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fix(engine): a parameter filled with its declared value builds the same model every time - #2053
Prompt: In fluxopt/specsolve, src/specsolve/relational/engine/attaching.py fills a parameter that declares a value for a missing row (missing: 1, missing: .inf, …) through _filled, which calls _product. Neither join keeps an order […] Two builds from the same sources then differ in the last bit of some coefficients.
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_filled and _product now keep the row order in their joins, so the filled rows come back in label order. A sum over them then adds its terms in the same order, and two builds give the same model bit for bit.
Method, mutation table, gates, what was not done
Reproduction.tests/test_order.py::test_a_parameter_filled_with_its_declared_value_builds_the_same_model builds a 200 × 50 cost with missing: 1, about half its rows given, five times, and compares the builds as _built does. On 8c6dd02 with 4 polars threads it failed at every run (also with POLARS_MAX_THREADS=2). It landed first as a strict xfail (95f3fec), and the marker comes off with the fix. A probe gave a different build at every run down to 20 × 10. With POLARS_MAX_THREADS=1, all builds agreed.
Both arguments are needed. Probe at 200 × 50, 6 builds:
maintain_order on
distinct builds
neither (main)
6
left join only
6
cross join only
6
both
1
Mutation table. Taken by hand, because tools.mutate deletes lines and these guards are arguments. Same precautions: __pycache__ dropped on both sides, restored with git checkout --, tree clean after each. Full suite, pytest -q -n auto.
guard removed
result
maintain_order='left_right' on the cross join in _product
Only the new test catches either one, which is the reason it exists.
Gates.pixi run check passed on aa9eabd: 5761 passed, 574 skipped, 4 xfailed, all of them xfails that were already there. After the changelog commit I ran tests/test_changelog.py and pixi run lint. I did not run the floors environment. polars 1.33.1 already takes maintain_order='left_right' on a cross join at src/specsolve/strategy.py:560.
Merging this PR will degrade performance by 67.75%
1 warning
⚠️1 benchmark with a significant change ran on different hardware
Its base and head results were measured on machines with a different CPU, core count or memory, so the change might not come from the code. Run base and head on the same runner type.
No successful run was found on main (d037f2a) during the generation of this report, so 582e5c1 was used instead as the comparison base. There might be some changes unrelated to this pull request in this report. ↩
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Walkthrough
The engine now preserves row order in cross joins and filled-row joins. A regression test checks that repeated builds from the same parameter data produce identical model representations.
Changes: Model build ordering
Layer / File(s)
Summary
Join ordering and repeated-build validation src/specsolve/_engine/attaching.py, tests/test_order.py, CHANGELOG.md
_product preserves left-to-right order in cross joins. _filled preserves left-side order so filled rows follow dimension-label order. A regression test checks five builds from the same parameter data. The changelog records the fix.
Issue 1898 reports non-deterministic model builds caused by unstable row order. This change addresses related join-order behavior in _filled and _product; the supplied context says the osemosys_utopiaMOVES case remains unchanged.
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The title describes a fix in the engine where a parameter filled with its declared value produces the same model on every build. This matches the main change: order-preserving joins in _product and …
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The title describes a fix in the engine where a parameter filled with its declared value produces the same model on every build. This matches the main change: order-preserving joins in _product and _filled in attaching.py, a changelog fix entry, and a regression test that builds the model five times and checks the output is identical. The title is specific and follows the conventional-commit style. It is a single line of 88 characters, which is slightly long but readable.
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Inline comments:
Review comments at @src/specsolve/_engine/attaching.py:
- Around line 151-152: Preserve a stable row order through join_mul into
_sum_piece, and ensure the terminal objective aggregation sums repeated terms in
that order instead of using unordered aggregation. Add a regression case above
IN_MEMORY_REACH to exercise the streaming path and verify term order remains
stable.
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src/specsolve/_engine/attaching.py
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_filledand_productnow keep the row order in their joins, so the filled rows come back in label order. A sum over them then adds its terms in the same order, and two builds give the same model bit for bit.Method, mutation table, gates, what was not done
Reproduction.
tests/test_order.py::test_a_parameter_filled_with_its_declared_value_builds_the_same_modelbuilds a 200 × 50costwithmissing: 1, about half its rows given, five times, and compares the builds as_builtdoes. On8c6dd02with 4 polars threads it failed at every run (also withPOLARS_MAX_THREADS=2). It landed first as a strictxfail(95f3fec), and the marker comes off with the fix. A probe gave a different build at every run down to 20 × 10. WithPOLARS_MAX_THREADS=1, all builds agreed.Both arguments are needed. Probe at 200 × 50, 6 builds:
maintain_orderonMutation table. Taken by hand, because
tools.mutatedeletes lines and these guards are arguments. Same precautions:__pycache__dropped on both sides, restored withgit checkout --, tree clean after each. Full suite,pytest -q -n auto.maintain_order='left_right'on the cross join in_producttest_a_parameter_filled_with_its_declared_value_builds_the_same_modelmaintain_order='left'on the left join in_filledtest_a_parameter_filled_with_its_declared_value_builds_the_same_modelOnly the new test catches either one, which is the reason it exists.
Gates.
pixi run checkpassed on aa9eabd: 5761 passed, 574 skipped, 4 xfailed, all of them xfails that were already there. After the changelog commit I rantests/test_changelog.pyandpixi run lint. I did not run thefloorsenvironment. polars 1.33.1 already takesmaintain_order='left_right'on a cross join atsrc/specsolve/strategy.py:560.Not done.
IN_MEMORY_REACH. A streaming build still differs in its last bit from one build to the next, filled or not. 20 builds at 2000 × 200 withIN_MEMORY_REACH = 0gave 20 distinct models, both onmainand here, also withcostgiven in full and nothing filled. The order is lost in the streaming sum, which is fix(engine): the same data builds the same model to the last bit, so its archive reads back #1896/The osemosys_utopia model differs in its last bit from one build to the next, so its archives refuse undeclared reads #1898. An ordered sum for it was tried on fix(engine): models that crashed, were refused or were built unlike the file now build as written #2051 and reverted at up to +64% on a synthetic build. This PR makes a filled parameter build as reproducibly as one given in full._productalso feeds_refuse_a_missing_row. There the gap that the refusal names first is now fixed in label order. I did not add a test for that.MOVESentry forosemosys_utopia(fix(engine): the same data builds the same model to the last bit, so its archive reads back #1896) stays: the port is sparse, so this fix does not touch it.🤖 Generated with Claude Code
https://claude.ai/code/session_012ZtytZrpBTdFf9nJzQfhbd