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High-Resolution Satellite Data Improve Insights Into Landscape Fires and Their Drivers in Southeastern Africa
No full textHigh-resolution time series of burned area derived from Sentinel-2 can advance understanding of the determinants and dynamics of fire by incorporating small fires previously excluded from regional analyses. Here, we assessed the drivers of fire frequency, size, and seasonality across Southeastern Africa comparing fine (Sentinel-2 MSI) and moderate (MODIS) resolution data. Twenty-six predictors of ignition patterns, fuel load, flammability, and fire spread were incorporated into machine learning models to evaluate their predictive capacity, relative importance, and directional relationships with fire regime attributes. We found large differences between fine- and moderate-resolution estimates of fire frequency, size, and to a lesser extent seasonality. Models using Sentinel-2 showed better predictive performance than those using MODIS with R2 values of 0.24 and 0.13, respectively, for fire frequency when validated in regions outside the training areas. However, the shapes of the relationship curves between fire regime attributes and predictors were generally consistent between sensors. High fire frequency was positively associated with fuel load and environmental seasonality, whereas low fire frequency was associated with interannual stability in land cover, livestock density, and human population. Fire sizes were generally small at both the high and low extremes of the precipitation and vegetation productivity gradient, as well as in highly transformed areas. The fraction of fire outside of the fire season was higher in low seasonality environments and under strong human influence. We demonstrate the general applicability of existing theory of fire dynamics derived via moderate-resolution fire data to fine-resolution data, while providing more nuanced insights into fire drivers
Africa-wide diversification of livelihood strategies:Isotopic insights into Holocene human adaptations to climate change
No full textDataset for "Anharmonic infrared spectra of cationic pyrene and superhydrogenated derivatives"
No full textThis dataset contains the relevant data for reproducing figures in the work titled "Anharmonic infrared spectra of cationic pyrene and superhydrogenated derivatives". It is organized in those folders. `experiment`: IRMPD spectra from experiments (first column for wavenumber, second column for intensity) `harmonic`: harmonic spectra with both DFT and MLIP `md`: temperature dependent IR spectra from MLMD simulations `model`: well trained MLIP model files `structure`: molecule structures for all simulation workTang, Z., Doktor, F. G., Jaganathan, R., Palotás, J., Oomens, J., Hornekær, L., & Hammer, B. (2025). Dataset for "Anharmonic infrared spectra of cationic pyrene and superhydrogenated derivatives" [Data set]. Zenodo. https://doi.org/10.5281/zenodo.1522814
Making different decisions: the influence of climate model uncertainty on dynamic adaptation pathways
No full textDimond, J., Roose, W., & Beevers, L. (2025). Making different decisions: the influence of climate model uncertainty on dynamic adaptation pathways [Data set]. Zenodo. https://doi.org/10.5281/zenodo.1498749
Exemplar images for Quantitative measurement of morphometric indicators of skeletal muscle cell behaviour and quality
No full textExemplar files for "Quantitative measurement of morphometric indicators of skeletal muscle cell behaviour and quality"Hardman, D. (2025). Exemplar images for Quantitative measurement of morphometric indicators of skeletal muscle cell behaviour and quality. Zenodo. https://doi.org/10.5281/zenodo.1472499
Flex Printer
No full textGepner, M., Mack, J., & Stokes, A. A. (2025). Flex Printer (1.0). Zenodo. https://doi.org/10.5281/zenodo.1521042
QuEST-Kit/QuEST: v4.0.0
No full textWhat's new QuEST v4 has completely overhauled the API, software architecture, algorithms, implementations and testing. This page details the new features, divided into those relevant to users, developers who integrate QuEST into larger software stacks, and contributors who develop QuEST or otherwise peep at the source code! TOC: For users For developers For contributors Acknowledgements For users auto-deployer Functions like createQureg() and createFullStateDiagMatr() will automatiaclly decide whether to make use of the compiled and available hardware facilities, like multithreading, GPU-acceleration and distribution. The user no longer needs to consider which deployments are optimal for their simulation sizes, nor which devices have sufficient memory to fit their Qureg! new deployments QuEST can now make use of multiple GPUs, distributed across different machines on a network, or