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Releases: materialsproject/reaction-network

v5.0.0

31 Mar 20:18
b0b6536
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Version 5.0.0

Commits

  • [b0b6536] Merge pull request #106 from GENESIS-EFRC/dev
  • [f11c27f] upgrade black
  • [5dd1c99] upgrade pytest
  • [d6b3fcb] linting
  • [3544f31] add missing req, update README
  • [fd6273e] fix calculate_e_above_hulls bug
  • [3f241ff] fix rounding error in cpd
  • [3090c98] Add update by key to GridFS
  • [32a9a5b] add support for recipes GridFS
  • [7a8d593] fix broken task ID problem
  • [1652a73] change task_id field to int
  • [f4713e3] fix broken counter
  • [d563cf4] clean up builder
  • [841fbb5] rewrite retrosynthesis builder with new models
  • [2638c5b] Update pydantic models, and incorporate into workflows
  • [6daf4db] refactoring of drones/models
  • [ab0565e] basic support for gridfs (still WIP), added pydantic models
  • [5c6cb64] Fix GridFS overwrite
  • [8456728] Add missing builder import
  • [1fdcfea] add support for GridFS
  • [0277719] ignore other NBs
  • [7e9db3e] Add simple retrosynthesis builder
  • [fc1e445] improve function names
  • [97f0550] add more general reaction plotting / DF methods
  • [5d63784] change where ray gets initialized
  • [8e4d6c3] add missing imports
  • [3420caa] add ray to CompetitivenessScoreCalculator
  • [3488a41] add print statment for nodes
  • [753abdf] remove print
  • [f174500] update ray with better initialization and parallelization
  • [ccc6ff8] better support for ray clusters
  • [0e77dd4] fix tqdm and bug
  • [9cd1ad3] update init
  • [35f5ecb] ray debugging
  • [ca73706] move ray import
  • [c365705] add tqdm
  • [32259ff] add better threshold for multiprocessing
  • [9e61cb1] implement ray for multiprocessing
  • [bf6a458] Merge pull request #102 from GENESIS-EFRC/dev
  • [8891aa0] fix broken metastable_domains
  • [552cae2] Updated CHANGELOG.md

v4.3.0

02 Mar 01:17
a321e2a
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Version 4.3.0

Commits

  • [a321e2a] Merge pull request #100 from GENESIS-EFRC/dev
  • [307c7e6] remove error statement
  • [12a650c] update release-on-push
  • [b1fe2a2] Bump pymdown-extensions from 9.1 to 9.2
  • [c136496] Bump pymatgen from 2022.1.24 to 2022.2.10
  • [9b852c6] Bump maggma from 0.39.1 to 0.41.0
  • [c8560e7] Bump mkdocs-material from 8.1.9 to 8.2.3
  • [4edea2c] Bump fireworks from 1.9.8 to 2.0.2
  • [5507e0f] Bump numpy from 1.22.1 to 1.22.2
  • [d4871d3] Bump mkdocstrings from 0.17.0 to 0.18.0
  • [6860000] Merge pull request #90 from GENESIS-EFRC/dev
  • [21e7180] fix linting
  • [705dae0] fix bug with interpolated entry checking
  • [8e08434] linting
  • [d2dd348] add missing include_freed_data
  • [2875876] Update entry builder task
  • [d972ac0] Update NIST JANAF data after fixing bug
  • [e3e904a] update broken NB
  • [6a508cc] remove elements from metastable_domains
  • [a93a66f] linting, add calculate_e_above_hulls flag
  • [1983bee] Add method for acquiring e_above_hull from an entry
  • [4beef4c] change default e_tol
  • [0d277ec] get rid of add_entry
  • [6f39cce] Updated CHANGELOG.md

v4.2.0

11 Feb 02:59
0a34b8e
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Version 4.2.0

Commits

  • [0a34b8e] Merge pull request #88 from GENESIS-EFRC/dev
  • [cf343f8] run black
  • [19c0de0] linting
  • [a61866b] improve competitiveness score calculator by better filtering
  • [e719fdc] add support for chemical potential distance to metastable phases
  • [db6db8f] fix metastable domain bug (interior point was wrong)
  • [8988340] adding entries to CPDs does not work
  • [871900b] Add support for adding entry to existing cpd. Some bugs for domain assgn
  • [b1b448b] fix bug in eq for experimental entries
  • [a03af78] Add FREEDReferenceEntry, compress existing data,
  • [e6f0ff9] add metastable_domains to cpd, add energy_adjustments to expt entry
  • [dee3145] parse formula to prevent bug
  • [cc471b6] use cached properties for better min entry finding
  • [d7e91e7] remove print statemnet
  • [8c68259] Add caching for get_min_entry_by_formula, fix speed of minimize enumer
  • [996fb8d] Updated CHANGELOG.md

