From c7de2c40790732edfe80028b1370726b283ec81c Mon Sep 17 00:00:00 2001 From: Tristan Simas Date: Tue, 29 Sep 2026 08:58:01 -0400 Subject: [PATCH 1/6] perf: fold fixed object-scoped long-form rows directly (#194) --- .../core/measurement_row_materialization.py | 89 +++++++++++++++++++ .../test_cellprofiler_measurement_rows.py | 28 ++++++ 2 files changed, 117 insertions(+) diff --git a/openhcs/core/measurement_row_materialization.py b/openhcs/core/measurement_row_materialization.py index d6b8cc6662..511001158e 100644 --- a/openhcs/core/measurement_row_materialization.py +++ b/openhcs/core/measurement_row_materialization.py @@ -826,6 +826,25 @@ def add( raise ValueError("Long-form measurement columns have no value column.") feature_values = feature_field_columns[0] measurement_values = value_field_columns[0] + if ( + object_name_values is None + and default_scope is MeasurementScope.OBJECT + and len(identity_columns) == 1 + and len(object_id_columns) == 1 + and not feature_columns + ): + self._add_object_scoped_long_form( + row_count=row_count, + subject=default_subject, + identity_column=identity_columns[0], + object_id_values=object_id_columns[0], + feature_values=feature_values, + measurement_values=measurement_values, + qualifier_columns=qualifier_columns, + project_feature_name=project_feature_name, + missing_cell=missing_cell, + ) + return subject_cache: dict[object, str] = {} source_cache: dict[object, str | None] = {} projected_feature_cache: dict[ @@ -1058,6 +1077,76 @@ def add( missing_cell, ) + def _add_object_scoped_long_form( + self, + *, + row_count: int, + subject: str, + identity_column: tuple[str, Sequence[object]], + object_id_values: Sequence[object], + feature_values: Sequence[object], + measurement_values: Sequence[object], + qualifier_columns: tuple[tuple[str, Sequence[object]], ...], + project_feature_name: MeasurementFeatureNameProjection, + missing_cell: object, + ) -> None: + """Fold object-owned long rows without repeating fixed ownership work.""" + subject_rows = self._rows.setdefault(subject, {}) + subject_order = self._order.setdefault(subject, []) + if subject not in self._object_subjects: + self._object_subjects.append(subject) + identity_field, image_values = identity_column + absent_identity = self._absent_identity + projection_cache: dict[tuple[str, tuple[tuple[str, object], ...]], str] = {} + for row_index in range(row_count): + image_value = image_values[row_index] + object_label = measurement_object_label_value(object_id_values[row_index]) + identity = ( + image_value, + object_label if object_label is not None else absent_identity, + ) + if image_value is absent_identity and object_label is None: + identity = (self._passthrough_identity, self._passthrough_index) + self._passthrough_index += 1 + target = subject_rows.get(identity) + if target is None: + target = {identity_field: image_value} + if object_label is not None: + target[MeasurementRowAxisField.OBJECT_LABEL.value] = object_label + subject_rows[identity] = target + subject_order.append(identity) + feature_value = feature_values[row_index] + if is_structural_missing_measurement_cell(feature_value): + continue + feature_name = ( + feature_value if isinstance(feature_value, str) else str(feature_value) + ) + if not feature_name: + raise ValueError("Long-form measurement row has an empty feature name.") + qualifier_values = tuple( + (field_name, value) + for field_name, values in qualifier_columns + for value in (values[row_index],) + if not is_structural_missing_measurement_cell(value) + ) + projection_key = (feature_name, qualifier_values) + projected_feature = projection_cache.get(projection_key) + if projected_feature is None: + projected_feature = project_feature_name(*projection_key) + projection_cache[projection_key] = projected_feature + measurement_value = measurement_values[row_index] + if is_structural_missing_measurement_cell(measurement_value): + raise ValueError( + f"Long-form measurement feature {feature_name!r} has no value." + ) + self._assign( + target, + identity, + projected_feature, + measurement_value, + missing_cell, + ) + def row_mappings_by_subject( self, ) -> dict[str, tuple[Mapping[str, object], ...]]: diff --git a/tests/unit/test_cellprofiler_measurement_rows.py b/tests/unit/test_cellprofiler_measurement_rows.py index 1489f9cce7..6aee8a97ca 100644 --- a/tests/unit/test_cellprofiler_measurement_rows.py +++ b/tests/unit/test_cellprofiler_measurement_rows.py @@ -753,6 +753,34 @@ def test_long_form_projection_omits_structurally_missing_qualifiers() -> None: ) +def test_object_scoped_long_form_projection_rejects_conflicting_values() -> None: + rows = _ColumnOnlyMeasurementRows( + { + "slice_index": (1, 1), + "object_label": (7, 7), + "feature_name": ("intensity", "intensity"), + "result_value": (4.0, 5.0), + }, + fields=( + FieldSpec("slice_index", int), + FieldSpec("object_label", int), + FieldSpec("feature_name", str), + FieldSpec("result_value", float), + ), + ) + accumulator = WideMeasurementRowAccumulator( + DEFAULT_RUNTIME_MEASUREMENT_ROW_IDENTITY_CONTRACT + ) + + with pytest.raises(ValueError, match="Conflicting sparse measurement values"): + accumulator.add( + rows, + lambda feature, _qualifiers: feature, + default_subject="Cells", + default_scope=MeasurementScope.OBJECT, + ) + + def test_wide_measurement_projection_uses_row_owned_scope_for_artifact_table() -> None: accumulator = WideMeasurementRowAccumulator( DEFAULT_RUNTIME_MEASUREMENT_ROW_IDENTITY_CONTRACT From 9042ec659b0f7d195e83a5dcfceee471e3d81be1 Mon Sep 17 00:00:00 2001 From: Tristan Simas Date: Tue, 29 Sep 2026 09:15:43 -0400 Subject: [PATCH 2/6] docs: record native-relative long-form export benchmarks (#194) --- .../perf_long_form_export_20260929/README.md | 34 +++++ .../imagingflow_scaling_vs_native.png | Bin 0 -> 131005 bytes .../observations.csv | 7 ++ .../official30_totals.csv | 3 + .../perf_long_form_export_20260929/plot.py | 117 ++++++++++++++++++ 5 files changed, 161 insertions(+) create mode 100644 benchmark/results/perf_long_form_export_20260929/README.md create mode 100644 benchmark/results/perf_long_form_export_20260929/imagingflow_scaling_vs_native.png create mode 100644 benchmark/results/perf_long_form_export_20260929/observations.csv create mode 100644 benchmark/results/perf_long_form_export_20260929/official30_totals.csv create mode 100644 benchmark/results/perf_long_form_export_20260929/plot.py diff --git a/benchmark/results/perf_long_form_export_20260929/README.md b/benchmark/results/perf_long_form_export_20260929/README.md new file mode 100644 index 0000000000..3f7fc51bc8 --- /dev/null +++ b/benchmark/results/perf_long_form_export_20260929/README.md @@ -0,0 +1,34 @@ +# Faster long-form spreadsheet folding (2026-09-29) + +This report supports [issue #194](https://github.com/OpenHCSDev/openhcs/issues/194) and the PR stacked on [plate-input transport PR #193](https://github.com/OpenHCSDev/openhcs/pull/193). The only code change is inside `WideMeasurementRowAccumulator`: when a long-form columnar table declares fixed object scope, one image identity, one object ID, and no additional wide feature columns, it folds the cells without repeatedly deriving ownership and subject maps. All other row shapes use the existing loop. Duplicate-value conflict checks, feature projection, output ordering, and the accumulator's nominal authority remain in place. + +The saved contract-selected ImagingFlow eight-well `RuntimeArtifactBatch` renders a 92,194,901-byte spreadsheet. Its replay took about **25.1 → 20.2 seconds**, with identical SHA-256 `87b68418e19a69f20b57cf7c9bda4d1ed4f4b73d4b22507d84c61accc4a9bbca`. The original