tightly-coupled by a high-bandwidth interconnect (like NVLink); or both! This is true independent of whether you're also using cuQuantum, NVIDIA or AMD GPUs. Further, used deployments are heterogeneous; simultaneous Quregs may use different facilities at runtime! much faster Practically all backend algorithms have been replaced with novel, optimised, bespoke routines - primarily documented in arXiv 2311.0512. Further, special care has been paid to enabling compile-time optimisations, giving structures (like matrices) persistent GPU memory, and lazily evaluating properties like matrix unitarity only once! cleaner interface The API has been polished; function names are more consistent, accept an arithmetic-overloaded complex scalar type (called qcomp), and more natural data structures. Matrices, Pauli tensors and their weighted sums are now easier to initialise and populate, accepting even matrix and string literals! Some functions now have type overloads - even the C ones! - and additional C++ overloads accepting native containers like std::vector. reporters The API also includes utilities for prettily printing all QuEST data structures (like states, operators and scalars) and reporting on the environment and Qureg hardware accelerations being used, the memory available, and the maximum possible simulation sizes. Input validation has also been massively broadened and error messages made precise and dynamic. Usability is through the roof! new functions The set of supported quantum operations has greatly expanded. All unitaries can be effected with any number of control qubits (in any state), diagonal matrices can be raised to powers, density matrices can undergo partial tracing and inhomogeneous Pauli channels (in addition to general Kraus maps and superoperatos), and multi-qubit projectors can now be performed, with and without renormalisation. more control Extensive new debugging facilities allow disabling or changing the validation precision and error response at runtime, and controlling how many amplitudes and significant figures of Qureg and matrices are printed. better documentation The documentation has been rewritten from the ground-up, and the API doc grouped into sub-categories and aesthetically overhauled with Doxygen Awesome. It is now more consistently structured, mathematically explicit, and is a treat on the eyes! For developers new build The CMake build has been overhauled and modernised, with wider platform support and facilities to ease QuEST's integration into larger stacks. The build is more modular, limiting specialised compilers (like nvcc and mpicc) to compiling only their essential files. This minimises friction and widens QuEST's compiler support. easier integration QuEST's backend now uses the standard C++ complex primitive to represent quantum amplitudes and matrix elements, made precision agnostic via new qcomp) type. Further, dense matrices now have both 1D row-major and 2D (aliasing the 1D) memory pointers. This permits Qureg and matrix data to be seamlessly accessed by third-party libraries, such as for linear algebra, without the need for adapters nor expensive copying. For contributors modular architecture QuEST's new software architecture is highly modular, separating the responsibilities of interfacing, validating user input, core pre-processing, localising distributed data, choosing which accelerator to use (CPUs or GPUs), and modifying local data using an accelerator. The core pre-processing is further modularised into modules responsible for autodeploying, inlining, performing maths and bitwise routines, probing available memory, checking internal preconditions, parsing user text, printing output, managing data structures and generating random numbers. See architecture.md for more information. C++ backend While QuEST's frontend remains C and C++ agnostic, the backend has become consistently C++17, affording development luxuries like overloading, templating, type inference, namespaces, smart pointers, constant expressions, type-traiting, structured bindings, range-based looping and use of standard lists like vector. We have however endeavoured to keep the use of C++ facilities simple so that the code remains readable and editable by C programmers. internal preconditions QuEST's defensive design has massively improved by the extensive use of precondition checks, which cheaply validate that internal functions receive correct inputs, where there is room for insidious bugs or future changes. This greatly aids the development process and helps spot bugs earlier, as well as making the assumptions more explicit and ergo the code easier to read and understand. Acknowledgements QuEST v4 development was lead by Tyson Jones, with notable contributions from Oliver Thomson Brown, Richard Meister, Erich Essmann, Ali