v4.1.0

01 Feb 23:36
53bf1a5
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Version 4.1.0

Commits

  • [53bf1a5] Merge pull request #85 from GENESIS-EFRC/dev
  • [a6e0d3f] speed up tests considerably
  • [7e6aeac] get rid of NO2 entry, test open_elem checking
  • [a88c0bf] Fix checking for precursors/targets to speed-up calculations
  • [2fc2fb1] Bump mkdocs-material from 8.1.7 to 8.1.9
  • [3248c42] Bump pymatgen from 2022.1.20 to 2022.1.24
  • [91aabd2] Bump mkdocs-jupyter from 0.19.0 to 0.20.0
  • [507e7fb] Bump maggma from 0.38.1 to 0.39.1
  • [1787423] unpack metadata in stored results
  • [47a6cfe] add cost_function to metadata, fix enumerators metadata bug
  • [9a8c3b4] add quiet mode for enumerators
  • [8e13987] update bug in EnumeratorFW
  • [c579beb] Create CITATION.bib
  • [9b11294] Updated CHANGELOG.md

v4.0.2

22 Jan 00:54
b30eefc
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Version 4.0.2

Commits

v4.0.1

22 Jan 00:54
b30eefc
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Version 4.0.1

Commits

  • [b30eefc] Merge pull request #75 from GENESIS-EFRC/matt-tests
  • [f9fcb86] fix github workflows
  • [3460d1c] Delete test.md
  • [8178bf4] Bump fireworks from 1.9.7 to 1.9.8
  • [08794da] Bump numpy from 1.22.0 to 1.22.1
  • [d0abccb] Bump pre-commit from 2.15.0 to 2.17.0
  • [eef57bb] Bump mkdocs-material from 8.1.3 to 8.1.7
  • [78f501e] Bump pymatgen from 2022.01.09 to 2022.1.20