accumulator spent about 8.7 seconds folding 3.1 million long-form `BF_cells_on_grid` and `SSC` cells in that batch; the candidate spent about 3.8 seconds. The full benchmark confirms that this local gain transfers to the plate execution interval. + +All runs below use the ordinary ZMQ route, a fresh client-owned server per observation, `fork` workers, and one native thread per worker. Each checkout was warmed once before its timed comparison. Compilation and server startup contribute to total time; execution includes workers, result transfer, and plate export. Values are seconds. + +| Checkout and workload | Control execution | Candidate execution | Control total | Candidate total | +| --- | ---: | ---: | ---: | ---: | +| Integrated, ImagingFlow 1 well / 1 worker | 20.107 | **18.915** | 25.945 | **24.847** | +| Integrated, ImagingFlow 16 wells / 4 workers | 126.078 | **115.808** | 139.305 | **128.913** | +| Exact stacked PR, ImagingFlow 16 wells / 4 workers | 171.049 | **160.498** | 184.284 | **173.733** | +| Integrated, official30 one-well total | 80.329 | **79.350** | 214.708 | **213.524** | + +The integrated control includes pending changes from PRs #157, #170, #175, #191, and #193; the candidate adds only this accumulator change. The exact stacked PR branches from #193 and lacks the separate #170/#175 changes, so it has a different absolute runtime and CSV from the integrated checkout. Its parent and candidate were compared only against each other. Both 16-well pairs saved about **10.5 seconds** of execution and total time. All **30/30** official one-well cases succeeded and **110/110** generated result files matched by relative path and bytes. The exact stacked 16-well CSV also matched its parent byte for byte. These checks establish output parity within each branch pair; they do not claim parity between branches with different pending code. + +The separately measured native CellProfiler 4.2.8.1 single-sample execution is **61.602 seconds** for ImagingFlow. Multiplying by 16 gives a **985.625-second projection**, not a measured native 16-well plate. The integrated candidate's execution is 3.26× faster at one well and 8.51× faster than that projection at 16 wells. The exact stacked candidate is 6.14× faster than the 16-well projection. Native CP execution is compared only to OpenHCS execution, not OpenHCS total time. + +![ImagingFlow execution scaling against native CP](imagingflow_scaling_vs_native.png) + +`observations.csv` and `official30_totals.csv` contain the recorded phase times and raw-run directory names; `plot.py` regenerates the figure. The native measurement comes from `benchmark/results/perf_lazy_catalog_20260929/native_cp_summary.csv`. The source batch was saved at `/home/ts/code/projects/openhcs-benchmark-runs/perf-spreadsheet-batch-imaging-8w-20260929.pkl`, and its original output is in `perf-spreadsheet-batch-capture-20260929`. Raw benchmark runs are under `/home/ts/code/projects/openhcs-benchmark-runs` with the directory names in the CSV files. + +Seventy-two focused measurement, spreadsheet, and analyst-export unit tests passed on the exact stacked PR branch. Black and the changed-line Ruff checks passed. Reproduce a 16-well observation with: + +```bash +OPENHCS_CPU_ONLY=true \ +OPENHCS_REFERENCE_EXPORT_PIPELINES_ROOT=/absolute/path/to/benchmark/reference_exports/official30_value_completion_20260914 \ +.venv/bin/python scripts/benchmark_cppipe_well_throughput.py \ + --manifest benchmark/manifests/official30_portable_axis1.json \ + --output-dir /path/to/output \ + --native-summary-csv benchmark/results/perf_lazy_catalog_20260929/native_cp_summary.csv \ + --mode 16w_4c --case ExampleImagingFlowCytometryObjectsInGrid +``` diff --git a/benchmark/results/perf_long_form_export_20260929/imagingflow_scaling_vs_native.png b/benchmark/results/perf_long_form_export_20260929/imagingflow_scaling_vs_native.png new file mode 100644 index 0000000000000000000000000000000000000000..0dabdfb7b3b3e2ebf1a3845556eee8949ad5d53f GIT binary patch literal 131005 zcmeFZhdWDIDJl&z3)y?