Rezaei and Simon C. Benjamin. Development was financially supported by the UK National Quantum Computing centre (NQCC200921), the UKRI SEEQA project, the University of Oxford, and the University of Edinburgh's Chancellor's Fellowship scheme. Developer time was contributed by AMD, the QTechTheory group at the University of Oxford, the EPCC of the University of Edinburgh, and Quantum Motion Technologies. Many helpful discussions were had with, and troubleshooting support given by, NVIDIA's cuQuantum team. In addition, Tyson sincerely thanks Zoë Holmes of EPFL's QIC lab for her endless patience while juggling his development and postdoctoral duties! So too he thanks Simon Benjamin for his limitless support, and Oliver Brown for help accessing the tested supercomputers - in addition to his fantastic code contributions! Tyson further apologizes to Richard Meister, Sinan Shi, and Chris Whittle for collective hours (if not days) of rubber duck debugging.Tyson Jones, aniabrown, Jacob Wilkins, Richard Meister, Fergus Cooper, BalintKoczor, Nicolas Vogt, Oliver Thomson Brown, Drew Silcock, Erich Essmann, Christopher, Gleb Struchalin, Kshitij Chhabra, Milos Prokop, & bruno villasenor. (2025). QuEST-Kit/QuEST: v4.0.0 (v4.0.0). Zenodo. https://doi.org/10.5281/zenodo.1516464
xdslproject/xdsl: v0.30.1
No full textMinor fix-up release.Sasha Lopoukhine, Fehr Mathieu, Emilien Bauer, Anton Lydike, Alex Rice, Nicolai Stawinoga, Michel Weber, Chris Vasiladiotis, Dalia Shaaban, George Bisbas, kingiler, Tobias Grosser, kayode-gif, Joren Dumoulin, Nick Brown, Théo Degioanni, KGrykiel, David K, Prathamesh Tagore, … Alessandro Cerioli. (2025). xdslproject/xdsl: v0.30.1 (v0.30.1). Zenodo. https://doi.org/10.5281/zenodo.1502569
NNPDF/nnpdf: 4.0.10
No full textThis is the last release of the 4.0 family of fits, where many settings, seeds, dataset names etc are still compatible with 4.0 but a lot of the backend has been changed in preparation for 4.1. The biggest change in that sense is the data and theory implementation. While we have made every attempt to keep reproducibility intract, fits for the 4.0 "era" should be reproduced with previous tags such as 4.0.9 Below a selected list of changes with the relevant PRs when relevant. Data and theory implementation #1709 [x] An nnpdf-data package is made available which contains only data and theories #2225 [x] All commondata implemented in NNPDF4.0 has been ported to the new format [x] The new commondata format has been partially documented [x] The new commondata reader has been merged to master and substituted the old one [x] #2056 [x] The old commondata and the parsing of old commondata has been removed. [x] The theory database is now in the form of .yaml files (#1997 #2028) [x] #2099 Performance and logistics [x] Refactoring to ease multireplica PDF, progress tracked in PR #1880 [x] Training/Validation masks are no longer set equal across multireplica GPU runs (#1788 ) [x] Refactored FK convolution for a slight speed up in CPU and a massive speed up in GPU (#1936) [x] Rules are now immutable objects (#2076) Build system and installation [x] The usage of cmake is now optional and only used to install evolven3fit_legacy and buildmaster (#1773, #1690) [x] evolven3fit has become the new standard evolution tool [x] Code updated to be compatible with python3 / tensorflow >2.16 / keras 3 (#1975, #1970) [x] Commondata and the theorydb is installed as part of the python package (#1861) [x] ${XDG_CONFIG_HOME}/NNPDF/nnprofile.yaml is now the default location for the NNPDF profile (#1861) [x] Added the flag redo-regression in github to autogenerate regression tests (#1944) [x] Data can now be installed as a separate package (#2009) [x] pre-commit has been added to the repository (#2026) [x] Data can be now regenerated automatically in the CI (#2099) New features [x] Cuts can be now applied to positivity and integrability datasets (#2059, #2116) [x] It is now possible to accept negative pseudodata in the replica generation (#2088) [x] The fitting now is compatible with pytorch as well https://github.com/NNPDF/nnpdf/pull/2137 Breaking changes [x] Replicas are now generated using directly the covariance matrix instead of the error breakdown #2107 [x] Paramfits has been removed #2190 evolven3fit [x] The theory and operator cards are added to the log file (#2063) [x] FastKernel Tables and EKO are separated in the server and donwloaded separately (#2081, #2087) Bugfixes #2036 #2034 #2045 #2048 #2051 #2066 #2070 #2119 #2115 #2114 #2127 Automatic release notes What's Changed [bot] Add conda environment for tag 4.0.9 by @github-actions in https://github.com/NNPDF/nnpdf/pull/1966 Unpin pandas version + update tag description by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/1960 Use eko.runner.managed.solve instead of eko.runner.solve