v4.0.0

22 Jan 00:21
dd7b22d
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Version 4.0.0

Commits

  • [dd7b22d] Merge pull request #59 from GENESIS-EFRC/matt-tests
  • [83c6275] Updating docstrings part 2
  • [c047ea2] Updating docstrings part 1
  • [dc0eada] fix github action
  • [4771827] fix github actions conda problem
  • [ea435f7] fix broken tests
  • [6dfcd72] add black/pylint to testing requirements
  • [c451c8b] pylint
  • [69aaddb] flake8 exclude F401
  • [592a6f3] linting
  • [02ae1a2] fix several mypy issues
  • [32d8004] fix broken link for notebooks (had to duplicate)
  • [706b31d] update docs and docstrings
  • [8c3607c] update docs organization
  • [79ed4d3] Fix same numpy bug for lint/docs
  • [979a7e9] Ok this might be the one
  • [8121ef4] Merge branch 'main' into matt-tests
  • [585aecd] bump other reqs, try again for numpy
  • [1e0978f] I can't figure out this numpy problem
  • [16fa96a] try fixing dependencies again
  • [4ec9b26] change GitHub action
  • [7bd487b] add numpy to reqs
  • [1cfdea3] bump dependencies
  • [7a8a99a] docstrings + linting
  • [00a092f] move get_entry_task, clean up files
  • [984a083] Make enumerator chemsys filtering more robust
  • [8c6196d] Fix NIST-JANAF bug with Na2CO3
  • [5cd020d] Add fireworks support for calculating c scores
  • [096091e] linting and fix reaction competitiveness bug
  • [35fdb3e] Add to_dataframe() method for ReactionSet
  • [fa8690b] ReactionSet can now regenerate OpenComputedReaction types
  • [297c3ae] Add CompetitivenessScoreCalculator
  • [a32d29f] fix experimental ref entry bug in network
  • [fa05ddc] Fix bug in creating ExperimentalReferenceEntry where comp was wrong
  • [a7d4e1c] GibbsEntrySet now only uses minimum experimental entry data
  • [39a2e7b] Clean up files
  • [05b4a62] fix data bug in ExperimentalReferenceEntry
  • [5c37e53] fix broken test
  • [2e25462] Test of commit with docstring update
  • [f6592c5] fix imports
  • [00e62af] clean up files
  • [4abf16e] add to git ignore
  • [d3b0f26] fix RunNetwork firetask
  • [f4900a8] improve RunNetwork firetask
  • [2356427] Finish PathwaySet implementation
  • [09eda16] Add CalcDb, first part of PathwaySet for saving paths
  • [c292704] clean up network firetasks
  • [61f3cda] Add supporting firetasks for network generation
  • [c54736c] Update network notebook
  • [1a615a9] enumerators NB, fix entry_set serialization bug, README update
  • [ec71022] Merge remote-tracking branch 'upstream/matt-tests' into matt-tests
  • [367510a] NB update part 2
  • [603dd44] 1st part of update to example NBs
  • [54e7758] fix broken test for entry
  • [1181ff8] add barin data warning
  • [4b350ab] Generate new NIST-JANAF data
  • [858a6ae] fix line length
  • [a205041] fix targets bug
  • [590ba20] fix bug in enumerator firework
  • [92cd517] begin adding firework for network creation
  • [6719424] clean up NBs slightly
  • [3cd3e5c] major bug fix in pathway solver due to build_indices; added NBs
  • [771411b] fix broken test due to added barin data
  • [0c44c88] add barin table data, graph saving/loading
  • [2bb1cbb] remove entry_set dependency in pymatgen
  • [1f10163] add docstrings for linting
