Skip to main content

RTModel

RTModel is a package for modeling and interpretation of microlensing events (here is an introduction for novices). It uses photometric and/or astrometric time series collected from ground and/or space telescopes to propose one or more possible models among the following:

  • Single-lens-single-source microlensing (i.e. Paczynski)
  • Single-lens-binary-source microlensing (with or without xallarap)
  • Binary-lens-single-source microlensing (including planetary microlensing, parallax and orbital motion)
  • Triple-lens-single-source microlensing (including parallax and circular orbital motion)

All models include the finite-size of the source(s).

The modeling strategy is based on a grid search in the parameter space for single-lens models, whereas a template library for binary-lens models is used including all possible geometries of the source trajectory with respect to the caustics. In addition to this global search, planets are searched where maximal deviations from a Paczynski model occurs. Triple-lens models are searched as small perturbations to binary-lens models.

The library is in the form of a standard Python package that launches specific subprocesses for different tasks. Model fitting is executed in parallel exploiting available processors in the machine. The full modeling may take from one to three hours depending on the event and on the machine speed. The results of modeling are given in the form of a text assessment file; in addition, final models are made available with their parameters and covariance matrices.

RTModel also includes a subpackage RTModel.plotmodel that allows an immediate visualization of models and the possibility to review each individual fitting process as an animated gif.

A second subpackage RTModel.templates helps the user in the visualization and customization of the template library.

Attribution

RTModel has been created by Valerio Bozza (University of Salerno) as a product of many years of direct experience on microlensing modeling (see RTModel webpage).

Any scientific use of RTModel should be acknowledged by citing the paper V.Bozza, A&A 688 (2024) 83, describing all the algorithms behind the code.

We are grateful to Greg Olmschenk, who revised the package installation in order to make it as cross-platform as possible. Antonio Consiglio collaborated to the development of the anomaly detection code. We also thank all the users who are providing suggestions, reporting bugs or failures: Etienne Bachelet, David Bennett, Jonathan Brashear, Sophie Budzik, Paolo Rota, Laura Salmeri, Stela Ishitani Silva, Yiannis Tsapras, Sigfried Vanaverbeke, Keto Zhang.

Installation

The easiest way to install RTModel is through pip install.

pip install RTModel

In alternative, you may clone this repository. Then go to the repository directory and type

pip install .

Currently, RTModel works on Linux, Windows and MacOS, requiring Python >= 3.8. A C++ compiler compatible with C++17 standard is needed for installation. RTModel uses VBMicrolensing for all calculations. You are encouraged to cite the relevant papers listed in that repository as well.

Documentation

Full documentation for the use of RTModel is available.

In the directory events we provide some microlensing data on which you may practise with RTModel.

A Jupyter notebook for quick start-up is also available in the jupyter folder.

License

RTModel is freely available to the community under the GNU Lesser General Public License Version 3 included in this repository.

Release files for RTModel 3.4.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for RTModel 3.4.1
File Size Uploaded
rtmodel-3.4.1.tar.gz 7.2 MB Details

Built distributions (wheels)

