature, item in zip(encoded, current_slices, strict=True):
                    shard_slice_features.append(feature)
                    shard_slice_series_indices.append(global_index)
                    shard_slice_ordered_indices.append(int(item["ordered_slice_index"]))
                    shard_slice_central.append(int(item["central_five"]))
                    shard_slice_uniform.append(int(item["uniform_sixteen"]))
                slice_rows.extend(current_slices)
            except Exception as error:
                reason = str(error)
                if reason not in {
                    "series_directory_missing", "no_dicom_files", "incomplete_geometry", "nonfinite_geometry_coordinate",
                    "duplicate_geometry_positions", "fewer_than_five_geometry_ordered_slices", "central_five_index_out_of_bounds",
                    "uniform_index_construction_failed", "decoded_pixels_not_2d", "no_finite_pixels", "invalid_encoder_output",
                }:
                    reason = type(error).__name__
                series_row = {
                    "global_series_index": int(row.global_series_index), "cohort_kind": row.cohort_kind,
                    "cohort_index": int(row.cohort_index), "patient_id_sha256": row.patient_id_sha256,
                    "study_id_sha256": row.study_id_sha256, "series_id_sha256": row.series_id_sha256,
                    "anatomical_plane": row.anatomical_plane, "status": "FAILED", "failure_reason": reason,
                    "geometry_ordered_slices": "", "header_digest_sha256": "", "central_five_indices": "",
                    "uniform_sixteen_indices": "", "extracted_union_indices": "", "central_five_feature_sha256": "",
                    "uniform_sixteen_feature_sha256": "", "central_five_cache_key": "", "uniform_sixteen_cache_key": "",
                }
            series_rows.append(series_row)
            processing_seconds += time.perf_counter() - series_started

        shard_path = output_dir / f"feature_shard_{shard_index:03d}.npz"
        if shard_series_indices:
            np.savez_compressed(
                shard_path,
                slice_features=np.stack(shard_slice_features).astype(np.float32),
                slice_series_indices=np.asarray(shard_slice_series_indices, dtype=np.int32),
                slice_ordered_indices=np.asarray(shard_slice_ordered_indices, dtype=np.int32),
                slice_central_five=np.asarray(shard_slice_central, dtype=np.uint8),
                slice_uniform_sixteen=np.asarray(shard_slice_uniform, dtype=np.uint8),
                series_indices=np.asarray(shard_series_indices, dtype=np.int32),
                central_five_series_features=np.stack(shard_central).astype(np.float32),
                uniform_sixteen_series_features=np.stack(shard_uniform).astype(np.float32),
            )
            shard_records.append({"path": shard_path.name, "sha256": sha256_file(shard_path), "bytes": shard_path.stat().st_size, "series": len(shard_series_indices), "slices": len(shard_slice_features)})
        print(json.dumps({"shard": shard_index, "series_processed": len(shard_series), "valid_series": len(shard_series_indices), "elapsed_seconds": time.perf_counter() - started}, sort_keys=True))

    series_manifest = pd.DataFrame(series_rows).sort_values("global_series_index", kind="mergesort").reset_index(drop=True)
    slice_manifest = pd.DataFrame(slice_rows).sort_values(["global_series_index", "ordered_slice_index"], kind="mergesort").reset_index(drop=True)
    write_csv(series_manifest, output_dir / "series_feature_manifest.csv")
    write_csv(slice_manifest, output_dir / "slice_feature_manifest.csv")

    study_rows = []
    central_equal_values = []
    central_plane_values = []
    uniform_equal_values = []
    uniform_plane_values = []
    for study in study_order.itertuples(index=False):
        rows = series_manifest[(series_manifest.study_id_sha256 == study.study_id_sha256) & (series_manifest.status == "VALID")]
        indices = rows.global_series_index.astype(int).tolist()
        planes = rows.anatomical_plane.tolist()
        complete = bool(indices) and all(plane in planes for plane in PLANES)
        if complete:
            central_array = np.stack([central_features[index] for index in indices])
            uniform_array = np.stack([uniform_features[index] for index in indices])
            ce = equal_series_mean(central_array)
            cp = plane_balanced_mean(central_array, planes)
            ue = equal_series_mean(uniform_array)
            up = plane_balanced_mean(uniform_array, planes)
        else:
            ce = cp = ue = up = np.full(512, np.nan, dtype=np.float32)
        central_equal_values.append(ce)
        central_plane_values.append(cp)
        uniform_equal_values.append(ue)
        uniform_plane_values.append(up)
        study_rows.append(
            {
                "cohort_kind": study.cohort_kind, "cohort_index": int(study.cohort_index),
                "patient_id_sha256": study.patient_id_sha256, "study_id_sha256": study.study_id_sha256,
                "status": "COMPLETE_THREE_PLANE" if complete else "INCOMPLETE",
                "valid_series": len(indices), "axial_series": planes.count("Axial"), "coronal_series": planes.count("Coronal"),
                "sagittal_series": planes.count("Sagittal"),
                "central_five_equal_series_sha256": sha256_bytes(ce.tobytes()) if complete else "",
                "central_five_plane_balanced_sha256": sha256_bytes(cp.tobytes()) if complete else "",
                "uniform_sixteen_equal_series_sha256": sha256_bytes(ue.tobytes()) if complete else "",
                "uniform_sixteen_plane_balanced_sha256": sha256_bytes(up.tobytes()) if complete else "",
            }
        )
    study_manifest = pd.DataFrame(study_rows)
    write_csv(study_manifest, output_dir / "study_feature_manifest.csv")
    study_cache_path = output_dir / "study_features.npz"
    np.savez_compressed(
        study_cache_path,
        cohort_kind=study_manifest.cohort_kind.to_numpy(dtype="U24"),
        cohort_index=study_manifest.cohort_index.to_numpy(dtype=np.int32),
        patient_id_sha256=study_manifest.patient_id_sha256.to_numpy(dtype="U64"),
        study_id_sha256=study_manifest.study_id_sha256.to_numpy(dtype="U64"),
        central_five_equal_series=np.stack(central_equal_values).astype(np.float32),
        central_five_plane_balanced=np.stack(central_plane_values).astype(np.float32),
        uniform_sixteen_equal_series=np.stack(uniform_equal_values).astype(np.float32),
        uniform_sixteen_plane_balanced=np.stack(uniform_plane_values).astype(np.float32),
    )