by @niclaurenti in https://github.com/NNPDF/nnpdf/pull/1971 Add theory 824 (N3LO+QED) by @niclaurenti in https://github.com/NNPDF/nnpdf/pull/1972 Add a library of process dependent options by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/1949 Docs for new commondata format by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/1708 New CommonData Reader by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/1678 atlas 13tev ttb hadr implementation by @t7phy in https://github.com/NNPDF/nnpdf/pull/1973 Fk refactor by @APJansen in https://github.com/NNPDF/nnpdf/pull/1936 Fix multidense compatibility with tf 2.16 and keras 3 by @APJansen in https://github.com/NNPDF/nnpdf/pull/1975 Remove cmake, make the conda recipe architecture independent by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/1980 Rename evolven3fit_new to evolven3fit + remove varflavors by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/1981 Test only 3.9 and 3.11 ; build only in 3.11 by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/1985 add cuts for ttb and dis+j by @t7phy in https://github.com/NNPDF/nnpdf/pull/1983 don't install SDK for mac in CI tests by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/1987 Hyperopt loss by @APJansen in https://github.com/NNPDF/nnpdf/pull/1726 Parallel hyperoptimization with MongoDB by @Cmurilochem in https://github.com/NNPDF/nnpdf/pull/1921 change y to ystar for atlas 13 teV by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/1992 Make weight initialization reproducible by @APJansen in https://github.com/NNPDF/nnpdf/pull/1923 hyperopt runcard by @APJansen in https://github.com/NNPDF/nnpdf/pull/1986 fix cross correlation type to make them unique for each uncertainty by @t7phy in https://github.com/NNPDF/nnpdf/pull/1993 Add a test for all commondata files by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/1994 Enable python 3.12 by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/1989 Updates to the NNPDF docs by @mariaubiali in https://github.com/NNPDF/nnpdf/pull/1998 Enable apple silicon by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/1999 change 1 jet to jets by @t7phy in https://github.com/NNPDF/nnpdf/pull/2001 Add some docs for process options by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2000 Make the sqlite theorydb into a folder of yaml files by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/1997 Fix a bunch of dataset names by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2005 don't compute predictions for all replicas if we only want replica0 by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2004 W-> l v pseudo rapidity (200804174) by @comane in https://github.com/NNPDF/nnpdf/pull/1927 W -> l v, pseudo rap, bug fix by @comane in https://github.com/NNPDF/nnpdf/pull/2006 Allow nf5 in produce eko2 by @niclaurenti in https://github.com/NNPDF/nnpdf/pull/2008 NNPDF data package by @comane in https://github.com/NNPDF/nnpdf/pull/2009 Fix positivity names from 5 GeV to sqrt(5) GeV and DY -> Z0 by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2011 Remove apfelcomb flags by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2013 Separate the theorydb utilities into the data package by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2018 Fix kinematic vs kinematic_coverage check by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2023 Fix for PDF without error type by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2022 add pch NLO and NNLO theories by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2012 Polarised DIS and DY Commondata by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/1816 add y labels, integrate utils in filters and remove comma in sys names v2 by @t7phy in https://github.com/NNPDF/nnpdf/pull/2021 add .pre-commit-config.yaml by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2026 Remove buildmaster by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2032 Add unique log files for each mongo worker by @Cmurilochem in https://github.com/NNPDF/nnpdf/pull/2016 fix std_error function in MCStats class by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2036 Fix to weight loading/saving for compatibility with Keras 3 by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2042 Update to new commondata names - n3fit by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2031 Fixing bug in the MUL / ADD treatment when writing down closure data by @andreab1997 in https://github.com/NNPDF/nnpdf/pull/2045 make pseudodata_table correctly deal with multiple replicas by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2034 Polish EIC data files by @comane in https://github.com/NNPDF/nnpdf/pull/2039 Correct bug in commondata loading for closure tests by @andreab1997 in https://github.com/NNPDF/nnpdf/pull/2046 Restore