Table of built distributions (wheels) for RTModel 3.4.1
File
rtmodel-3.4.1-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details
rtmodel-3.4.1-cp314-cp314t-win32.whl CPython 3.14 CPython 3.14 free-threading Windows x86-32 Details
rtmodel-3.4.1-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
rtmodel-3.4.1-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
rtmodel-3.4.1-cp314-cp314t-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details
rtmodel-3.4.1-cp314-cp314t-macosx_10_15_x86_64.whl CPython 3.14 CPython 3.14 free-threading macOS 10.15+ x86-64 Details
rtmodel-3.4.1-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
rtmodel-3.4.1-cp314-cp314-win32.whl CPython 3.14 CPython 3.14 Windows x86-32 Details
rtmodel-3.4.1-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
rtmodel-3.4.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
rtmodel-3.4.1-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
rtmodel-3.4.1-cp314-cp314-macosx_10_15_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.15+ x86-64 Details
rtmodel-3.4.1-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
rtmodel-3.4.1-cp313-cp313-win32.whl CPython 3.13 CPython 3.13 Windows x86-32 Details
rtmodel-3.4.1-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
rtmodel-3.4.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
rtmodel-3.4.1-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
rtmodel-3.4.1-cp313-cp313-macosx_10_15_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.15+ x86-64 Details
rtmodel-3.4.1-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
rtmodel-3.4.1-cp312-cp312-win32.whl CPython 3.12 CPython 3.12 Windows x86-32 Details
rtmodel-3.4.1-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
rtmodel-3.4.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
rtmodel-3.4.1-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
rtmodel-3.4.1-cp312-cp312-macosx_10_15_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.15+ x86-64 Details
rtmodel-3.4.1-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
rtmodel-3.4.1-cp311-cp311-win32.whl CPython 3.11 CPython 3.11 Windows x86-32 Details
rtmodel-3.4.1-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
rtmodel-3.4.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
rtmodel-3.4.1-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
rtmodel-3.4.1-cp311-cp311-macosx_10_15_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.15+ x86-64 Details
rtmodel-3.4.1-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
rtmodel-3.4.1-cp310-cp310-win32.whl CPython 3.10 CPython 3.10 Windows x86-32 Details
rtmodel-3.4.1-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
rtmodel-3.4.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
rtmodel-3.4.1-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
rtmodel-3.4.1-cp310-cp310-macosx_10_15_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.15+ x86-64 Details
rtmodel-3.4.1-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
rtmodel-3.4.1-cp39-cp39-win32.whl CPython 3.9 CPython 3.9 Windows x86-32 Details
rtmodel-3.4.1-cp39-cp39-musllinux_1_2_x86_64.whl CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details
rtmodel-3.4.1-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
rtmodel-3.4.1-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
rtmodel-3.4.1-cp39-cp39-macosx_10_15_x86_64.whl CPython 3.9 CPython 3.9 macOS 10.15+ x86-64 Details
rtmodel-3.4.1-cp38-cp38-win_amd64.whl CPython 3.8 CPython 3.8 Windows x86-64 Details
rtmodel-3.4.1-cp38-cp38-win32.whl CPython 3.8 CPython 3.8 Windows x86-32 Details
rtmodel-3.4.1-cp38-cp38-musllinux_1_2_x86_64.whl CPython 3.8 CPython 3.8 Linux musl 1.2+ x86-64 Details
rtmodel-3.4.1-cp38-cp38-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
rtmodel-3.4.1-cp38-cp38-macosx_11_0_arm64.whl CPython 3.8 CPython 3.8 macOS 11.0+ ARM64 Details
rtmodel-3.4.1-cp38-cp38-macosx_10_15_x86_64.whl CPython 3.8 CPython 3.8 macOS 10.15+ x86-64 Details

Total release size: 87.8 MB

Release files / rtmodel-3.4.1.tar.gz

Download URL rtmodel-3.4.1.tar.gz
Size 7.2 MB
Tags Source
SHA-256 checksum
How to use checksums
f20b78abe3f7f47eaf67020ab2e1a1a1e1383d2830c2156b669b3982555a0069
BLAKE2b-256 checksum
How to use checksums
c94a9371c91d61aba0ee5161818b64d9b7137e090f855dd9f68da68689e7bf54
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314t-win_amd64.whl

Download URL rtmodel-3.4.1-cp314-cp314t-win_amd64.whl
Size 1.4 MB
Tags CPython 3.14 CPython 3.14 free-threading Windows x86-64
SHA-256 checksum
How to use checksums
187e8da05cf27537c2bb4772f1dbfc68bce0302a384620088f03fe5a428b40bd
BLAKE2b-256 checksum
How to use checksums
41386687d23762723c7dfbeaa8990096c737ad6e2374b26c3490f6a69fe87452
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314t-win32.whl

Download URL rtmodel-3.4.1-cp314-cp314t-win32.whl
Size 1.4 MB
Tags CPython 3.14 CPython 3.14 free-threading Windows x86-32
SHA-256 checksum
How to use checksums
cfdd1c517282187b6516a413fe38ad883af9fb0fc369666b71444c67522febe0
BLAKE2b-256 checksum
How to use checksums
a92137e7dc774d764fc3745ebc6ff63ef52ce78d1d97e225f1725a33945e4282
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL rtmodel-3.4.1-cp314-cp314t-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
ab9d5ab6e2c53007b39ecab8cf80f75594068c95ea489e812dbd2134b48f2a51
BLAKE2b-256 checksum
How to use checksums
c92e58e480ba69ffa84b778c11a5ac079e0d684ee91e42aa30f049a7e3dbc280
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL rtmodel-3.4.1-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size 1.9 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
bce80ecb8a6f9e98521fc04b2546b2aadcde0ec7a69ad50da0a263ec22e5d05e
BLAKE2b-256 checksum
How to use checksums
7f6e6d7d777519acd9ca5fd454d8ad078971327ebe23636904c1c1232c0e6dcb
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314t-macosx_11_0_arm64.whl

Download URL rtmodel-3.4.1-cp314-cp314t-macosx_11_0_arm64.whl
Size 1.4 MB
Tags CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
17b572fb5ce3dc4371c05d14c9904071579ebc8a1a83bb4e428db7c2bccc5a80
BLAKE2b-256 checksum
How to use checksums
f63b2fa508358ecbc3fb477b920c007b93a08c9ee9faea53cefc0f31c26fa1c8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314t-macosx_10_15_x86_64.whl