    valid_series = int((series_manifest.status == "VALID").sum())
    complete_studies = int((study_manifest.status == "COMPLETE_THREE_PLANE").sum())
    silver_complete = int(((study_manifest.cohort_kind == "silver_training") & (study_manifest.status == "COMPLETE_THREE_PLANE")).sum())
    gold_complete = int(((study_manifest.cohort_kind == "expert_gold_evaluation") & (study_manifest.status == "COMPLETE_THREE_PLANE")).sum())
    elapsed = time.perf_counter() - started
    text_privacy_passed, privacy_offenders = text_artifact_privacy_scan(output_dir)
    export_bytes_before_manifest = sum(path.stat().st_size for path in output_dir.iterdir() if path.is_file())
    gates = {
        "all_512_silver_studies_complete_three_plane": silver_complete == 512,
        "all_58_gold_studies_complete_three_plane": gold_complete == 58,
        "at_least_95_percent_series_valid": valid_series >= math.ceil(0.95 * 3442),
        "time_limit_not_hit": not time_limit_hit and elapsed < WALL_LIMIT_SECONDS,
        "export_below_4_gib": export_bytes_before_manifest < EXPORT_LIMIT_BYTES,
        "text_privacy_scan": text_privacy_passed,
        "offline_checkpoint_verified": backbone_hash == EXPECTED_RESNET18_BACKBONE_SHA256,
        "no_test_or_report_or_label_file_read": True,
    }
    accepted = all(gates.values())
    status = "COMPLETE_VALIDATED_INPUTS_ACCEPTED" if accepted else "COMPLETE_NOT_ACCEPTED"
    decision = "ALLOW_A4_3R_E1_MRI_ONLY_BASELINE" if accepted else "REJECT_FEATURE_EXTRACTION_INFRASTRUCTURE"
    peak_gpu_mb = float(torch.cuda.max_memory_allocated() / 1024**2) if device == "cuda" else 0.0
    summary = {
        "schema_version": 1, "stage": "A4.3R_E0_PRIVATE_FEATURE_EXTRACTION", "status": status, "decision": decision,
        "candidate_model_created": False, "candidate_metric_calculated": False,
        "counts": {"expected_studies": 570, "silver_training_studies": 512, "expert_gold_evaluation_studies": 58,
                   "expected_series": 3442, "valid_series": valid_series, "failed_series": len(series_manifest) - valid_series,
                   "complete_three_plane_studies": complete_studies, "selected_union_slices": len(slice_manifest)},
        "gates": gates,
        "hashes": {"input_manifest_sha256": EXPECTED_INPUT_MANIFEST_SHA256, "train_series_csv_sha256": EXPECTED_TRAIN_SERIES_SHA256,
                   "resnet18_file_sha256": EXPECTED_RESNET18_FILE_SHA256, "resnet18_backbone_sha256": backbone_hash,
                   "preprocessing_sha256": preprocessing_hash, "encoder_code_sha256": encoder_hash, "kernel_code_sha256": kernel_hash,
                   "study_features_sha256": sha256_file(study_cache_path)},
        "methods": PREPROCESSING_SPEC,
        "shards": shard_records,
        "privacy": {"raw_reports_read_or_written": False, "raw_identifiers_written": False, "raw_dicom_exported": False,
                    "gold_labels_read_or_written": False, "test_data_read": False, "text_scan_passed": text_privacy_passed,
                    "text_scan_offenders": privacy_offenders},
        "runtime": {"series_processing_seconds": processing_seconds, "total_seconds": elapsed, "time_limit_seconds": WALL_LIMIT_SECONDS},
        "resources": {"peak_process_rss_mb": peak_rss_mb(), "peak_gpu_allocated_mb": peak_gpu_mb,
                      "export_bytes_before_manifest": export_bytes_before_manifest},
        "environment": {"python": platform.python_version(), "platform": platform.platform(), "numpy": np.__version__,
                        "pandas": pd.__version__, "pydicom": pydicom.__version__, "torch": torch.__version__,
                        "torchvision": __import__("torchvision").__version__, "device": device, "assigned_gpu": assigned_gpu,
                        "device_fallback_reason": fallback_reason, "internet_enabled_by_metadata": False},
        "input_manifest": input_manifest,
    }
    summary_path = output_dir / "feature_extraction_summary.json"
    summary_path.write_text(json.dumps(summary, indent=2, sort_keys=True) + "\n", encoding="utf-8")
    run_log = {
        "stage": summary["stage"], "status": status, "decision": decision, "valid_series": valid_series,
        "failed_series": len(series_manifest) - valid_series, "complete_studies": complete_studies,
        "elapsed_seconds": elapsed, "device": device, "assigned_gpu": assigned_gpu,
    }
    (output_dir / "run.log").write_text(json.dumps(run_log, sort_keys=True) + "\n", encoding="utf-8")

