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}

"""GENERATED FILE -- do not edit.

Built by scripts/build_kernel.py from src/rsna_knee/ plus an entry script.
Edit those and re-run the builder; edits here are lost on the next push.
"""

import base64
import sys
import zlib
from pathlib import Path

# Outside /kaggle/working: everything under that directory becomes notebook
# output, and the package has no business in the cache we are producing.
_PKG = Path("/tmp/_rsna_pkg")
_PKG.mkdir(parents=True, exist_ok=True)
(_PKG / "rsna_knee").mkdir(exist_ok=True)

for _name, _blob in _SOURCES.items():
    _target = _PKG / "rsna_knee" / _name
    _target.parent.mkdir(parents=True, exist_ok=True)
    _target.write_bytes(zlib.decompress(base64.b64decode(_blob)))

if str(_PKG) not in sys.path:
    sys.path.insert(0, str(_PKG))


# --- entry script ---

"""Build one shard of the preprocessed cache on a Kaggle CPU notebook.

CPU notebooks do not consume GPU quota, and GPU quota is the binding constraint
in this project -- so decoding happens here, once, and training never touches a
raw DICOM again.

Runs the tested ``rsna_knee.preprocess`` code, packed in by
``scripts/build_kernel.py``, so this cannot drift from what the test suite
covers.
"""

# Substituted at push time by the pusher.
SHARD = 2
N_SHARDS = 3
LIMIT = 0
CACHE_VERSION = "v6"
SLICES = 20
IMAGE_SIZE = 384
CROP_MM = 130.0
# Empty means the default anatomical planes, i.e. the v2 cache. A slot list
# such as "Sagittal_FS,Sagittal_NFS,Coronal_FS,Coronal_NFS,Axial_FS" keeps
# both weightings per plane instead of discarding one.
SLOT_LIST = ""

import collections  # noqa: E402
import json  # noqa: E402
import time  # noqa: E402
from pathlib import Path  # noqa: E402

import pandas as pd  # noqa: E402

from rsna_knee.config import (  # noqa: E402
    CacheConfig,
    Config,
    DataConfig,
    PathConfig,
)
from rsna_knee.preprocess import build_cache, project_cache_size  # noqa: E402


def find_data_root() -> Path:
    """Locate the competition data; the mount path is not stable."""
    root = Path("/kaggle/input")
    for depth in (
        "*/train_series.csv",
        "*/*/train_series.csv",
        "*/*/*/train_series.csv",
    ):
        for hit in sorted(root.glob(depth)):
            return hit.parent
    raise SystemExit(f"no train_series.csv under {root}")


DATA = find_data_root()
print("data root:", DATA, flush=True)

SLOTS = tuple(s for s in SLOT_LIST.split(",") if s) or None
print("slots:", SLOTS or "planes (v2 default)", flush=True)

config = Config(
    paths=PathConfig(raw=DATA),
    data=DataConfig(planes=SLOTS) if SLOTS else DataConfig(),
    # v2 differs from v1 in what a slice *is*, not in its shape: each is now
    # cropped to a constant 130 mm before resizing, and right knees are
    # mirrored onto the left. Measured on 750 real series: v1's pitch met the
    # 0.5 mm Nyquist bound for a 1 mm tear on 3 of them, and 51.7% of series
    # were right knees entering the model mirrored.
    cache=CacheConfig(
        version=CACHE_VERSION,
        root=Path(f"/kaggle/working/cache_{CACHE_VERSION}"),
        slices=SLICES,
        image_size=IMAGE_SIZE,
        crop_mm=CROP_MM,
    ),
)

series = pd.read_csv(DATA / "train_series.csv")
studies = sorted(series[config.data.id_column].astype(str).unique())
print(f"{len(studies)} studies, {len(series)} series", flush=True)

# --- transfer-syntax census: this is open item O2 ----------------------------
# Decode cost varies by an order of magnitude between uncompressed and JPEG 2000,
# and the whole inference runtime budget rests on which dominates.
syntaxes: collections.Counter[str] = collections.Counter()
try:
    import pydicom

    # Sample across studies, not the first 400 files in traversal order --
    # those all come from one or two series and would make a mixed-syntax
    # dataset look uniform.
    study_dirs = sorted((DATA / "train_series").glob("*"))[::37][:120]
    sample_files = []
    for study_dir in study_dirs:
        for series_dir in sorted(study_dir.glob("*"))[:1]:
            sample_files += sorted(series_dir.glob("*.dcm"))[:3]
    for path in sample_files:
        try:
            header = pydicom.dcmread(str(path), stop_before_pixels=True)
            syntaxes[str(header.file_meta.TransferSyntaxUID.name)] += 1
        except Exception as error:  # noqa: BLE001
            syntaxes[f"unreadable: {type(error).__name__}"] += 1
    print(
        f"transfer syntaxes across {len(study_dirs)} studies "
        f"({len(sample_files)} files):",
        dict(syntaxes),
        flush=True,
    )
except Exception as error:  # noqa: BLE001
    print("syntax census skipped:", error, flush=True)

# --- build -------------------------------------------------------------------
# Let build_cache do the sharding -- that path is the one the tests cover.
# Doing it here as well double-shards and silently drops studies.
wanted = studies[:LIMIT] if LIMIT else studies
expected = len([u for i, u in enumerate(sorted(wanted)) if i % N_SHARDS == SHARD])
print(f"shard {SHARD}/{N_SHARDS}: {expected} of {len(wanted)} studies", flush=True)

started = time.perf_counter()
written = build_cache(
    config, wanted, series, DATA / "train_series", shard=SHARD, n_shards=N_SHARDS
)
elapsed = time.perf_counter() - started

print(f"\nbuilt {len(written)} studies in {elapsed / 60:.1f} min", flush=True)
print(f"sampling pitch: {config.cache.mm_per_pixel:.3f} mm/pixel", flush=True)
if len(written):
    print(f"  {elapsed / len(written):.2f} s/study")
    print("  status:", written["status"].value_counts().to_dict())

manifest = config.cache.root / "manifest.csv"
if manifest.exists():
    projection = project_cache_size(manifest, len(studies))
    print(json.dumps(projection, indent=2))
    print(
        f"\nPROJECTION: {projection['mean_mb_per_study']:.2f} MB/study -> "
        f"{projection['projected_gb_total']:.1f} GB for all {len(studies)} studies"
    )
    per_study = elapsed / max(len(written), 1)
    print(f"FULL BUILD ESTIMATE: {per_study * len(studies) / 3600:.1f} CPU-hours")
    print(
        f"  -> {per_study * len(studies) / 3600 / 11:.1f} notebook sessions at 11h each"
    )