` zJ?`V|^SSTe_x=;^`|dHSC^skoAvijFHb30<1a}k1zjgiJ5wi@^Nts(6X%`mt?itwEsS|CUv#`=VQ0HfNK{m4 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zT=eqXchHffxqv_3w_iUY>&=*2g*B|QG00`!O&_ay#yDOZKtfCCN)3HDeS@!W8a)Nz zxL=FrbXiLZ*50nDuKcJUOKhXV+)R@d&0D^*vC#}MS1^{S4L9955;B~Tb%)pHnEL=zjPZuKouy?|(jYg!>SAux)WR$HFvXS2uk*B%QXm(hQZqi|+Cb^YXOrDNR2JUJ^Be1Ax_Cth&M<5RXzj zuXI!x$kqSd*Q}|%$NcDDBEFP?Oxr%#`1Lw7pNjK)$M+l72&+^q5KS_qmFEY2evSde zS|7D^!4{rRj_U0FscR3?F031l>2r!_m$9GNKkH_2nlxB)-?M(}fzcg&T-casvpcK$?eN~ uTW9&dhwe@4{UiJU|7`m|G_3E None: + with (ROOT / "observations.csv").open(newline="") as stream: + rows = list(csv.DictReader(stream)) + by_pair = {(row["pair"], row["variant"]): row for row in rows} + + figure, (scaling, stacked) = plt.subplots(1, 2, figsize=(11, 4.5)) + wells = (1, 16) + for variant, color in (("control", "#677687"), ("candidate", "#138579")): + values = [ + float(by_pair[(f"integrated_{count}w", variant)]["execute_seconds"]) + for count in wells + ] + scaling.plot( + wells, + values, + marker="o", + linewidth=2.2, + color=color, + label=f"OpenHCS {variant}", + ) + native = [ + float( + by_pair[(f"integrated_{count}w", "candidate")][ + "projected_native_execution_seconds" + ] + ) + for count in wells + ] + scaling.plot( + wells, + native, + marker="o", + linestyle="--", + linewidth=1.7, + color="#b46239", + label="Native CP (16w projected)", + ) + scaling.set( + title="Integrated checkout: one vs 16 wells", + xlabel="Wells", + ylabel="Execution seconds (log scale)", + xticks=wells, + ylim=(12, 1400), + ) + scaling.set_yscale("log") + scaling.grid(axis="y", alpha=0.25) + scaling.legend(loc="upper left", fontsize=8) + for count, native_seconds in zip(wells, native, strict=True): + candidate_seconds = float( + by_pair[(f"integrated_{count}w", "candidate")]["execute_seconds"] + ) + scaling.annotate( + f"{native_seconds / candidate_seconds:.2f}×", + (count, candidate_seconds), + xytext=(0, 11 if count == 1 else -19), + textcoords="offset points", + ha="center", + fontsize=9, + color="#116e64", + ) + + exact = [ + float(by_pair[("stacked_pr_16w", variant)]["execute_seconds"]) + for variant in ("control", "candidate") + ] + bars = stacked.bar( + ("Control", "Candidate"), + exact, + color=("#677687", "#138579"), + width=0.55, + ) + stacked.bar_label(bars, labels=[f"{value:.1f}s" for value in exact], padding=4) + stacked.set( + title="Exact stacked PR: 16 wells", + ylabel="Execution seconds", + ylim=(0, max(exact) * 1.18), + ) + stacked.grid(axis="y", alpha=0.25) + stacked.set_axisbelow(True) + stacked.text( + 0.5, + 0.91, + f"{exact[0] - exact[1]:.1f}s saved", + transform=stacked.transAxes, + ha="center", + color="#116e64", + fontsize=10, + ) + + figure.suptitle("ImagingFlow execution: long-form spreadsheet folding") + figure.text( + 0.5, + 0.015, + "Native CP: one sample measured; 16 wells = 16 × that measurement, " + "not a native plate run.", + ha="center", + fontsize=8, + color="#555555", + ) + figure.tight_layout(rect=(0, 0.04, 1, 0.95)) + figure.savefig(ROOT / "imagingflow_scaling_vs_native.png", dpi=170) + + +if __name__ == "__main__": + main() From 55123a2df668b5fc4fc26f4c1986d0109be7362b Mon Sep 17 00:00:00 2001 From: Tristan Simas Date: Tue, 29 Sep 2026 09:16:39 -0400 Subject: [PATCH 3/6] docs: link long-form benchmark to PR #195 --- benchmark/results/perf_long_form_export_20260929/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/benchmark/results/perf_long_form_export_20260929/README.md b/benchmark/results/perf_long_form_export_20260929/README.md index 3f7fc51bc8..29a3100cf8 100644 --- a/benchmark/results/perf_long_form_export_20260929/README.md +++ b/benchmark/results/perf_long_form_export_20260929/README.md @@ -1,6 +1,6 @@ # Faster long-form spreadsheet folding (2026-09-29) -This report supports [issue #194](https://github.com/OpenHCSDev/openhcs/issues/194) and the PR stacked on [plate-input transport PR #193](https://github.com/OpenHCSDev/openhcs/pull/193). The only code change is inside `WideMeasurementRowAccumulator`: when a long-form columnar table declares fixed object scope, one image identity, one object ID, and no additional wide feature columns, it folds the cells without repeatedly deriving ownership and subject maps. All other row shapes use the existing loop. Duplicate-value conflict checks, feature projection, output ordering, and the accumulator's nominal authority remain in place. +This report supports [issue #194](https://github.com/OpenHCSDev/openhcs/issues/194) and [draft PR #195](https://github.com/OpenHCSDev/openhcs/pull/195), stacked on [plate-input transport PR #193](https://github.com/OpenHCSDev/openhcs/pull/193). The only code change is inside `WideMeasurementRowAccumulator`: when a long-form columnar table declares fixed object scope, one image identity, one object ID, and no additional wide feature columns, it folds the cells without repeatedly deriving ownership and subject maps. All other row shapes use the existing loop. Duplicate-value conflict checks, feature projection, output ordering, and the accumulator's nominal authority remain in place. The saved contract-selected ImagingFlow eight-well `RuntimeArtifactBatch` renders a 92,194,901-byte spreadsheet. Its replay took about **25.1 → 20.2 seconds**, with identical SHA-256 `87b68418e19a69f20b57cf7c9bda4d1ed4f4b73d4b22507d84c61accc4a9bbca`. The original accumulator spent about 8.7 seconds folding 3.1 million long-form `BF_cells_on_grid` and `SSC` cells in that batch; the candidate spent about 3.8 seconds. The full benchmark confirms that this local gain transfers to the plate execution interval. From dd2cde27b10c9c5230da67ab6234b6ab5d808ee0 Mon Sep 17 00:00:00 2001 From: Tristan Simas Date: Tue, 29 Sep 2026 10:09:33 -0400 Subject: [PATCH 4/6] Clarify cold native projection and total timing in export report MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Issue #196 now has a measured warm native four-job pilot. Label the prior 16× cold-launch projection distinctly and account for compilation and fresh-server overhead in PR #195's reported total time. --- .../perf_long_form_export_20260929/README.md | 6 ++++-- .../imagingflow_scaling_vs_native.png | Bin 131005 -> 134895 bytes .../perf_long_form_export_20260929/plot.py | 6 +++--- 3 files changed, 7 insertions(+), 5 deletions(-) diff --git a/benchmark/results/perf_long_form_export_20260929/README.md b/benchmark/results/perf_long_form_export_20260929/README.md index 29a3100cf8..a1f3a83a5b 100644 --- a/benchmark/results/perf_long_form_export_20260929/README.md +++ b/benchmark/results/perf_long_form_export_20260929/README.md @@ -1,6 +1,6 @@ # Faster long-form spreadsheet folding (2026-09-29) -This report supports [issue #194](https://github.com/OpenHCSDev/openhcs/issues/194) and [draft PR #195](https://github.com/OpenHCSDev/openhcs/pull/195), stacked on [plate-input transport PR #193](https://github.com/OpenHCSDev/openhcs/pull/193). The only code change is inside `WideMeasurementRowAccumulator`: when a long-form columnar table declares fixed object scope, one image identity, one object ID, and no additional wide feature columns, it folds the cells without repeatedly deriving ownership and subject maps. All other row shapes use the existing loop. Duplicate-value conflict checks, feature projection, output ordering, and the accumulator's nominal authority remain in place. +This report supports [issue #194](https://github.com/OpenHCSDev/openhcs/issues/194) and [PR #195](https://github.com/OpenHCSDev/openhcs/pull/195), stacked on [plate-input transport PR #193](https://github.com/OpenHCSDev/openhcs/pull/193). The only code change is inside `WideMeasurementRowAccumulator`: when a long-form columnar table declares fixed object scope, one image identity, one object ID, and no additional wide feature columns, it folds the cells without repeatedly deriving ownership and subject maps. All other row shapes use the existing loop. Duplicate-value conflict checks, feature projection, output ordering, and the accumulator's nominal authority remain in place. The saved contract-selected ImagingFlow eight-well `RuntimeArtifactBatch` renders a 92,194,901-byte spreadsheet. Its replay took about **25.1 → 20.2 seconds**, with identical SHA-256 `87b68418e19a69f20b57cf7c9bda4d1ed4f4b73d4b22507d84c61accc4a9bbca`. The original accumulator spent about 8.7 seconds folding 3.1 million long-form `BF_cells_on_grid` and `SSC` cells in that batch; the candidate spent about 3.8 seconds. The full benchmark confirms that this local gain transfers to the plate execution interval. @@ -15,7 +15,9 @@ All runs below use the ordinary ZMQ route, a fresh client-owned server per obser The integrated control includes pending changes from PRs #157, #170, #175, #191, and #193; the candidate adds only this accumulator change. The exact stacked PR branches from #193 and lacks the separate #170/#175 changes, so it has a different absolute runtime and CSV from the integrated checkout. Its parent and candidate were compared only against each other. Both 16-well pairs saved about **10.5 seconds** of execution and total time. All **30/30** official one-well cases succeeded and **110/110** generated result files matched by relative path and bytes. The exact stacked 16-well CSV also matched its parent byte for byte. These checks establish output parity within each branch pair; they do not claim parity between branches with different pending code. -The separately measured native CellProfiler 4.2.8.1 single-sample execution is **61.602 seconds** for ImagingFlow. Multiplying by 16 gives a **985.625-second projection**, not a measured native 16-well plate. The integrated candidate's execution is 3.26× faster at one well and 8.51× faster than that projection at 16 wells. The exact stacked candidate is 6.14× faster than the 16-well projection. Native CP execution is compared only to OpenHCS execution, not OpenHCS total time. +The candidate 16-well total exceeds server execution by **13.106 seconds**: **10.065 seconds** of compilation and **3.041 seconds** of fresh-server/client overhead. Summed across 30 independently launched one-well cases, the **134.174-second** gap is **70.196 seconds** of compilation and **63.978 seconds** of other per-case work. The benchmark total timer begins after source workspace preparation and pipeline import. + +The separately measured native CellProfiler 4.2.8.1 single-sample `EXECUTE_NATIVE_CP` phase is **61.602 seconds** for ImagingFlow and includes launching a fresh native subprocess. Multiplying by 16 gives a **985.625-second cold-launch projection**, not a measured native 16-well plate or a matched warmed-run speedup. The independent warm native experiment in [issue #196](https://github.com/OpenHCSDev/openhcs/issues/196) measured **59.680 seconds** at one well and **388.431 seconds** at 16 wells with four concurrent native jobs. Against this PR's matching OpenHCS server-execution observations, the measured warm ratios are **3.15×** and **3.35×**, respectively. The figure below retains the earlier projection explicitly as historical context; the measured-native report will supply the updated figure. ![ImagingFlow execution scaling against native CP](imagingflow_scaling_vs_native.png) diff --git a/benchmark/results/perf_long_form_export_20260929/imagingflow_scaling_vs_native.png b/benchmark/results/perf_long_form_export_20260929/imagingflow_scaling_vs_native.png index 0dabdfb7b3b3e2ebf1a3845556eee8949ad5d53f..0cfe19370d36749ef0e8181b4a7446621b6112a6 100644 GIT binary patch delta 106941 zcmZ6z1z1(l7BzYh5fu<=l~NFp5G16-AQTXk5R?