    artifacts = []
    purposes = {
        "series_feature_manifest.csv": "Hashed per-series validity, geometry, cache, and feature hashes.",
        "slice_feature_manifest.csv": "Hashed per-slice cache and feature hashes with view-membership flags.",
        "study_feature_manifest.csv": "Hashed three-plane study coverage and four frozen representation hashes.",
        "study_features.npz": "Machine-readable five/16-slice equal-series and plane-balanced study features.",
        "feature_extraction_summary.json": "Methods, counts, gates, privacy, hashes, runtime, and resources.",
        "run.log": "Identifier-safe compact execution status.",
    }
    for path in sorted(output_dir.iterdir()):
        if not path.is_file() or path.name == "artifact_manifest.json":
            continue
        purpose = purposes.get(path.name, "Content-addressed resumable feature shard.")
        artifacts.append({"path": path.name, "sha256": sha256_file(path), "bytes": path.stat().st_size, "semantic_purpose": purpose})
    artifact_manifest = {
        "schema_version": 1, "stage": summary["stage"], "status": status, "decision": decision,
        "artifact_count_excluding_self": len(artifacts), "artifacts": artifacts,
        "source": {"kernel_code_sha256": kernel_hash, "input_manifest_sha256": EXPECTED_INPUT_MANIFEST_SHA256},
        "self_record": {"path": "artifact_manifest.json", "bytes": 0, "sha256": None,
                        "policy": "Actual SHA-256 is recorded externally; byte size uses fixed-point serialization."},
    }
    manifest_path = output_dir / "artifact_manifest.json"
    previous = None
    for _ in range(20):
        payload = (json.dumps(artifact_manifest, indent=2, sort_keys=True) + "\n").encode("utf-8")
        artifact_manifest["self_record"]["bytes"] = len(payload)
        if len(payload) == previous:
            break
        previous = len(payload)
    manifest_path.write_text(json.dumps(artifact_manifest, indent=2, sort_keys=True) + "\n", encoding="utf-8")
    if manifest_path.stat().st_size != artifact_manifest["self_record"]["bytes"]:
        raise RuntimeError("artifact_manifest_fixed_point_failed")
    print(json.dumps({"status": status, "decision": decision, "artifact_manifest_sha256": sha256_file(manifest_path),
                      "valid_series": valid_series, "failed_series": len(series_manifest) - valid_series,
                      "complete_studies": complete_studies, "elapsed_seconds": elapsed}, sort_keys=True))


if __name__ == "__main__":
    main()
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v2 deployment inference for the exact evaluated multisource model.

Nominal inputs use the byte-identical frozen E0 preprocessing and portable model.
Failed series are omitted from equal-series pooling and recorded by hashed identity.
A study with no usable series receives the frozen head-intercept probabilities.
"""

from __future__ import annotations

import argparse
import hashlib
import importlib.util
import json
import os
import platform
import time
from pathlib import Path

import numpy as np
import pandas as pd
from scipy.special import expit
import torch


FINDINGS = ["ACL", "MCL", "Medial Meniscus", "Lateral Meniscus", "Medial OA",
            "Lateral OA", "PF OA", "Effusion", "Synovitis", "Baker's",
            "Contusion", "Fracture"]
EXPECTED_MODEL_INPUT_MANIFEST_SHA256 = None
MODEL_ROOT = None
OUTPUT_DIR = None
EXPECTED_E0_SOURCE_SHA256 = "2f4e00016d064ce46e9034f1becf0a9f6fd88d541ab0ddffac2e924b9a64cad2"
EXPECTED_RESNET18_FILE_SHA256 = "f37072fd47e89c5e827621c5baffa7500819f7896bbacec160b1a16c560e07ec"
EXPECTED_RESNET18_BACKBONE_SHA256 = "cc718908452f4c6b6cee278bdc767e92d8b9ba8ddf2c2df076815cc87c7665db"
EXPECTED_E0_PREPROCESSING_SHA256 = "dc3671b9eca586b62518a5e270a07e9a46529a0e685aece3c231bf618341df20"
EXPECTED_E0_ENCODER_CODE_SHA256 = "ce6fc97fa31284dd02f08a41015b9fb440623a6c1f4974886d5aeb36a3058147"
PLANES = ("Axial", "Coronal", "Sagittal")
SAFE_STOP_SECONDS = int(7.75 * 60 * 60)
MISSING_SERIES_POLICY = "omit_failed_series_pool_valid_or_intercept_fallback_v2"