cut of CMS_TTBAR_8TEV_2L_DIF_MTTBAR-YT-NORM by @andreab1997 in https://github.com/NNPDF/nnpdf/pull/2050 Use results to create th uncertainties with pdf errors. by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2051 Regenerate test pol by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2053 Use groups or reorder tests by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2054 Improve sumrules module a bit by splitting operations by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2057 Update QED parts in theories 391 392 by @niclaurenti in https://github.com/NNPDF/nnpdf/pull/2038 add nnpdf4.1 baseline theorycard by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2048 Polarised proton fits by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/1979 capitalize EicC dataset names by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2055 add alphas variations NNLO and NLO by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2029 Add (and use) a default for IterEv by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2062 add validphys.commondata to vp-setupfits providers list by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2066 Provide an unique truth for all theory cards by @andreab1997 in https://github.com/NNPDF/nnpdf/pull/2028 Add normalization (and comment) to hash of theory by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2061 Add an example using PineAPPL to compute predictions by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2049 Add the square_singlet activation function by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2064 check also for closure test data in read_replica_pseudodata by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2072 ZPT 13 TeV dataset by @comane in https://github.com/NNPDF/nnpdf/pull/1895 fix table chi2 grouped by by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2070 Dump theory and operator cards to the evolution log file by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2063 update the closure test docs by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2068 correct error message spelling by @comane in https://github.com/NNPDF/nnpdf/pull/2078 removed duplicated DY_NC_PT process by @comane in https://github.com/NNPDF/nnpdf/pull/2077 nnpdf31_process of positivity and integrability sets by @comane in https://github.com/NNPDF/nnpdf/pull/2084 Passes variant info to TupleComp for DataSetInput by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2085 update nnpdf40 runcard and add theory 40_000_000 by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2082 Add theories for MC PDFs by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2067 Hashable Rules by @comane in https://github.com/NNPDF/nnpdf/pull/2076 Photon lo new by @niclaurenti in https://github.com/NNPDF/nnpdf/pull/2080 add resample_pseudodata flag by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2088 add default kinlabel for dyp in _get_kinlabel_process_type by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2090 Add restricted space hyperopt runcard by @Cmurilochem in https://github.com/NNPDF/nnpdf/pull/2065 Make EKO into a separate resource by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2087 add v, v3, v8 integ datasets by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2091 Add ttb processes xq2 maps by @t7phy in https://github.com/NNPDF/nnpdf/pull/2092 Ignore 10% worst replicas in hyper loss by @APJansen in https://github.com/NNPDF/nnpdf/pull/2014 LHCb Z 13 TeV dimuon 2022 by @achiefa in https://github.com/NNPDF/nnpdf/pull/1996 fix bug in _hqp_yq_xq2map process by @comane in https://github.com/NNPDF/nnpdf/pull/2103 use filter=data for extracting when the tar file includes links by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2108 Polish legacy jet datasets by @comane in https://github.com/NNPDF/nnpdf/pull/2056 ATLAS lepton rapidity 8 TeV data by @comane in https://github.com/NNPDF/nnpdf/pull/2071 Positivity cuts by @comane in https://github.com/NNPDF/nnpdf/pull/2059 Fix metadata of ATLAS Z pt 13 TeV by @comane in https://github.com/NNPDF/nnpdf/pull/2112 Set separate_multiplicative as False by default by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2107 Small fixes for TF by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2097 add alphas variation theorycards at n3lo and update existing n3lo theorycards by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2113 Fix new commondata filters by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2100 make sure tempfile is alive when it's used by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2114 take n3lo_ad_variations from the corresponding key in theorycard instead of 'Comments' by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2115 replace scipy.integrate.simps which has been