  • [58fb0e3] Fix bug where open entries were being considered in exclusion
  • [f955547] fix enumerator bug, entry_set bug
  • [2d3decb] change to exclusive_targets, adjust pathway plotting
  • [7e667b6] add pathway plotting, fix testing bug
  • [d91b087] add plotting for pathways, fix solver bug
  • [ea0cd0e] speed up chempot distance calculation
  • [1482ac1] Create CONTRIBUTING.md
  • [81754af] Create CODE_OF_CONDUCT.md
  • [5a134c8] Bump mkdocstrings from 0.15.2 to 0.16.1
  • [691b0f8] Bump pre-commit from 2.14.1 to 2.15.0
  • [ff4f98b] Bump mkdocs-minify-plugin from 0.4.0 to 0.4.1
  • [19760ed] Updated CHANGELOG.md

v3.0.0

01 Oct 01:01
f718861
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Version 3.0.0

Commits

  • [f718861] Merge pull request #45 from GENESIS-EFRC/matt-tests
  • [c721e5d] run black
  • [e61bf98] fix linting
  • [96e5d2b] clean up gh actions
  • [a6e0b18] Add more docstrings
  • [b2c1b84] fix broken test
  • [f913781] finish minimize enumerator tests
  • [48d77f3] run black and make BasicOpenEnumerator faster
  • [9612ed3] finish major part of enumerator refactor
  • [81af4ea] further refactoring of enumerators
  • [1e43776] fix linting errors, work on refactor of enumerators
  • [f938564] try this order with default
  • [f42bd96] fix hyphen
  • [4fbd9d1] combine run
  • [c7c0c38] try with conda run
  • [8070dc5] fix typo
  • [bef16ff] and one more one more time
  • [d86fb71] one more time with activation
  • [3250f2d] try it again with miniconda
  • [11b03b4] add test import
  • [36eff4b] add print statement
  • [176676c] try again
  • [e82cc53] trying to fix bug again
  • [dbd4773] fix bug in docs
  • [eadc9e4] bump python version
  • [6a5c0fa] change installation order
  • [f4b5495] add graph-tool to docs workflow
  • [d80e201] update pymatgen req
  • [1ad5c86] fix mkdocs
  • [56502bb] fix req
  • [df2215a] Merge remote-tracking branch 'upstream/matt-tests' into matt-tests
  • [d0d8bf9] Merge branch 'main' into matt-tests
  • [6ed37c8] bump reqs
  • [1b3f9ce] Add docs files as well
  • [725b353] make tests simpler
  • [dc33ad8] add basic open enumerator fixtures
  • [2e3598a] add enumerator tests, run black
  • [f0f9d87] fix circular import
  • [95a2dea] fill in missing tests, update README
  • [9902291] add balance arrays test
  • [bfebbc1] Change pathway solver reaction initialization
  • [002874c] clean up enumeration code
  • [70f2ea5] clean up attr use
  • [bb97950] bug fix for OpenComputedReaction
  • [7cfea16] add computed rxn fixture
  • [e84ec08] add more tests for entries and reactions
  • [2a66a76] add tests for BasicReaction
  • [fe374ad] fix core docstrings
  • [52a565e] fix calculator kwargs
  • [72d60c6] Add test files, clean up test directory, clean class docstrings
  • [b84f16b] Bump numba from 0.53.1 to 0.54.0
  • [11b1022] Bump pytest from 6.2.1 to 6.2.5
  • [f7f754d] Bump graphistry from 0.19.2 to 0.20.1
  • [be883b2] Bump pydocstyle from 5.1.1 to 6.1.1
  • [bc23886] Bump pytest-cov from 2.11.0 to 2.12.1
  • [68f8806] Bump pymatgen from 2022.0.11 to 2022.0.12
  • [13695dc] Bump pre-commit from 2.9.3 to 2.14.1
  • [22ec0b8] Updated CHANGELOG.md

