From 139d95631f270b56b7da8fd69c22481616fb1a4e Mon Sep 17 00:00:00 2001 From: Lars Bogner Date: Mon, 22 Jun 2026 16:55:51 +0200 Subject: [PATCH] Add pdg energy/length contribution pie plots pdg_contribution_table_pl sums real/generated total deposited energy and total step_length per pdg species over the whole file (pure lazy polars group_by, no post_pos reconstruction needed for these scalars). Adds plot_pdg_energy_share/plot_pdg_length_share, each rendering two pies (real vs generated) so the per-species breakdown can be compared directly, plus a matching notebook section. Co-Authored-By: Claude Sonnet 4.6 --- analysis/validation.ipynb | 100 +++++++++++++++++++++++-------- giant/analysis.py | 121 ++++++++++++++++++++++++++++++++++++++ tests/test_analysis.py | 74 ++++++++++++++++++++++- 3 files changed, 268 insertions(+), 27 deletions(-) diff --git a/analysis/validation.ipynb b/analysis/validation.ipynb index a3f975a..c5ee062 100644 --- a/analysis/validation.ipynb +++ b/analysis/validation.ipynb @@ -49,13 +49,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_338481/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "/tmp/ipykernel_370449/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n", - "/tmp/ipykernel_338481/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "/tmp/ipykernel_370449/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n", - "/tmp/ipykernel_338481/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "/tmp/ipykernel_370449/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n", - "/tmp/ipykernel_338481/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + "/tmp/ipykernel_370449/3415847466.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, @@ -235,21 +235,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "e88c8bd9", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Scatter for physically-coupled pairs (step_length/delta_e/edep) \u2014 the\n", "# joint-structure check correlation matrices alone can't fully capture.\n", @@ -258,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "8c6e5d81", "metadata": {}, "outputs": [ @@ -289,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "2fb6c511", "metadata": {}, "outputs": [ @@ -327,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "d9a6c47b", "metadata": {}, "outputs": [], @@ -353,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "0e5d3f74", "metadata": {}, "outputs": [ @@ -404,7 +393,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "a94c6034", "metadata": {}, "outputs": [ @@ -435,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "f3652b29", "metadata": {}, "outputs": [ @@ -466,7 +455,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "78bf19d5", "metadata": {}, "outputs": [ @@ -485,6 +474,69 @@ "_ = plot_shower_max_depth(obs)" ] }, + { + "cell_type": "markdown", + "id": "f8dabe1c", + "metadata": {}, + "source": [ + "## Particle-species (pdg) contribution shares\n", + "\n", + "Dataset-wide (not per-event) breakdown of which pdg species contributed how much of the total deposited energy / total length traveled, real vs. generated. Pure lazy `group_by(\"pdg\")` over the whole file \u2014 no post_pos reconstruction needed since these are scalar sums." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d4ef0559", + "metadata": {}, + "outputs": [], + "source": [ + "from giant.analysis import pdg_contribution_table_pl\n", + "from giant.analysis import plot_pdg_energy_share, plot_pdg_length_share\n", + "\n", + "pdg_table = pdg_contribution_table_pl(FILE)" + ] + }, + { + "cell_type": "markdown", + "id": "44aa3ad3", + "metadata": {}, + "source": [ + "### Energy share by particle type\n", + "\n", + "Two pies side by side \u2014 real and generated \u2014 so the breakdown of which species deposits the energy can be compared directly. Small contributors are lumped into \"other\" (see `max_slices`)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "06952b61", + "metadata": {}, + "outputs": [], + "source": [ + "_ = plot_pdg_energy_share(pdg_table)" + ] + }, + { + "cell_type": "markdown", + "id": "7b1ee5f0", + "metadata": {}, + "source": [ + "### Length-traveled share by particle type\n", + "\n", + "Same breakdown, but by total path length traveled (`sum(step_length)`) rather than deposited energy." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d46f1d96", + "metadata": {}, + "outputs": [], + "source": [ + "_ = plot_pdg_length_share(pdg_table)" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/giant/analysis.py b/giant/analysis.py index 09391dd..572a1be 100644 --- a/giant/analysis.py +++ b/giant/analysis.py @@ -44,6 +44,16 @@ corrupted by partial events:: plot_transverse_profile(obs) plot_shower_max_depth(obs) +For the dataset-wide breakdown of which particle species (pdg) contributed +how much of the total energy/length, see `pdg_contribution_table_pl`:: + + from giant.analysis import pdg_contribution_table_pl + from giant.analysis import plot_pdg_energy_share, plot_pdg_length_share + + table = pdg_contribution_table_pl("path/to/steps_predicted_local.parquet") + plot_pdg_energy_share(table) + plot_pdg_length_share(table) + Four tiers of checks, building on the aggregate marginal/KL check in `giant.validate.validate_marginals`: @@ -1342,3 +1352,114 @@ def plot_shower_max_depth(observables: EventObservables, bins: int = 30): ax.legend(fontsize=8) fig.tight_layout() return fig + + +# --------------------------------------------------------------------------- +# Particle-species (pdg) contribution shares +# +# Dataset-wide (not per-event) breakdown of which pdg species contributed how +# much of the total deposited energy / total length traveled. Unlike the +# event-level checks above, this only needs scalar sums — no post_pos +# reconstruction, no shower axis — so it's a single lazy polars group_by. +# --------------------------------------------------------------------------- + +_PDG_NAMES = {11: "e-", -11: "e+", 22: "gamma", 2112: "n", 2212: "p"} + + +def _pdg_label(pdg: int) -> str: + if pdg in _PDG_NAMES: + return _PDG_NAMES[pdg] + if abs(pdg) > 1_000_000_000: + return f"ion{pdg}" + return str(pdg) + + +def pdg_contribution_table_pl(source: str | Path | pl.LazyFrame) -> pl.DataFrame: + """Total edep / step_length contributed by each pdg species, real vs generated. + + One row per pdg code, sorted by pdg. Pure lazy polars `group_by` over the + whole file — `edep`/`step_length` are scalars unaffected by the + local-frame rotation, so this only needs the same `exp(...) - eps` de-log + transform `inv_log_transform` does, expressed directly as a polars expr. + """ + lf = _scan_predicted_local(source) + + def _delog(col: str) -> pl.Expr: + return pl.col(col).exp() - _LOG_EPS + + return ( + lf.group_by("pdg") + .agg( + _delog("true_log_edep").sum().alias("real_total_edep"), + _delog("pred_log_edep").sum().alias("gen_total_edep"), + _delog("true_log_step_length").sum().alias("real_total_length"), + _delog("pred_log_step_length").sum().alias("gen_total_length"), + ) + .collect() + .sort("pdg") + ) + + +def _pdg_pie_shares( + table: pl.DataFrame, real_col: str, gen_col: str, max_slices: int +) -> tuple[list[str], np.ndarray, np.ndarray]: + """Pie-ready (labels, real_values, gen_values), lumping small contributors into 'other'. + + Ranked by combined real+gen contribution so the same species end up in + the same slice position in both pies, making them easier to compare. + """ + pdg = table["pdg"].to_numpy() + real = table[real_col].to_numpy() + gen = table[gen_col].to_numpy() + + order = np.argsort(-(real + gen)) + pdg, real, gen = pdg[order], real[order], gen[order] + + if len(pdg) > max_slices: + keep = max_slices - 1 + labels = [_pdg_label(int(p)) for p in pdg[:keep]] + ["other"] + real = np.append(real[:keep], real[keep:].sum()) + gen = np.append(gen[:keep], gen[keep:].sum()) + else: + labels = [_pdg_label(int(p)) for p in pdg] + + return labels, real, gen + + +def _plot_pdg_pie( + table: pl.DataFrame, real_col: str, gen_col: str, suptitle: str, max_slices: int +): + labels, real_vals, gen_vals = _pdg_pie_shares(table, real_col, gen_col, max_slices) + + fig, axes = plt.subplots(1, 2, figsize=(9, 4.5)) + for ax, vals, title in [ + (axes[0], real_vals, "real"), + (axes[1], gen_vals, "generated"), + ]: + ax.pie(vals, labels=labels, autopct="%1.1f%%", startangle=90) + ax.set_title(title) + fig.suptitle(suptitle) + fig.tight_layout() + return fig + + +def plot_pdg_energy_share(table: pl.DataFrame, max_slices: int = 6): + """Real-vs-generated pies of total deposited energy share by pdg species.""" + return _plot_pdg_pie( + table, + "real_total_edep", + "gen_total_edep", + "deposited energy share by particle