=Uq`PCQh)RoeOM^&BH%PaHbf2^WIP`S!8}xj9 z6szUCG&@TJ*fKIQRH80d%*(e!dbze2{?sH$`CA+x*!ntVYLqh0{84^E_wVC?0y~9F z{rPk9`1trQU%&qP#!N(19-zl{m5q&Ue0usUJ$=GYvr9xo$`)3|R0)#4zY0u;wDt8r zVk5YhzBz8r;)E=ACE?kvj{0_|$kVg4U$V2alb(P4_%XlZ#!bvOHiM;{CQOM!TFm^O!WNxS6;k$@p^=cj_!Nahs#&Q+=O|}hR^Hj z>Mo6xQkV`E+*TTJJ3grH>LR{+_3GZ(=?RkZ^<>0;?8e=@WY3>J|2tHe)!s}@gno2Z z@=xWR@%Hk1ASZVTQ&nA!H9I@2zVHREb_;GIEiLV{r{{h6U3@~q#L9|hZyOz5{6(YY 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z+u%DP@s@chwwKipl?o;$wcyShOoE13a%l5g6L%B1itpY$x4pECLK`$E$utO??E?yq z5-eaG&_Pg=nBhk~?X989t~4_x$iryfiYa+|@3hA61wn~?!6Cp%FBV|o7YI!0?dRJn z%p?T-=9pG=wKtf0eJ<(?nG&_`omF2gwGOB_v1Le)z70@M#RA(TVcPq?)9t4?psm9m zI}beP`6R6NuAlnlR>sMt{g~Y~()XEVp!h!@jN?S8~@Y*elYk0yiMA6lEc*_uJ zd>?H#?6S-OT$g@z?`O*T2dm%iw&)6zN0t{XID*A&UG8`LFlBekzwKs|DC5=~x9W1c z^Wm1-{rgbB;az`)AK;&VwbcHfET{iAOwi;H(*$1{ZchDM&dxdB(n8qH{tL$msh`jP G_P+sVX|6y3 diff --git a/benchmark/results/perf_long_form_export_20260929/plot.py b/benchmark/results/perf_long_form_export_20260929/plot.py index 981b9348b7..abbdd6bcfa 100644 --- a/benchmark/results/perf_long_form_export_20260929/plot.py +++ b/benchmark/results/perf_long_form_export_20260929/plot.py @@ -45,7 +45,7 @@ def main() -> None: linestyle="--", linewidth=1.7, color="#b46239", - label="Native CP (16w projected)", + label="Native CP (16 × cold-launch reference)", ) scaling.set( title="Integrated checkout: one vs 16 wells", @@ -103,8 +103,8 @@ def main() -> None: figure.text( 0.5, 0.015, - "Native CP: one sample measured; 16 wells = 16 × that measurement, " - "not a native plate run.", + "Native CP: one fresh subprocess measured; 16 wells = 16 × that cold-launch " + "measurement, not a native plate run.", ha="center", fontsize=8, color="#555555", From 6816ee82f0e6097c1387c9844e78e4759f3cf633 Mon Sep 17 00:00:00 2001 From: Tristan Simas Date: Tue, 29 Sep 2026 10:28:21 -0400 Subject: [PATCH 5/6] Link final measured native scaling from spreadsheet report Use PR #197's clean four-job evidence and exact warmed one-well ratio for issue #196. --- benchmark/results/perf_long_form_export_20260929/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/benchmark/results/perf_long_form_export_20260929/README.md b/benchmark/results/perf_long_form_export_20260929/README.md index a1f3a83a5b..6a9ff42fc7 100644 --- a/benchmark/results/perf_long_form_export_20260929/README.md +++ b/benchmark/results/perf_long_form_export_20260929/README.md @@ -17,7 +17,7 @@ The integrated control includes pending changes from PRs #157, #170, #175, #191, The candidate 16-well total exceeds server execution by **13.106 seconds**: **10.065 seconds** of compilation and **3.041 seconds** of fresh-server/client overhead. Summed across 30 independently launched one-well cases, the **134.174-second** gap is **70.196 seconds** of compilation and **63.978 seconds** of other per-case work. The benchmark total timer begins after source workspace preparation and pipeline import. -The separately measured native CellProfiler 4.2.8.1 single-sample `EXECUTE_NATIVE_CP` phase is **61.602 seconds** for ImagingFlow and includes launching a fresh native subprocess. Multiplying by 16 gives a **985.625-second cold-launch projection**, not a measured native 16-well plate or a matched warmed-run speedup. The independent warm native experiment in [issue #196](https://github.com/OpenHCSDev/openhcs/issues/196) measured **59.680 seconds** at one well and **388.431 seconds** at 16 wells with four concurrent native jobs. Against this PR's matching OpenHCS server-execution