v2.0.3

05 Aug 22:13
e0e6c6e
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Version 2.0.3

Commits

  • [e0e6c6e] Merge pull request #34 from GENESIS-EFRC/shyamd-patch-1
  • [d23e4ec] Update README.md
  • [481af85] Use PAT instead of Github token

v2.0.2

05 Aug 21:04
752b218
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Version 2.0.2

Commits

  • [752b218] Merge pull request #33 from GENESIS-EFRC/rxn-bugfix
  • [0ede444] fix linting issue
  • [f4bce46] bug fix for interdependent rxns
  • [eed6c71] Bump mypy from 0.812 to 0.910
  • [802baa8] Bump pymatgen from 2021.2.8 to 2022.0.11
  • [315fcc4] Merge pull request #32 from GENESIS-EFRC/fix-docs
  • [38014af] fix graphistry requirements
  • [e4c5569] Remove old references for now
  • [e0352d5] Add workflows to test and deploy docs
  • [cde0e4f] ignore mypy for now since its a rats nest
  • [6082811] ignore another rule incompatible with black
  • [29dd635] update python versions
  • [6af500a] reference main not master branch
  • [58ad278] remove stale files
  • [2db22b2] Use regular github token
  • [16af355] Merge pull request #23 from GENESIS-EFRC/refactor-networks
  • [2faafe0] Merge branch 'main' into refactor-networks
  • [3920156] update pre-commit black/isort versions
  • [2b7821c] address flake8 issues
  • [23aa24c] changes from pre-commit
  • [f2174d8] change pre-commit
  • [0e5aabf] Add workflow files
  • [5a66f96] fix jupyter pin
  • [1163893] Add requirements for docs
  • [5ce7dd0] Add dependabot config
  • [3caaa02] hardpin in requirements.txt
  • [59ecc22] Add testing requirements
  • [856ad92] clean up some old files, fix README
  • [b45534f] fix some imports/reqs
  • [0742be6] fix reqs, small bug fix in solver
  • [5939f17] update reqs
  • [b8e9b7e] add some docstrings, minor fixes
  • [b50039c] Add graph-tool cairo visualization
  • [9becdc5] cleaning up formatting
  • [cc57e66] fixing import order
  • [4328171] re-format with black
  • [7a4097f] enumerator bug fix for targets
  • [99b8578] fix circular imports
  • [1fc3091] bug fix for interdependent rxn finder
  • [09f1f6e] add implementation of PathwaySolver
  • [f3acb18] add PathwaySolver for balancing pathways
  • [cf45ce0] reaction reverse() bug fixes
  • [c3e5dbf] add more network methods
  • [f95f82a] Add basic ReactionNetwork
  • [b13dc16] filter warnings
  • [dc360b5] remove print statement
  • [704c9df] bug fix for deprecated
  • [a1d2bca] Adapt for current MP db
  • [78fc94d] update building entries from materials DB
  • [c39b48a] fix pymatgen imports
  • [8831a47] Revert "Add Synthesis and Interface class for MC approach"
  • [d810400] Add Synthesis and Interface class for MC approach
  • [014edaa] add option of "precursors" to enumerators
  • [3de95b3] add conftest better printout
  • [75404e8] Move all tests & switch over to pytest
  • [f35b4f6] change to tqdm auto and bug fixes
  • [398aa5f] add some of the GibbsComputedEntry tests
  • [26661a7] implement Shyam's comments (reqs and set_temperature)
  • [2cdce29] docstrings for entry and basic enumerators
  • [8724082] add docstrings pt2
  • [d04a5d9] clean up docstrings more
  • [efb520f] Move enumerator staticmethods to utils, clean docstrings, formatting
  • [86c731e] add some simple tests, fix reaction copy methods, add reverse method
  • [f550568] update reqs and license
  • [debc92b] simplify files for release
  • [d9d416c] small NB tweak
  • [937bf63] update demo with NB with cleaner, simpler example
  • [35a153a] update demo NB
  • [e4180df] fix environment.yml again!
  • [e7a2da9] test environment.yml again
  • [cfb12e4] update environment.yml
  • [0c08405] change readthedocs environment.yml
  • [fff85c9] update doc requirements
  • [2cee9db] update mkdocs / readthedocs
  • [b4cfc9f] update mkdocs
  • [c2af34a] updating docstrings
  • [8ab2a84] fix README
  • [5e3337e] simplify/clean files for packaging manuscript version
  • [6f6512a] update reqs
  • [4e8755e] simplify and clean up release
  • [848de39] Update README with better instructions
  • [3f29c7c] Update README.md with logo
  • [d81fa5f] fix bug in creating ReactionSet
  • [a5e6ff2] Bug fix in hash of BasicReaction
  • [923f1c1] Bug fix in eq of BasicReaction
  • [2dbc7c3] add uncertainty to NIST entry, fix bug in RunEnumerators
  • [379883b] bug fix for BasicOpenEnumerator
  • [b2d2786] add list initialization (bug fix)
  • [0ebb61f] add missing Composition import
  • [fe5d8e8] one more bug fix in NIST energy method
  • [cffc536] change int() to float() in NIST energy method
  • [5f120d2] update reqs
  • [3ffc0e8] add error catching for unmatched targets
  • [9042066] add bug fix for env_chk
  • [db06e3b] reaction_set: less memory required for storage
  • [45d594c] first attempt to create ReactionSet, better storage
  • [cc8289d] fix bug in NIST as_dict(), custom entry DB now working
  • [2e3b3a0] fix EnumeratorFW bugs and make Gibbs entry more transparent
  • [dbe9c45] Add init files, fix some entry initialization
  • [b9d2226] Add some convenient stabilization methods
  • [2f5ef41] add input building firetasks and supporting code
  • [6e925f8] add first draft of simple firetasks/fireworks
  • [552374b] reformatting of entry repr
  • [db4d3ff] Add GibbsEntrySet
  • [ef4bd1b] simplification of calculators, static-methoding GibbsComputedEntry
