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v0.13.0
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π Features
(tecan) Improve loggings and warnings
(tecan) Mcmc delta pH as TruncatedNormal
(tecan) Multi mcmc with scheme return not only trace
(tecan) Drop emcee fit
Add logging_config
(tecan) Pymc_odr
(tecan) Pymc_odr use exact xc not x_true
(tecan) Add Reweighted LS and glob IRLS
(tecan) Add ye_mag for each label
(tecan) Add result_multi_mcmc (#1000 )
New pymc_multi and outlier2 fit (#1025 )
Enhance CLI error handling
(fitting) Add residuals analysis module and bayes robustness fixes
(benchmarks) Final fitting method comparison
(benchmarks) Comprehensive fitting method comparison
(bayes) Add fit_binding_pymc_multi_noise with learned noise model
(cli) Add --mcmc multi-noise option for noise-aware MCMC fitting
(prtecan) Export trace NetCDF and shared noise params for multi-noise MCMC
(prtecan) Auto-export residual CSVs alongside fit results
(residuals) Add diagnostic plots exported alongside fit results
(bayes) Add fit_binding_pymc_multi_noise_xrw with per-well pH random walk
(bayes) Add --nuts-sampler CLI option with GPU support and clear import errors
(bayes) Use per-well x_per_well for lb4 xrw .dat/.png export
(cli) Rationalize ppr tecan options and add --fit-method/--outlier
(bayes) Add --ctr-free-k hierarchical CTR replicate K
(cli) Add --mcmc-samples option and outlier/sampler comparison scripts
(scripts) Test outlier zscore at 3.0, 2.5, and 2.0 thresholds
(scripts) Extend compare to L1/L3; document Ξ± estimation analysis
(prtecan) Add --noise-alpha for proportional noise correction
Add mcmc_multi_noise_xrw_free_ctr mode and noise calibration helpers
(fitting) Add detect_bad_wells() in diagnostics module
(diagnostics) Add detect_bad_wells_from_dat() and ppr detect-bad-wells CLI
(tecan) Extend benchmark runner
(tecan) Add factorized Tecan registry
(tecan) Add real data benchmark
Add mcmc noise plots and detect and discard bad wells
(fitting) Add robust options to consolidated multi mcmc
(fitting) Add buffer bg_noise as sigma_read estimate
Add outlier masking, bad-well detection, and infer_gain support
π Bug Fixes
(tecan) Typing in pymc ODR fit
(tecan) Tutorial
Empty result when mcmc fails
(tecan) Returned FitResult ds
(tecan) Global fit test
Renovate configuration file
Logger for outliers in glob_reweighted
Yanked click 8.2.2
Cruft-update
(ci) Remove .rej files in cruft-update workflow
(prtecan) Switch global fit from outlier2 to Huber-loss WLS
(prtecan) Stream per-well PNG+data export as each fit completes
(prtecan) Move noise-extras export after per-well loop to restore streaming
(bayes) Disable progressbar for JAX vectorized chain_method
(plot) Sort wells within each CTR group in K{i}.png top panel
(bayes) Handle None stderr in weighted_stats and n_sd
(scripts) Capture ppr exit code via temp file, not SIGPIPE-prone pipeline
Typing error
Guard against NaN z-scores in outlier2 for zero-noise datasets
(bayes) Fix zip length mismatch in fit_binding_pymc_multi_noise_xrw
(bayes) Replace hierarchical CTR K with flat per-well priors in ctr_free_k mode
Lmfit covariance edge case in test
Make type|xdoc after diagnostic
(bayes,synthetic,tests) Resolve pre-commit lint issues from new CTR K init and tecan error model
Set optimizer=fast_compile in PYTENSOR_FLAGS to prevent nutpie kernel limit
Set JAX_PLATFORM_NAME=cpu to prevent GPU OOM with blackjax/numpyro
Accept underscores in --mcmc option (e.g. multi_noise_xrw)
Update plot_ppc_well variable names to match new likelihood naming conventions
(docs) Update notebooks and plotting.py for arviz 1.x API
Plot_qc_mean_vs_std after Arviz 1.x
Detect and discard logic
π Refactor
(tecan) Redesign Titration fit; results as cached_property
(tecan) Add TitrationResults remove Plotter and print_fitting
(tecan) Removed verbose from cli
(tecan) Create dataset (any number)
(tecan) Dict (with label as key) for data, results, bg
(tecan) Simplify plot_k and dataframes export
(tecan) Pymc removing priors with cov
(tecan) Core data structure in data.py
(tecan) Pymc_many_scheme
(tecan) Fit_binding_pymc_multi
Logger config
Rename binding to fitting
(tecan) Move plot_fit into plotting
