# Progress ## Current State - Project direction is defined as a Korean FEM surrogate tutorial using NumPy/SciPy 2D Euler-Bernoulli beam/frame analysis and scikit-learn surrogate models. - Documentation files have been populated for PRD, architecture, ADR, and model-specific theory. - `BeamExamples/CantileverBeam.txt` and `BeamExamples/CantileverBeam_Displacements.txt` are designated as canonical solver verification fixtures. - Implementation work is active on branch `codex/harness-implementation`. ## Completed - Replaced template project instructions in `AGENTS.md`. - Removed UI-oriented documentation from the planned scope. - Added theory document structure under `docs/theory/`. - Updated PRD and architecture to require BeamExamples-based solver regression verification. - Added `PROGRESS.md` and `WORKNOTES.md` as mandatory handoff files and documented their workflow in `AGENTS.md`. - Created Harness phase files under `phases/`. - Completed phase `0-project-foundation` step 0: `pyproject.toml`, package skeleton, artifact directories, and lint configuration. - Completed phase `0-project-foundation` step 1 with TDD: package import smoke tests and `femsurrogate.__version__`. - Completed phase `1-beam2d-solver` step 0 with TDD: BeamExamples input and displacement parser. - Completed phase `1-beam2d-solver` step 1 with TDD: frame local stiffness and transformation matrix. - Completed phase `1-beam2d-solver` step 2 with TDD: sparse global assembly, constrained DOF handling, load vector assembly, and linear static solve. - Completed phase `1-beam2d-solver` step 3 with TDD: BeamExamples displacement regression and analytical cantilever tip check. - Completed phase `2-dataset-and-surrogates` step 0 with TDD: LHS sampling, dataset schema, Beam2D case runner, and dataset builder. - Completed phase `2-dataset-and-surrogates` step 1 with TDD: common split/evaluate utilities, metrics, timings, and prediction table. - Completed phase `2-dataset-and-surrogates` step 2 with TDD: scikit-learn model builders and registry for RSM, GPR, Random Forest, Gradient Boosting, and MLP. - Completed phase `2-dataset-and-surrogates` step 3 with TDD: plotting diagnostics and metric comparison helpers. - Completed phase `3-notebooks-and-final-verification` step 0: dataset notebook, reference CSV, and metadata JSON. - Completed phase `3-notebooks-and-final-verification` step 1: five surrogate model notebooks with metrics, predictions, and diagnostic figures. - Completed phase `3-notebooks-and-final-verification` step 2: comparison notebook and model comparison outputs. - Completed phase `3-notebooks-and-final-verification` step 3: full pytest, ruff, and all notebook execution checks. ## In Progress - None. ## Blockers - None recorded. ## Verification - Documentation checks were run manually with PowerShell/`rg` to confirm required BeamExamples references and absence of stale template terms. - Verified that `AGENTS.md` references `PROGRESS.md` and `WORKNOTES.md`, both files exist, and stale template terms are absent. - `uv sync` passed. - `uv run python -c "import femsurrogate; print(femsurrogate.__name__)"` printed `femsurrogate`. - `uv run ruff check .` passed after excluding existing local harness infrastructure from ruff scope. - RED: `uv run pytest tests/test_project_structure.py -q` failed because `femsurrogate.__version__` was missing. - GREEN: `uv run pytest tests/test_project_structure.py -q` passed with 2 tests. - `uv run ruff check .` passed. - RED: `uv run pytest tests/test_beamexamples_io.py -q` failed because `femsurrogate.fea.io` did not exist. - GREEN: `uv run pytest tests/test_beamexamples_io.py tests/test_project_structure.py -q` passed with 4 tests. - `uv run ruff check .` passed. - RED: `uv run pytest tests/test_frame_element.py -q` failed because `femsurrogate.fea.element` did not exist. - GREEN: `uv run pytest tests/test_frame_element.py tests/test_beamexamples_io.py tests/test_project_structure.py -q` passed with 8 tests. - `uv run ruff check .