type", + max_slices, + ) + + +def plot_pdg_length_share(table: pl.DataFrame, max_slices: int = 6): + """Real-vs-generated pies of total length-traveled share by pdg species.""" + return _plot_pdg_pie( + table, + "real_total_length", + "gen_total_length", + "length traveled share by particle type", + max_slices, + ) diff --git a/tests/test_analysis.py b/tests/test_analysis.py index a5ee5f8..64a9b34 100644 --- a/tests/test_analysis.py +++ b/tests/test_analysis.py @@ -19,6 +19,7 @@ from giant.analysis import ( load_predicted_local, marginal_table, marginal_table_pl, + pdg_contribution_table_pl, plot_constraint_violations, plot_correlation_matrices, plot_direction_alignment, @@ -27,6 +28,8 @@ from giant.analysis import ( plot_longitudinal_profile, plot_marginals, plot_pairwise, + plot_pdg_energy_share, + plot_pdg_length_share, plot_shower_max_depth, plot_total_energy, plot_total_length, @@ -400,10 +403,11 @@ def _write_event_level_parquet(path, rng=None): _make_event_level_arrays(rng) ) n = len(event_id) + pdg = rng.choice([11, -11, 22], n) table = pa.table( { "event_id": event_id, - "pdg": rng.choice([11, -11, 22], n), + "pdg": pdg, "pre_x": pre_pos[:, 0], "pre_y": pre_pos[:, 1], "pre_z": pre_pos[:, 2], @@ -431,7 +435,7 @@ def _write_event_level_parquet(path, rng=None): } ) pq.write_table(table, path) - return event_id, pre_pos, pre_dir, pre_E, true_log_local, pred_log_local + return event_id, pre_pos, pre_dir, pre_E, true_log_local, pred_log_local, pdg def _expected_event_table( @@ -480,7 +484,7 @@ def _expected_event_table( def test_compute_event_observables_pl_matches_manual_reconstruction(tmp_path): path = tmp_path / "event_level.parquet" - event_id, pre_pos, pre_dir, pre_E, true_log_local, pred_log_local = ( + event_id, pre_pos, pre_dir, pre_E, true_log_local, pred_log_local, _pdg = ( _write_event_level_parquet(path) ) expected = _expected_event_table( @@ -566,3 +570,67 @@ def test_event_level_plots_run_without_error(tmp_path): assert plot_longitudinal_profile(obs) is not None assert plot_transverse_profile(obs) is not None assert plot_shower_max_depth(obs) is not None + + +def test_pdg_contribution_table_pl_matches_manual_sums(tmp_path): + path = tmp_path / "event_level.parquet" + _, _, _, _, true_log_local, pred_log_local, pdg = _write_event_level_parquet(path) + + real_edep = inv_log_transform(true_log_local[:, 2]) + gen_edep = inv_log_transform(pred_log_local[:, 2]) + real_length = inv_log_transform(true_log_local[:, 0]) + gen_length = inv_log_transform(pred_log_local[:, 0]) + + expected = {} + for p in np.unique(pdg): + mask = pdg == p + expected[int(p)] = ( + float(real_edep[mask].sum()), + float(gen_edep[mask].sum()), + float(real_length[mask].sum()), + float(gen_length[mask].sum()), + ) + + table = pdg_contribution_table_pl(path).sort("pdg") + for i, p in enumerate(table["pdg"].to_list()): + real_e, gen_e, real_l, gen_l = expected[int(p)] + np.testing.assert_allclose(table["real_total_edep"][i], real_e, rtol=1e-4) + np.testing.assert_allclose(table["gen_total_edep"][i], gen_e, rtol=1e-4) + np.testing.assert_allclose(table["real_total_length"][i], real_l, rtol=1e-4) + np.testing.assert_allclose(table["gen_total_length"][i], gen_l, rtol=1e-4) + + +def test_pdg_contribution_table_pl_accepts_lazyframe(tmp_path): + path = tmp_path / "event_level.parquet" + _write_event_level_parquet(path) + + from_path = pdg_contribution_table_pl(path).sort("pdg") + from_lf = pdg_contribution_table_pl(pl.scan_parquet(path)).sort("pdg") + + np.testing.assert_allclose( + from_lf["real_total_edep"].to_numpy(), from_path["real_total_edep"].to_numpy() + ) + + +def test_pdg_pie_plots_run_without_error(tmp_path): + path = tmp_path / "event_level.parquet" + _write_event_level_parquet(path) + table = pdg_contribution_table_pl(path) + + assert plot_pdg_energy_share(table) is not None + assert plot_pdg_length_share(table) is not None + + +def test_plot_pdg_energy_share_caps_slices(): + table = pl.DataFrame( + { + "pdg": list(range(10)), + "real_total_edep": [float(10 - i) for i in range(10)], + "gen_total_edep": [float(10 - i) for i in range(10)], + "real_total_length": [float(10 - i) for i in range(10)], + "gen_total_length": [float(10 - i) for i in range(10)], + } + ) + fig = plot_pdg_energy_share(table, max_slices=4) + for ax in fig.axes: + assert len(ax.patches) == 4