def sha256_file(path: Path) -> str:
    digest = hashlib.sha256()
    with path.open("rb") as handle:
        for chunk in iter(lambda: handle.read(1024 * 1024), b""):
            digest.update(chunk)
    return digest.hexdigest()


def sha256_text(value: str) -> str:
    return hashlib.sha256(value.encode("utf-8")).hexdigest()


def resolve_model_input() -> Path:
    if MODEL_ROOT is None or EXPECTED_MODEL_INPUT_MANIFEST_SHA256 is None:
        raise RuntimeError("explicit final single-model package binding is required")
    root = Path(MODEL_ROOT).resolve()
    if sha256_file(root / "input_manifest.json") != EXPECTED_MODEL_INPUT_MANIFEST_SHA256:
        raise RuntimeError("final model input manifest checksum mismatch")
    return root


def validate_model_input(root: Path) -> tuple[dict[str, object], dict[str, np.ndarray]]:
    input_manifest = json.loads((root / "input_manifest.json").read_text(encoding="utf-8"))
    if input_manifest["privacy"] != {
        "private_dataset_required": True, "raw_dicom_present": False,
        "raw_identifiers_present": False, "raw_reports_present": False,
        "test_labels_present": False,
    }:
        raise RuntimeError("deployment input privacy declaration mismatch")
    paths = set()
    for item in input_manifest["files"]:
        path = root / item["path"]
        if item["path"] in paths or not path.resolve().is_relative_to(root.resolve()) or path.is_symlink():
            raise RuntimeError("invalid or duplicate packaged artifact path")
        paths.add(item["path"])
        if not path.is_file() or path.stat().st_size != item["bytes"] or sha256_file(path) != item["sha256"]:
            raise RuntimeError("packaged artifact checksum mismatch")
    if not {"model_manifest.json", "student_parameters.npz", "frozen_e0_feature_extraction.py"}.issubset(paths):
        raise RuntimeError("required single-model package inventory missing")
    manifest = json.loads((root / "model_manifest.json").read_text(encoding="utf-8"))
    if manifest["label_order"] != FINDINGS or manifest["inference"]["MRI_only"] is not True or manifest["inference"]["student_models"] != 1:
        raise RuntimeError("single-model semantics changed")
    fit = manifest["fit"]
    if fit["training_studies"] != 4221 or fit["gold_training_studies"] != 0 or fit["reserved_training_studies"] != 0 or not fit["fit_id"]:
        raise RuntimeError("final silver-only fitting provenance changed")
    for field in ["registration_sha256", "training_manifest_sha256"]:
        if not isinstance(fit[field], str) or len(fit[field]) != 64 or any(c not in "0123456789abcdef" for c in fit[field]):
            raise RuntimeError("missing final fit source authority")
    if manifest["inference"]["missing_series_policy"] != MISSING_SERIES_POLICY:
        raise RuntimeError("registered robust series policy changed")
    parameter_path = root / "student_parameters.npz"
    if sha256_file(parameter_path) != manifest["artifacts"]["portable_parameters"]["sha256"]:
        raise RuntimeError("portable single-model parameter checksum mismatch")
    with np.load(parameter_path, allow_pickle=False) as archive:
        arrays = {name: archive[name] for name in archive.files}
    allowed = {"coefficient", "intercept", "scaler_mean", "scaler_scale", "findings", "active_mask"}
    if not set(arrays).issubset(allowed) or arrays["findings"].tolist() != FINDINGS:
        raise RuntimeError("portable single-model inventory or target order changed")
    expected = {"coefficient": (12, 512), "intercept": (12,), "scaler_mean": (512,), "scaler_scale": (512,)}
    for name, shape in expected.items():
        if arrays[name].shape != shape or arrays[name].dtype != np.float64 or not np.isfinite(arrays[name]).all():
            raise RuntimeError("invalid single-model parameter shape, dtype or value")
    if not (arrays["scaler_scale"] > 0).all():
        raise RuntimeError("invalid frozen scaler scale")
    return manifest, arrays


def load_frozen_e0(root: Path):
    path = root / "frozen_e0_feature_extraction.py"
    if sha256_file(path) != EXPECTED_E0_SOURCE_SHA256:
        raise RuntimeError("frozen E0 feature source mismatch")
    spec = importlib.util.spec_from_file_location("frozen_e0_feature_extraction", path)
    if spec is None or spec.loader is None:
        raise RuntimeError("cannot load frozen E0 feature source")
    module = importlib.util.module_from_spec(spec)
    spec.loader.exec_module(module)
    if module.canonical_hash(module.PREPROCESSING_SPEC) != EXPECTED_E0_PREPROCESSING_SHA256:
        raise RuntimeError("frozen E0 preprocessing mismatch")
    if module.feature_code_hash() != EXPECTED_E0_ENCODER_CODE_SHA256:
        raise RuntimeError("frozen E0 encoder code mismatch")
    return module


def resolve_checkpoint() -> Path:
    for path in Path("/kaggle/input").glob("**/resnet18-f37072fd.pth"):
        if sha256_file(path) == EXPECTED_RESNET18_FILE_SHA256:
            return path
    raise RuntimeError("verified offline ResNet-18 checkpoint is unavailable")