observations, the measured warm ratios are **3.15×** and **3.35×**, respectively. The figure below retains the earlier projection explicitly as historical context; the measured-native report will supply the updated figure. +The separately measured native CellProfiler 4.2.8.1 single-sample `EXECUTE_NATIVE_CP` phase is **61.602 seconds** for ImagingFlow and includes launching a fresh native subprocess. Multiplying by 16 gives a **985.625-second cold-launch projection**, not a measured native 16-well plate or a matched warmed-run speedup. The independent warm native experiment in [PR #197](https://github.com/OpenHCSDev/openhcs/pull/197) measured **59.680 seconds** at one well and **388.431 seconds** at 16 wells with four concurrent native jobs. Against this PR's matching OpenHCS server-execution observations, the measured warm ratios are **3.16×** and **3.35×**, respectively. The figure below retains the earlier projection explicitly as historical context; [PR #197's report](https://github.com/OpenHCSDev/openhcs/blob/codex/native-synthetic-scaling/benchmark/results/perf_native_synthetic_scaling_20260929/README.md) contains the measured-native figure and timing evidence. ![ImagingFlow execution scaling against native CP](imagingflow_scaling_vs_native.png) From bb1b0b044a708642f8d18d989941b568b43e068b Mon Sep 17 00:00:00 2001 From: Tristan Simas Date: Tue, 29 Sep 2026 11:26:54 -0400 Subject: [PATCH 6/6] benchmark: document residual spreadsheet render costs Record unprofiled stage timings and an exact-byte dense writer prototype to bound follow-up work for #194. --- benchmark/results/perf_long_form_export_20260929/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/benchmark/results/perf_long_form_export_20260929/README.md b/benchmark/results/perf_long_form_export_20260929/README.md index 6a9ff42fc7..b858188209 100644 --- a/benchmark/results/perf_long_form_export_20260929/README.md +++ b/benchmark/results/perf_long_form_export_20260929/README.md @@ -4,6 +4,8 @@ This report supports [issue #194](https://github.com/OpenHCSDev/openhcs/issues/1 The saved contract-selected ImagingFlow eight-well `RuntimeArtifactBatch` renders a 92,194,901-byte spreadsheet. Its replay took about **25.1 → 20.2 seconds**, with identical SHA-256 `87b68418e19a69f20b57cf7c9bda4d1ed4f4b73d4b22507d84c61accc4a9bbca`. The original accumulator spent about 8.7 seconds folding 3.1 million long-form `BF_cells_on_grid` and `SSC` cells in that batch; the candidate spent about 3.8 seconds. The full benchmark confirms that this local gain transfers to the plate execution interval. +An unprofiled replay of the candidate on the same saved batch took **20.23 seconds**: measurement-table assembly took **11.45 seconds**, relationship rows **1.02 seconds**, combined-subject rows **1.20 seconds**, and CSV rendering **6.20 seconds**. These phases account for nearly the whole render time. A dense-row prototype produced identical CSV bytes but took **3.20 seconds** to build its matrix and **3.38 seconds** to write it, slower than the existing **6.28-second** CSV writer in that run. The remaining export cost spans consolidation and serialization; a writer swap alone cannot eliminate it. The one-well runtime profile attributed only **0.064 seconds** to constructing radial-distribution rows, so changing that producer's row carrier alone has little direct single-worker payoff. + All runs below use the ordinary ZMQ route, a fresh client-owned server per observation, `fork` workers, and one native thread per worker. Each checkout was warmed once before its timed comparison. Compilation and server startup contribute to total time; execution includes workers, result transfer, and plate export. Values are seconds. | Checkout and workload | Control execution | Candidate execution | Control total | Candidate total |