removed in favor of simpson by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2119 replace POS_F2 process with more inclusive POS_DIS by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2116 Polarized STAR and PHENIX A_L W by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2079 add pos cuts through added_filter_rules instead of independent dataset by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2120 Polarised scale variation theories by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2123 Allow for F1 FKtables in G1F1 ratio by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2122 Adds integrability datasets for DV and DV3 by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2124 Polarised Jet commondata implementation by @toonhasenack in https://github.com/NNPDF/nnpdf/pull/2035 Avoid idle gpu by @APJansen in https://github.com/NNPDF/nnpdf/pull/1939 move separate_multiplicative key outside sampling key in runcard by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2128 Bump pineappl version by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2129 Add a readme to the theories folder and reorder some of them by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2131 Revert the default for parallel fits to a single model per replica by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2127 Refactor boundary condition as part of the PDF object by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2133 Update the fitbot for the layer change by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2136 Disable jit compilation in tf > 2.16 by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2135 Extend n3fit and vp to deal with two different initial state distributions by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2110 Update to new commondata names - validphys by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2074 Allow for underscore in theoryfiles by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2096 nsigma dataspecs tables by @comane in https://github.com/NNPDF/nnpdf/pull/2132 Fix unconventional names by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2142 fix docstring formatting by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2143 Only return lhapdf data paths that do exist by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2140 Complete the list of experiments in docs by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2144 Add NNPDFpol2.0 hyperopt card by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2139 Skip the iterations argument if not given by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2141 Fix kinematic coverage for polarized DIS processes by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2109 Fix for old theories by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2146 fix ModSV in polarized theories by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2148 Remove old commondata by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2153 Sihp data by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2154 Accept more than one mapping per dataset in dataset_names.yml by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2157 Minor fix evolven3fit with loaded eko by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2160 Polish polarized fit bases by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2158 Update feature scaling by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2165 add scalevar theoryids for n3lo+qed mhou covmat by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2167 Add tables_box and eko_box folders by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2173 Get rid of recommonmark dependency by @achiefa in https://github.com/NNPDF/nnpdf/pull/2101 removed unused function filter_closure_data by @comane in https://github.com/NNPDF/nnpdf/pull/2179 add NNLOxQED scalevar to scalevariationtheoryids.yaml by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2182 Hessian 2 MC by @comane in https://github.com/NNPDF/nnpdf/pull/2172 Apple Silicon GPU compatibility for Tensorflow by @comane in https://github.com/NNPDF/nnpdf/pull/2184 Parallelize Evolution at the level of evolven3fit by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2168 Polish analysis of a multiclosure test by @comane in https://github.com/NNPDF/nnpdf/pull/1982 Add LO polarized theories by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2163 Fixed target DIS DW datasets as variant by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2176 Remove pointless fivetheories and seventheories by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2186 remove duplicate files due to capitalization by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2188 remove paramfits scripts by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2190 