  • [b50d163] Adding calculator application methodology
  • [31b55df] implement calculators into basic enumerators
  • [f0d0164] add calculator module
  • [be89724] change domains to cached_property
  • [fb0a4f1] Add chempot map
  • [ae00edc] add chemical potential diagram class
  • [0b9e593] small refactoring of reactions/enumerators
  • [b5e3bf0] add option for target
  • [b726676] run black, fix reaction normalize methods
  • [4de40c2] finish simplification of Reaction
  • [7510177] simply Reaction to just be two input vectors
  • [bd506ac] fix balancing bug pt. 2
  • [f4b84f8] normalize rxns and fix repr bug
  • [8c468e8] Introduce OpenComputedReaction for calculating changes in grand pot.
  • [c0c44cf] finish MinimizeGrandPotentialEnumerator
  • [c1b145c] Add is_identity property for filtering reactions
  • [2470a6f] add in functions to help with MinimizeGibbsEnumerator
  • [5850434] Add first parts of MinimizeGibbsEnumerator
  • [b658fb3] write BasicOpenEnumerator, add eq/hash for BasicReaction
  • [2043850] write BasicEnumerator, add minimization enumerators
  • [2100013] add limited_powerset, add helper methods for enumerators
  • [3a3dd49] add utils
  • [df03cd7] add enumerators directory/file
  • [07161b5] lint cleanup
  • [b11714d] initial pathways
  • [7be23b8] refactor core into module
  • [9592373] remove old entries and reaction
  • [2dacde9] bug fix
  • [6d3c210] NetworkEntry
  • [e651173] more properties for interfaces
  • [1023a12] add backwards compatibility with pymatgen to demo NB
  • [aaed82b] Merge remote-tracking branch 'upstream/revision'
  • [98b5b6b] update demo NB
  • [6a323b4] Switch back to pymatgen GibbsComputedStructureEntry
  • [59d35b5] update reqs, configure GibbsComputedStructureEntry
  • [36639a4] Merge pull request #5 from GENESIS-EFRC/revision
  • [9b4acfe] update reqs
  • [6f10547] Add json results, update demo NB
  • [4df74f7] update reqs, first revision of demo NB
  • [2b42a7d] Update README instructions
  • [af4276a] supress import order lint error
  • [8b3ff45] Add Computed Reaction
  • [8a30fbc] Add notes for Matt
  • [957855c] update basic reaction for new abstractions
  • [306a305] abstract out more properties
  • [640c37b] fix init
  • [6dccb36] Base reaction implementation
  • [01a9135] split entries in two two implemenations
  • [71d1b2a] move old core and define new core interfaces
  • [420f0d0] fix data loading
  • [c30414c] Remove chempot restriction, fix bug with ._structure attribute & data
  • [aad1e96] Merge pull request #4 from GENESIS-EFRC/cleanup
  • [9e98f73] fix linting errors
  • [d1d0b52] automated workflows
  • [7eaa926] Add Mkdocs
  • [aac33b9] basic lint infrastructure
  • [365cd49] switch docs to Markdown
  • [34df429] update setup infrastructure
  • [39a533e] update license for LBNL
  • [e353094] add type hint support
  • [a41da83] make data into module
  • [c1c569a] make source tree
  • [e27238e] total cost now includes more accurate percentage method
  • [04d3c42] fix major typo in screening for dummy nodes
  • [483aca2] add li2o/na2o data
  • [c408502] Change graph creation to dask bag via iterable approach
  • [cfffd39] clean up code formatting via black
  • [bf27a8a] Add save method (rudimentary) -- also clean up imports
  • [1cc583f] batch size tweaks
  • [e05b56e] Optimized numba balancing. Much faster
  • [dfec16b] New balancing method with numba
  • [d5e2f11] Working version of dask delayed, split off entries module
  • [7685efc] Move build_path method outside of class
  • [80f1fbe] possible memory improvement
  • [4297471] simplifying list comprehension
  • [5d852bc] Change to filter().map() methodology
  • [d01731f] Added to_pd_entry function to reduce memory usage of entry objects
  • [3161bca] Speed up ReactionError handling & reduce memory reqs for path arrays
  • [4ec110f] temporarily remove client
  • [f2bbe74] Switch all parallelization to dask
  • [2d2e1b9] more efficient memory handling in pathway enumeration
  • [cfd4b89] Revert to using multiprocessing, test of memory reqs
  • [3a184ee] working implementation with ray and numba
  • [e042196] Better parallelization of path screening/building, add G compound data
  • [b6b9d77] finished parallelizing graph network generation
  • [9f9f1f5] parallelize reaction edge method, add itertools product support
  • [b280820] Add parallelization via pathos
  • [e76dfe1] add entry_set filtering
  • [d9a7042] add react method
  • [eb5aa90] trial feature: intermediate interface reactions
  • [700cf2b] Remove trial O2 feature, try composition interpolation
  • [7a10df9] Trial feature: Add expanded support for gases in rxns
  • [fb8cc56] Interdependent reaction checker works for >2 rxns now
  • [091d605] add interdependent rxn filter and chempot cost function filter
  • [3f333d0] add back in filtering
  • [b466508] change GibbsComputedStructureEntry to pymatgen
  • [96850b0] Readthedocs updated yamls
  • [7565b0b] fix sphinx build
  • [80e4807] fix README
  • [89c76ca] Updated docstrings and docs
  • [c11fb0c] small README typo
  • [58575bc] Updated demo NB and small vertex bug
  • [00397aa] Major cleaning pt. 2 and adding more "set" methods
  • [36949c0] Major cleaning
  • [f88013b] Docstring updates
  • [...
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