def resolve_competition_test() -> tuple[Path, Path, Path]:
    for root in (
        Path(os.environ.get("RSNA_DATA_ROOT", "/missing")),
        Path("/kaggle/input/rsna-knee-abnormality-detection"),
        Path("/kaggle/input/competitions/rsna-knee-abnormality-detection"),
    ):
        series_csv = next((path for path in (root / "test_series.csv", root / "metadata/test_series.csv") if path.is_file()), None)
        sample_csv = next((path for path in (root / "sample_submission.csv", root / "metadata/sample_submission.csv") if path.is_file()), None)
        dicom_root = next((path for path in (root / "test_series", root / "sample/test_series", root / "test_images") if path.is_dir()), None)
        if series_csv is not None and sample_csv is not None and dicom_root is not None:
            return series_csv, sample_csv, dicom_root
    raise RuntimeError("competition test MRI data is unavailable")


def require(condition, message):
    if not condition:
        raise ValueError(message)

def check_features(features):
    x = np.asarray(features)
    require(x.ndim == 2 and x.shape[1] == 512, "MRI features must have shape (n, 512)")
    require(x.dtype == np.float32, "MRI features must retain the frozen float32 dtype")
    require(np.isfinite(x).all(), "non-finite MRI features")
    return x

def predict_model(parameters, features):
    """Match frozen sklearn StandardScaler and binary logistic heads."""
    x = check_features(features)
    require(parameters['findings'].tolist() == FINDINGS, "target order changed")
    shapes = {'coefficient': (12, 512), 'intercept': (12,),
              'scaler_mean': (512,), 'scaler_scale': (512,)}
    for name, shape in shapes.items():
        require(parameters[name].shape == shape and np.isfinite(parameters[name]).all(),
                f"invalid {name}")
    require((parameters['scaler_scale'] > 0).all(), "invalid scaler scale")
    # StandardScaler transforms its float32 input in place: round after each
    # operation, then use the learned float64 coefficients for the head dot.
    scaled = x.copy()
    scaled -= parameters['scaler_mean']
    scaled /= parameters['scaler_scale']
    prediction = np.empty((len(x), 12), dtype=np.float64)
    for target in range(12):
        prediction[:, target] = expit(scaled @ parameters['coefficient'][target] + parameters['intercept'][target])
    require(np.isfinite(prediction).all(), "non-finite predictions")
    return prediction


def failure_record(row, error: Exception) -> dict[str, str]:
    """Return an identifier-safe diagnostic for one omitted series."""
    reason = f"{type(error).__name__}:{str(error)}"
    return {
        "study_id_sha256": str(row.study_id_sha256),
        "series_id_sha256": str(row.series_id_sha256),
        "reason_class": type(error).__name__,
        "reason_sha256": sha256_text(reason),
    }


def aggregate_studies(sample_ids, series, features_by_series, base):
    """Pool valid series and describe deterministic degraded-study handling."""
    study_features = []
    study_diagnostics = []
    no_valid_series = []
    for position, study_uid in enumerate(sample_ids):
        rows = series[series.StudyInstanceUID == study_uid]
        valid_mask = rows.global_series_index.map(
            lambda value: int(value) in features_by_series
        ).astype(bool)
        valid_rows = rows[valid_mask]
        valid_planes = sorted(set(valid_rows.anatomical_plane) & set(PLANES))
        missing_planes = sorted(set(PLANES) - set(valid_planes))
        values = [features_by_series[int(index)] for index in valid_rows.global_series_index]
        if values:
            study_features.append(base.equal_series_mean(np.stack(values)))
            fallback = "valid_series_equal_mean"
        else:
            # Placeholder is overwritten with exact expit(intercept) after the
            # ordinary predictor runs. It must still be finite float32 here.
            study_features.append(np.zeros(512, dtype=np.float32))
            no_valid_series.append(position)
            fallback = "frozen_head_intercept"
        if missing_planes or len(valid_rows) != len(rows) or not values:
            study_diagnostics.append({
                "study_id_sha256": sha256_text(str(study_uid)),
                "metadata_series": int(len(rows)),
                "valid_series": int(len(valid_rows)),
                "missing_valid_planes": missing_planes,
                "prediction_source": fallback,
            })
    return np.stack(study_features).astype(np.float32), no_valid_series, study_diagnostics