` passed. - RED: `uv run pytest tests/test_beam_solver.py -q` failed because `femsurrogate.fea.assembly` did not exist. - GREEN: `uv run pytest tests/test_beam_solver.py tests/test_frame_element.py tests/test_beamexamples_io.py -q` passed with 9 tests. - `uv run ruff check .` passed after solver import formatting was corrected. - RED: `uv run pytest tests/test_cantilever_fixture_regression.py -q` failed because `femsurrogate.fea.benchmark` did not exist. - Regression discovery: fixture comparison then exposed an `Rz` sign convention mismatch; the element convention was aligned to BeamExamples clockwise-positive `Rz`. - GREEN: `uv run pytest tests/test_cantilever_fixture_regression.py tests/test_beam_solver.py tests/test_frame_element.py tests/test_beamexamples_io.py -q` passed with 11 tests. - `uv run ruff check .` passed. - GREEN: `uv run pytest -q` passed with 13 tests after completing phase 1. - RED: `uv run pytest tests/test_sampling.py tests/test_dataset_builder.py -q` failed because `femsurrogate.data.bounds` did not exist. - GREEN: `uv run pytest tests/test_sampling.py tests/test_dataset_builder.py -q` passed with 4 tests. - `uv run ruff check .` passed. - GREEN: `uv run pytest -q` passed with 17 tests after completing dataset builder work. - RED: `uv run pytest tests/test_surrogate_common.py -q` failed because `femsurrogate.surrogates.common` did not exist. - GREEN: `uv run pytest tests/test_surrogate_common.py -q` passed with 2 tests. - `uv run ruff check .` passed. - GREEN: `uv run pytest -q` passed with 19 tests after completing surrogate common utilities. - RED: `uv run pytest tests/test_surrogate_models.py -q` failed because `femsurrogate.surrogates.registry` did not exist. - GREEN: `uv run pytest tests/test_surrogate_models.py -q` passed with 2 tests. - `uv run ruff check .` passed. - GREEN: `uv run pytest -q` passed with 21 tests after completing surrogate model builders. - RED: `uv run pytest tests/test_plotting_and_results.py -q` failed because `femsurrogate.plotting.comparison` did not exist. - GREEN: `uv run pytest tests/test_plotting_and_results.py -q` passed with 2 tests. - `uv run ruff check .` passed. - Initial `uv run jupyter nbconvert --to notebook --execute notebooks/00_beam2d_fea_dataset.ipynb` failed because nbconvert executed with `notebooks/` as the working directory; notebooks now locate the repository root by checking for `pyproject.toml`. - `uv run jupyter nbconvert --to notebook --execute notebooks/00_beam2d_fea_dataset.ipynb` passed. - `uv run jupyter nbconvert --to notebook --execute` passed for notebooks 01 through 05. - `uv run jupyter nbconvert --to notebook --execute notebooks/06_compare_surrogate_models.ipynb` exited 0 and wrote comparison output; Windows/Jupyter emitted a transient zmq connection-reset message after execution. - `uv run ruff check .` passed after notebook cell style fixes. - FINAL: `uv run pytest` passed with 23 tests. - FINAL: `uv run ruff check .` passed. - FINAL: `uv run jupyter nbconvert --to notebook --execute notebooks/00_beam2d_fea_dataset.ipynb` passed. - FINAL: `uv run jupyter nbconvert --to notebook --execute notebooks/01_response_surface_surrogate.ipynb` passed. - FINAL: `uv run jupyter nbconvert --to notebook --execute notebooks/02_gaussian_process_kriging_surrogate.ipynb` passed. - FINAL: `uv run jupyter nbconvert --to notebook --execute notebooks/03_random_forest_surrogate.ipynb` passed. - FINAL: `uv run jupyter nbconvert --to notebook --execute notebooks/04_gradient_boosting_surrogate.ipynb` passed. - FINAL: `uv run jupyter nbconvert --to notebook --execute notebooks/05_mlp_surrogate.ipynb` passed. - FINAL: `uv run jupyter nbconvert --to notebook --execute notebooks/06_compare_surrogate_models.ipynb` passed and `reports/results/model_comparison.csv` exists. ## Next Actions - Review generated tutorial outputs and continue with documentation polish or additional explanatory notebook text if desired.