Don't change the input variable when checking old-new for DW datasets by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2195 Add t0theoryid for the correlated replicas method (CRM) by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2177 Added basis to display PDG-style PDF plots for polarised PDFs by @enocera in https://github.com/NNPDF/nnpdf/pull/2193 dynamically set year for the docs by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2196 Execute new commondata generation in CI by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2099 add theory cards for alphas variations of QED theories (NNLO and N3LO) by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2183 Old commondata thcovamat compatibility by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2203 Add uncertainty variants for select datasets by @t7phy in https://github.com/NNPDF/nnpdf/pull/2187 Implementation of ATLAS_Z0J_8TEV PT-Y and PT-M in the new format by @achiefa in https://github.com/NNPDF/nnpdf/pull/2169 Fix kinematics EIC data by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2212 Sum covmats from various point prescriptions by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2198 remove use_theorycovmat key by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2216 Remove the multi dense layer by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2222 Update plottings for the collider LHCb datasets by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2220 add modsv key if xif not 1 by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2224 Update matplotlib version by @Radonirinaunimi in https://github.com/NNPDF/nnpdf/pull/2191 Re-implementation of ATLAS single top by @jacoterh in https://github.com/NNPDF/nnpdf/pull/2189 Tevatron inclusive DY by @jacoterh in https://github.com/NNPDF/nnpdf/pull/2185 add test_unique_theoryid_variations by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2227 add mhou scalevariationtheoryids for alphas variations by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2215 Re-implementation of CMS single top by @jacoterh in https://github.com/NNPDF/nnpdf/pull/2200 Update regression tests by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2229 Re-implementation of ATLAS prompt photon production by @jacoterh in https://github.com/NNPDF/nnpdf/pull/2209 Alphas determination with the theory covariance method (TCM) by @enocera in https://github.com/NNPDF/nnpdf/pull/1645 PR to run fitbot by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2230 Run fitbot with pip and not conda by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2232 New aN3LO theories 40_005_xxx by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2194 Unify the way theories are getting read by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2235 Exterminate k1,k2,k3 from Fixed target data by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2192 Check Fixed target DIS by @giacomomagni in https://github.com/NNPDF/nnpdf/pull/2170 unpin ruamel.yaml version by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2226 Implementation of ATLAS_WCHARM_7TEV in the new format by @achiefa in https://github.com/NNPDF/nnpdf/pull/2236 Implementation of ATLAS_WJ_8TEV in the new format by @achiefa in https://github.com/NNPDF/nnpdf/pull/2210 Reimplement ATLAS_Z0_7TEV_49FB_HIMASS by @ecole41 in https://github.com/NNPDF/nnpdf/pull/2178 Revision of CMS inclusive DY data by @achiefa in https://github.com/NNPDF/nnpdf/pull/2238 Make the code compatible with other keras backends by @scarlehoff in https://github.com/NNPDF/nnpdf/pull/2137 add no-interactive flag to vp-nextfitruncard by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2239 Reimplement ATLAS_WPWM_7TEV_46FB by @ecole41 in https://github.com/NNPDF/nnpdf/pull/2202 Add scalevars for N3LO alphas variations by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2240 Implement double differential distributions in ATLAS_TTBAR_13TEV_LJ_DIF by @t7phy in https://github.com/NNPDF/nnpdf/pull/2218 Reimplement Atlas WPWM and Z 13 TeV TOT by @comane in https://github.com/NNPDF/nnpdf/pull/2207 add 40_007_xxx and 40_008_xxx alphas varied theories with modev=exa by @RoyStegeman in https://github.com/NNPDF/nnpdf/pull/2243 Reimplement hera datasets by @peterkrack in https://github
metomi/rose: Rose 2.4.1 [CODE]
No full textSee CHANGES.md for details.Matt Shin, Ben Fitzpatrick, Andrew Clark, Oliver Sanders, Tim Pillinger, Ronnie Dutta, Sadie L. Bartholomew, Stuart Whitehouse, David Matthews, Stephen Oxley, Tomek Trzeciak, Declan Valters, Hilary James Oliver, Joe Mancell, Melanie Hall, Tom Coleman, Harry Shepherd, Annette Osprey, Jon Seddon, … Paul Cresswell. (2025). metomi/rose: Rose 2.4.1 (2.4.1). Zenodo. https://doi.org/10.5281/zenodo.1492530
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