def main() -> None:
    torch.manual_seed(0)
    torch.backends.cudnn.benchmark = False
    torch.backends.cudnn.deterministic = True
    started = time.perf_counter()
    output_dir = Path(OUTPUT_DIR)
    if not output_dir.is_dir():
        raise RuntimeError("create the explicitly selected empty output directory first")
    if (output_dir / "submission.csv").exists() or (output_dir / "inference_validation.json").exists():
        raise RuntimeError("inference output exists; preserve it")
    model_root = resolve_model_input()
    model_manifest, arrays = validate_model_input(model_root)
    base = load_frozen_e0(model_root)
    checkpoint = resolve_checkpoint()
    series_csv, sample_csv, dicom_root = resolve_competition_test()
    sample = pd.read_csv(sample_csv, dtype={"StudyInstanceUID": str})
    expected_columns = ["StudyInstanceUID", *FINDINGS]
    if sample.columns.tolist() != expected_columns or sample.StudyInstanceUID.duplicated().any():
        raise RuntimeError("sample submission schema mismatch")
    series = pd.read_csv(series_csv, dtype=str, keep_default_na=False)
    required = {"StudyInstanceUID", "SeriesInstanceUID", "Anatomical_Plane"}
    if not required.issubset(series.columns):
        raise RuntimeError("test series metadata mismatch")
    duplicate_series = int(series.SeriesInstanceUID.duplicated(keep="first").sum())
    series = series.drop_duplicates("SeriesInstanceUID", keep="first").copy()
    sample_set = set(sample.StudyInstanceUID)
    extra_study_series = int((~series.StudyInstanceUID.isin(sample_set)).sum())
    series = series[series.StudyInstanceUID.isin(sample_set)].copy()
    order = {value: index for index, value in enumerate(sample.StudyInstanceUID)}
    series["cohort_index"] = series.StudyInstanceUID.map(order).astype(int)
    series["anatomical_plane"] = series.Anatomical_Plane.str.strip().str.title()
    series["study_id_sha256"] = series.StudyInstanceUID.map(sha256_text)
    series["series_id_sha256"] = series.SeriesInstanceUID.map(sha256_text)
    series = series.sort_values(["cohort_index", "anatomical_plane", "SeriesInstanceUID"], kind="mergesort").reset_index(drop=True)
    series.insert(0, "global_series_index", np.arange(len(series), dtype=np.int64))
    unsupported_plane = ~series.anatomical_plane.isin(PLANES)
    unsupported_records = [
        {
            "study_id_sha256": str(row.study_id_sha256),
            "series_id_sha256": str(row.series_id_sha256),
            "reason_class": "UnsupportedAnatomicalPlane",
            "reason_sha256": sha256_text("UnsupportedAnatomicalPlane:" + str(row.anatomical_plane)),
        }
        for row in series[unsupported_plane].itertuples(index=False)
    ]
    eligible_series = series[~unsupported_plane].copy()

    device, fallback_reason, assigned_gpu = base.select_device()
    if device == "cuda":
        torch.cuda.reset_peak_memory_stats()
    model, backbone_hash = base.build_model(checkpoint, device)
    if backbone_hash != EXPECTED_RESNET18_BACKBONE_SHA256:
        raise RuntimeError("loaded ResNet-18 backbone mismatch")

    features_by_series: dict[int, np.ndarray] = {}
    failures = list(unsupported_records)
    stopped_early = False
    processed_series = 0
    for offset, row in enumerate(eligible_series.itertuples(index=False)):
        if time.perf_counter() - started > SAFE_STOP_SECONDS:
            stopped_early = True
            break
        try:
            series_dir = dicom_root / str(row.StudyInstanceUID) / str(row.SeriesInstanceUID)
            ordered, _ = base.geometry_ordered_paths(series_dir)
            indices = base.central_five_indices(len(ordered))
            images = [base.decode_and_scale(Path(ordered[index]["path"]))[0] for index in indices]
            encoded = base.encode(model, images, device)
            features_by_series[int(row.global_series_index)] = encoded.mean(axis=0, dtype=np.float64).astype(np.float32)
        except Exception as error:
            failures.append(failure_record(row, error))
        processed_series += 1
        if (offset + 1) % 100 == 0:
            print(json.dumps({"series_complete": offset + 1, "series_total": len(eligible_series), "failures": len(failures), "elapsed_seconds": time.perf_counter() - started}, sort_keys=True))

    features, no_valid_series, study_diagnostics = aggregate_studies(
        sample.StudyInstanceUID.tolist(), series, features_by_series, base
    )
    prediction = predict_model(arrays, features)
    if no_valid_series:
        prediction[np.asarray(no_valid_series, dtype=int)] = expit(arrays["intercept"])
    if not np.isfinite(prediction).all() or ((prediction < 0) | (prediction > 1)).any():
        raise RuntimeError("invalid single-model prediction")
    submission = pd.DataFrame(prediction, columns=list(FINDINGS))
    submission.insert(0, "StudyInstanceUID", sample.StudyInstanceUID.to_numpy())
    if submission.columns.tolist() != expected_columns or submission.StudyInstanceUID.tolist() != sample.StudyInstanceUID.tolist():
        raise RuntimeError("final submission ordering mismatch")
    submission_path = output_dir / "submission.csv"
    submission.to_csv(submission_path, index=False, lineterminator="\n", float_format="%.17g")

    diagnostics = {
        "schema_version": 2,
        "missing_series_policy": MISSING_SERIES_POLICY,
        "duplicate_series_metadata_rows_omitted": duplicate_series,
        "series_for_non_sample_studies_omitted": extra_study_series,
        "metadata_series": int(len(series)),
        "eligible_series": int(len(eligible_series)),
        "processed_series": processed_series,
        "valid_series": int(len(features_by_series)),
        "omitted_series": failures,
        "omitted_series_count": len(failures),
        "runtime_guard_triggered": stopped_early,
        "unprocessed_series_after_runtime_guard": int(len(eligible_series) - processed_series),
        "degraded_studies": study_diagnostics,
        "degraded_study_count": len(study_diagnostics),
        "intercept_fallback_study_count": len(no_valid_series),
        "raw_identifiers_written": False,
    }
    diagnostics_path = output_dir / "inference_diagnostics.json"
    diagnostics_path.write_text(json.dumps(diagnostics, indent=2, sort_keys=True) + "\n", encoding="utf-8")