(fitting) Move out ODR
(fitting) Move out PyMC
(fitting) Rename fitting -> core
FitResult and scipy-stubs (#1035 )
Improve prtecan error handling and validation
Improve fit_bayes test coverage
The logger; add tests for tecan
Dilution correction and removed redundant tests
Add benchmarks to compare fit and error models
Merge refactor_benchmark branch
Remove redundant fit; improve synthetic data
Ds.plot() make_dataset
Bayes tests and add transitive deps
(odr) Switch ODR backend to odrpack and add shared utils
(fitting) [breaking ] Unify fit_binding_glob with method/reweight/remove_outliers params
(fitting) Remove redundant wls and iterative fit methods
Remove outlier2, recursive, reweighted because redundant
Fit-combination registry
(fitting) Consodidate odr and single mcmc
(fitting) Remove redundant functions
Plot_qc_mean_vs_std
Clean uo bayes
Decouple error modeling and orchestrator, fix pipeline tests
π Documentation
Fix prtecan tutorial
Add back ReadTheDocs
Try fix RtD
Add pdf and epub to RtD
Try not using requirements.txt
Update readme to cruft template
Improve documentation for core fitting models
Devel
Fix make docs warnings and errors
Add expand prtecan docstrings
(todo) Record L2/L4 fit-method and MCMC comparison conclusions
(todo) Update fit-method tables with L1/L3 results (all 4 plates)
(todo) Add L1 MCMC results; buffer well contamination findings; correct xrw assessment
Further adjust tutorial after Arviz 1.x
π¨ Styling
Consistent test dependency requirements
π§ͺ Testing
For fitting
Few prtecan edge cases" (#1109 )
Remove duplicate prtecan test classes
π¦Ύ Build
(deps) Bump pymc from <=5.18.2 to 6.0.0
(deps) Bump codecov/codecov-action from 5.0.7 to v5.5.1
(deps) Bump ruff from <=0.8.1 to <=0.11.10
(deps) Bump coverage[toml] from <=7.6.8 to <=7.8.1
(deps) Bump commitizen from <=4.0.0 to <=4.8.1
(deps) Bump numpy from <=2.1.3 to <=2.2.3
(pre-commit) Update hooks
(deps) Bump hatch from 1.13.0 to 1.14.1
(deps) Bump matplotlib from <=3.9.3 to 3.10.9
(deps) Update pydata-sphinx-theme requirement
Update ruff codes in pyproject
(deps) Bump mypy from <=1.13.0 to <=1.15.0
(deps) Update types-setuptools
(deps) Bump click from <=8.1.7 to 8.3.1
(deps) Bump nbsphinx from <=0.9.5 to <=0.9.7
(deps) Update sphinx-autodoc-typehints
(deps) Bump scipy from <=1.14.1 to 1.17.1
(deps) Bump pygments from <=2.18.0 to <=2.19.1
(deps) Bump pre-commit from <=4.0.1 to <=4.2.0
(deps) Bump pip from 24.3.1 to 25.1.1
Drop ruff-lsp
Remove isort from toml
Add uv to hatch
Lint with npm prettier
(deps) Bump sphinx from <=8.1.3 to <=8.2.3
(deps) Bump pytest from <=8.3.4 to <=8.3.5
(deps) Bump arviz from <=0.20.0 to 0.23.4
(deps) Bump pandas-stubs from <=2.2.3.241126 to <=2.2.3.250308
(deps) Bump lmfit from <=1.3.2 to 1.3.4
Add uv.lock
Fix python version for default hatch env
Adopt .venv and auto update uv.lock
(deps) Bump actions/setup-python from 4 to v6
Update renovate lint and release (#936 )
(deps) Bump python Docker tag to v3.13 (#940 )
(deps) Bump sympy from 1.13.3 to 1.14.0
(deps) Bump pandas from 2.2.3 to 3.0.3
(deps) Bump xlrd from 2.0.1 to 2.0.2
Drop py3.10
(deps) Bump actions/download-artifact from v4 to v7
(deps) Bump actions/checkout from v4 to v6
(deps) Bump actions/upload-pages-artifact from v3 to v4
(deps) Bump git-cliff from 2.10.0 to 2.10.1
(deps) Bump coverage from 7.10.6 to 7.10.7
Add cruft
Cruft update
Drop Python 3.11
(deps) Bump astral-sh/setup-uv from v6 to v7
(deps) Bump peter-evans/create-pull-request from v7 to v8
(deps) Bump actions/cache from v4 to v5
(deps) Bump python Docker tag to v3.14 (#1121 )
Manual cruft upgrade
Manual cruft update
(deps) Bump tqdm from 4.67.1 to 4.67.3
Manual cruft update to autoapi docs
π CI/CD
Add back pre-commit.ci to autofix uv lock with yanked pkgs
(fix) Pre-commit.ci autofix labl
Drop hatch; improve release
(fix) Cruft-update
Add uv lock --upgrade into renovate
Cruft manages workflows and docs/dev/lint/test deps
Test temporary downgrade in cookiecutter
Fix cruft-update
Fix cruft-update uv lock error
Manual update typos in pre-commit-config
Skip slow real-data benchmark in default CI
Cruft manual update
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