Remove the last reconstruction script

tue-cardiac/reconstruct.py was the only one of its kind left in the corpus.
The reconstruction scripts live in the OpenH-RF repo, next to the pipelines
they run; the corpus keeps the data cards and recipes.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

tue-cardiac/reconstruct.py

@@ -1,104 +0,0 @@
-#!/usr/bin/env python3
-"""Reconstruct one track/frame from a TU/e Cardiac multi-track zea file."""
-
-from __future__ import annotations
-
-import os
-
-os.environ.setdefault("KERAS_BACKEND", "jax")
-os.environ.setdefault("MPLBACKEND", "Agg")
-
-import argparse
-from pathlib import Path
-
-import matplotlib.pyplot as plt
-import numpy as np
-import zea
-from zea import Config, File, Pipeline
-
-
-HERE = Path(__file__).resolve().parent
-PIPELINE_FOR_TRACK = {
-    "focused_fund": "pipeline.yaml",
-    "focused_harm": "pipeline_harmonic.yaml",
-    "wide_fund": "pipeline.yaml",
-    "wide_harm": "pipeline_harmonic.yaml",
-    "planewave": "pipeline.yaml",
-    "diverging": "pipeline.yaml",
-    "hadamard": "pipeline_hadamard.yaml",
-    "random": "pipeline_random.yaml",
-}
-TRACKS = tuple(PIPELINE_FOR_TRACK)
-
-
-def main() -> int:
-    parser = argparse.ArgumentParser(description=__doc__)
-    parser.add_argument("zea_file", type=Path)
-    parser.add_argument("--track", required=True, choices=TRACKS)
-    parser.add_argument("--frame", type=int, default=0)
-    parser.add_argument("--pipeline", type=Path, default=None)
-    parser.add_argument("--output", type=Path, default=None)
-    parser.add_argument("--device", default=None, help="e.g. cpu, cuda:0, auto:1")
-    args = parser.parse_args()
-
-    pipeline_path = args.pipeline or HERE / "pipelines" / PIPELINE_FOR_TRACK[args.track]
-    output_path = args.output or HERE / "reference" / (
-        f"{args.zea_file.stem}_{args.track}_frame-{args.frame:03d}.png"
-    )
-    output_path.parent.mkdir(parents=True, exist_ok=True)
-
-    zea.init_device(device=args.device, verbose=False)
-    config = Config.from_path(str(pipeline_path))
-    pipeline = Pipeline.from_config(config)
-
-    with File(str(args.zea_file)) as handle:
-        labels = list(handle.track_labels)
-        if args.track not in labels:
-            raise ValueError(f"track {args.track!r} not found; available tracks: {labels}")
-        track = handle.tracks[labels.index(args.track)]
-        n_frames = int(track.data.raw_data.shape[0])
-        if not 0 <= args.frame < n_frames:
-            raise ValueError(f"frame {args.frame} outside 0..{n_frames - 1}")
-        parameters = track.load_parameters(**config.parameters)
-        raw = track.data.raw_data[args.frame : args.frame + 1]
-
-    inputs = pipeline.prepare_parameters(parameters)
-    outputs = pipeline(**{pipeline.key: raw}, **inputs)
-    image = np.asarray(outputs[pipeline.output_key])[0]
-    dynamic_range = tuple(config.parameters.dynamic_range)
-
-    # Scan conversion leaves pixels outside the polar sector undefined. Render
-    # those expected out-of-sector values at the display floor.
-    image = np.nan_to_num(
-        image,
-        nan=dynamic_range[0],
-        neginf=dynamic_range[0],
-        posinf=dynamic_range[1],
-    )
-
-    extent = getattr(parameters, "extent_imshow", None)
-    if extent is not None:
-        extent = np.asarray(extent) * 1e3
-    zea.visualize.set_mpl_style()
-    figure, axis = plt.subplots(figsize=(6, 6))
-    rendered = axis.imshow(
-        image,
-        extent=extent,
-        cmap="gray",
-        vmin=dynamic_range[0],
-        vmax=dynamic_range[1],
-        aspect="auto",
-    )
-    axis.set_xlabel("Lateral (mm)")
-    axis.set_ylabel("Depth (mm)")
-    axis.set_title(f"{args.zea_file.stem} — {args.track} — frame {args.frame}")
-    figure.colorbar(rendered, ax=axis, label="dB")
-    figure.tight_layout()
-    figure.savefig(output_path, dpi=150, bbox_inches="tight", metadata={})
-    plt.close(figure)
-    print(f"saved {output_path}")
-    return 0
-
-
-if __name__ == "__main__":
-    raise SystemExit(main())