    summary = {
        "schema_version": 1,
        "stage": "FINAL_SILVER_ONLY_SINGLE_MODEL_MRI_INFERENCE",
        "status": "COMPLETE_VALIDATED_SUBMISSION_FILE_CREATED_NOT_SUBMITTED",
        "model_id": model_manifest["model_id"],
        "studies": len(sample),
        "series": len(series),
        "selected_slices": len(features_by_series) * 5,
        "labels": list(FINDINGS),
        "student_models_used": 1,
        "fit_id": model_manifest["fit"]["fit_id"],
        "model_input_manifest_sha256": EXPECTED_MODEL_INPUT_MANIFEST_SHA256,
        "missing_series_policy": MISSING_SERIES_POLICY,
        "omitted_series": len(failures),
        "degraded_studies": len(study_diagnostics),
        "intercept_fallback_studies": len(no_valid_series),
        "runtime_guard_triggered": stopped_early,
        "diagnostics_sha256": sha256_file(diagnostics_path),
        "MRI_only": True,
        "report_text_read": False,
        "test_labels_read": False,
        "internet_required": False,
        "private_kernel_required": True,
        "competition_submission_performed": False,
        "submission_sha256": sha256_file(submission_path),
        "runtime_seconds": time.perf_counter() - started,
        "environment": {"python": platform.python_version(), "numpy": np.__version__, "pandas": pd.__version__, "torch": torch.__version__, "device": device, "assigned_gpu": assigned_gpu, "device_fallback_reason": fallback_reason},
    }
    (output_dir / "inference_validation.json").write_text(json.dumps(summary, indent=2, sort_keys=True) + "\n", encoding="utf-8")
    print(json.dumps(summary, indent=2, sort_keys=True))


def predict_cached_features(features_path: Path, features_sha256: str) -> None:
    output = Path(OUTPUT_DIR) / "probabilities.npz"
    if not Path(OUTPUT_DIR).is_dir() or output.exists():
        raise RuntimeError("explicit output directory missing or output already exists")
    if sha256_file(features_path) != features_sha256:
        raise RuntimeError("explicit MRI feature checksum mismatch")
    root = resolve_model_input()
    manifest, parameters = validate_model_input(root)
    with np.load(features_path, allow_pickle=False) as archive:
        data = {key: archive[key] for key in archive.files}
    if not {"mri_features", "patient_id_sha256"}.issubset(data) or not set(data).issubset({"mri_features", "patient_id_sha256", "study_id_sha256"}):
        raise RuntimeError("cached prediction accepts MRI features and identities only")
    n = len(data["mri_features"])
    for name in ["patient_id_sha256", "study_id_sha256"]:
        if name in data and (data[name].shape != (n,) or len(set(data[name].tolist())) != n):
            raise RuntimeError("MRI identity shape or duplication")
    result = predict_model(parameters, data["mri_features"])
    with output.open("xb") as f:
        np.savez_compressed(f, probabilities=result, findings=np.asarray(FINDINGS),
                            fit_id=np.asarray(manifest["fit"]["fit_id"]),
                            model_input_manifest_sha256=np.asarray(EXPECTED_MODEL_INPUT_MANIFEST_SHA256),
                            **{key: data[key] for key in ["patient_id_sha256", "study_id_sha256"] if key in data})


def cli() -> None:
    global MODEL_ROOT, OUTPUT_DIR, EXPECTED_MODEL_INPUT_MANIFEST_SHA256
    parser = argparse.ArgumentParser(description=__doc__)
    parser.add_argument("--model-root", type=Path, required=True)
    parser.add_argument("--model-input-manifest-sha256", required=True)
    parser.add_argument("--output-dir", type=Path, required=True)
    parser.add_argument("--features", type=Path)
    parser.add_argument("--features-sha256")
    args = parser.parse_args()
    if len(args.model_input_manifest_sha256) != 64 or any(c not in "0123456789abcdef" for c in args.model_input_manifest_sha256):
        raise RuntimeError("exact final package SHA256 required")
    MODEL_ROOT = args.model_root
    OUTPUT_DIR = args.output_dir
    EXPECTED_MODEL_INPUT_MANIFEST_SHA256 = args.model_input_manifest_sha256
    if args.features is not None:
        if args.features_sha256 is None:
            raise RuntimeError("cached MRI feature SHA256 required")
        predict_cached_features(args.features, args.features_sha256)
    else:
        if args.features_sha256 is not None:
            raise RuntimeError("feature checksum provided without feature input")
        main()


if __name__ == "__main__":
    cli()
\",\"bytes\":21854,\"sha256\":\"5148b59c6baac5616c9222f40b403610742e8346a76591017ce52f02b45b838b\"},\"student_parameters.npz\":{\"base64\":\"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\",\"bytes\":56128,\"sha256\":\"4d7fefb5c921ee4b564f06b44e5cc459d78c25cc7bd9327ca5e6c0e915d5e04e\"}}')\nEXPECTED_INPUT_MANIFEST_SHA256='7f3eebfb96ee0dd55b59ac6f5df4cb95932d78216cd309fe14004f43bfb42690'\nEXPECTED_MODEL_SHA256='4d7fefb5c921ee4b564f06b44e5cc459d78c25cc7bd9327ca5e6c0e915d5e04e'\nEXPECTED_EXTRACTOR_SHA256='2f4e00016d064ce46e9034f1becf0a9f6fd88d541ab0ddffac2e924b9a64cad2'\nEXPECTED_POLICY='omit_failed_series_pool_valid_or_intercept_fallback_v2'\nKERNEL_ID='raymondodianfloyd/rsna-knee-silver4221-multisource-robust-submit-v2'\n\ndef sha(path):\n    h=hashlib.sha256()\n    with Path(path).open(\"rb\") as f:\n        for chunk in iter(lambda:f.read(1024*1024),b\"\"): h.update(chunk)\n    return h.hexdigest()\n\nworking=Path(\"/kaggle/working\")\npackage_root=working/\"exact_evaluated_package_v2\"\noutput_root=working/\"inference_output_v2\"\npackage_root.mkdir(parents=False,exist_ok=False)\noutput_root.mkdir(parents=False,exist_ok=False)\nfor name,item in PACKAGE.items():\n    data=base64.b64decode(item[\"base64\"],validate=True)\n    if len(data)!=item[\"bytes\"] or hashlib.sha256(data).hexdigest()!=item[\"sha256\"]: raise RuntimeError(\"embedded package validation failed\")\n    target=package_root/name\n    with target.open(\"xb\") as f: f.write(data)\n    if sha(target)!=item[\"sha256\"]: raise RuntimeError(\"reconstructed package validation failed\")\nif sha(package_root/\"input_manifest.json\")!=EXPECTED_INPUT_MANIFEST_SHA256: raise RuntimeError(\"input manifest changed\")\nif sha(package_root/\"student_parameters.npz\")!=EXPECTED_MODEL_SHA256: raise RuntimeError(\"evaluated weights changed\")\nif sha(package_root/\"frozen_e0_feature_extraction.py\")!=EXPECTED_EXTRACTOR_SHA256: raise RuntimeError(\"frozen extractor changed\")\n\npath=package_root/\"single_model_inference.py\"\nspec=importlib.util.spec_from_file_location(\"robust_v2_inference\",path)\nadapter=importlib.util.module_from_spec(spec); spec.loader.exec_module(adapter)\nadapter.MODEL_ROOT=package_root\nadapter.OUTPUT_DIR=output_root\nadapter.EXPECTED_MODEL_INPUT_MANIFEST_SHA256=EXPECTED_INPUT_MANIFEST_SHA256\nadapter.main()\n\nvalidation=json.loads((output_root/\"inference_validation.json\").read_text())\ndiagnostics=json.loads((output_root/\"inference_diagnostics.json\").read_text())\nsubmission=output_root/\"submission.csv\"\nif validation[\"status\"]!=\"COMPLETE_VALIDATED_SUBMISSION_FILE_CREATED_NOT_SUBMITTED\": raise RuntimeError(\"v2 inference incomplete\")\nif validation[\"missing_series_policy\"]!=EXPECTED_POLICY: raise RuntimeError(\"v2 policy changed\")\nif validation[\"submission_sha256\"]!=sha(submission): raise RuntimeError(\"submission checksum mismatch\")\nif diagnostics[\"raw_identifiers_written\"] is not False: raise RuntimeError(\"diagnostic privacy failure\")\n\nroot_submission=working/\"submission.csv\"\nwith submission.open(\"rb\") as source,root_submission.open(\"xb\") as target:\n    for chunk in iter(lambda:source.read(1024*1024),b\"\"): target.write(chunk)\nif sha(root_submission)!=validation[\"submission_sha256\"]: raise RuntimeError(\"root submission copy mismatch\")\nreceipt={\n \"schema_version\":2,\"status\":\"ROBUST_V2_VALIDATED_SUBMISSION_FILE_CREATED\",\n \"kernel_id\":KERNEL_ID,\"model_sha256\":EXPECTED_MODEL_SHA256,\"extractor_sha256\":EXPECTED_EXTRACTOR_SHA256,\n \"input_manifest_sha256\":EXPECTED_INPUT_MANIFEST_SHA256,\"submission_sha256\":sha(root_submission),\n \"studies\":validation[\"studies\"],\"series\":validation[\"series\"],\"selected_slices\":validation[\"selected_slices\"],\n \"omitted_series\":validation[\"omitted_series\"],\"degraded_studies\":validation[\"degraded_studies\"],\n \"intercept_fallback_studies\":validation[\"intercept_fallback_studies\"],\"runtime_guard_triggered\":validation[\"runtime_guard_triggered\"],\n \"runtime_seconds\":validation[\"runtime_seconds\"],\"environment\":validation[\"environment\"],\n \"competition_submission_performed_by_notebook\":False,\"MRI_only\":True,\"test_labels_read\":False,\"report_text_read\":False\n}\n(output_root/\"submission_receipt.json\").write_text(json.dumps(receipt,indent=2,sort_keys=True)+\"\\n\")\nprint(json.dumps(receipt,indent=2,sort_keys=True))\n"}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3"}},"nbformat":4,"nbformat_minor":5}