Download URL rtmodel-3.4.1-cp314-cp314t-macosx_10_15_x86_64.whl
Size 1.4 MB
Tags CPython 3.14 CPython 3.14 free-threading macOS 10.15+ x86-64
SHA-256 checksum
How to use checksums
57c9b48c8d441ddbb9291b2fe51ccdf11e7122340f9b721729493595da5e0ca3
BLAKE2b-256 checksum
How to use checksums
56c80a9ad4bdd6d4744569d258ec57f4018a9d9023c92233edfaa907279406ac
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314-win_amd64.whl

Download URL rtmodel-3.4.1-cp314-cp314-win_amd64.whl
Size 1.4 MB
Tags CPython 3.14 Windows x86-64
SHA-256 checksum
How to use checksums
c8d9a063d49e7cd97aa0f4d48617244210db695490c743c329eea51bae90239a
BLAKE2b-256 checksum
How to use checksums
d4aaaa57878b9c1ad5aefef1c49808ba5d54dcac6d3bbe5a41600da584e9d8c6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314-win32.whl

Download URL rtmodel-3.4.1-cp314-cp314-win32.whl
Size 1.4 MB
Tags CPython 3.14 Windows x86-32
SHA-256 checksum
How to use checksums
dbd8e8b8e0854fa94a84c78362f437b8fd7791814516d972c04a6d48a30c025c
BLAKE2b-256 checksum
How to use checksums
be4042c03f3aac69c66c9006fef124854feecbd1c727c480c92f7c026e9343ee
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL rtmodel-3.4.1-cp314-cp314-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.14 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
c52899b2fa6554365846daa66e762491b7813067fd158a69ad983bc12247c968
BLAKE2b-256 checksum
How to use checksums
ba3ee14e638eb3d73b09ab503b7e650bf5ce81dabb45d41eeb9420351e030d7b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL rtmodel-3.4.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size 1.9 MB
Tags CPython 3.14 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
76dae325a02ebef56257ab575e9f1248af739dc4d544029ff8b0987be11a5ed6
BLAKE2b-256 checksum
How to use checksums
3595fa74b128bea590a433684d757a6877466f27edfc9712275bce3c82d8b0fe
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314-macosx_11_0_arm64.whl

Download URL rtmodel-3.4.1-cp314-cp314-macosx_11_0_arm64.whl
Size 1.4 MB
Tags CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
bcd49fba9e8f8798f4c5928da92b1432e1c8f0e757ab7c39c7fb8bb3ff945b5a
BLAKE2b-256 checksum
How to use checksums
dccff4c048627cda1a0a0d78d468f38ee458982c22b4a947daabaaa03cceb4b6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp314-cp314-macosx_10_15_x86_64.whl

Download URL rtmodel-3.4.1-cp314-cp314-macosx_10_15_x86_64.whl
Size 1.4 MB
Tags CPython 3.14 macOS 10.15+ x86-64
SHA-256 checksum
How to use checksums
38ea662342b99adf200cebeff8fa863cd0ab6dbadc7cc284dd47fe97d5600c78
BLAKE2b-256 checksum
How to use checksums
376b13aad61c71b8f107c346c991e66052adf9ef199b659dd7443474ce8824fb
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp313-cp313-win_amd64.whl

Download URL rtmodel-3.4.1-cp313-cp313-win_amd64.whl
Size 1.4 MB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
a7794f78d2be423c1f18b085170fa1ff53300612695b887a75ad01576b4911ab
BLAKE2b-256 checksum
How to use checksums
406cbb8515b73f8d69ce3f82af9cde0fede09ea10b982c75a5cb4e4b198894bf
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp313-cp313-win32.whl

Download URL rtmodel-3.4.1-cp313-cp313-win32.whl
Size 1.4 MB
Tags CPython 3.13 Windows x86-32
SHA-256 checksum
How to use checksums
cfe33f4ab4ee82498d0382955c31a28c63a7734c50ee324f386971a6eabe2a01
BLAKE2b-256 checksum
How to use checksums
a573e29d66f8c4e3795082e2cb4cbd7168fe22925937a19e582f0cdb6c33e46b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL rtmodel-3.4.1-cp313-cp313-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.13 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
275f22a144f8803202faec9cc4ab530271fcf4e3cef5292ca013de24b1daceff
BLAKE2b-256 checksum
How to use checksums
5174e7ab21a7fa5648152101834ed078af634d36baaf5e70c850f42a49a08a16
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL rtmodel-3.4.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size 1.9 MB
Tags CPython 3.13 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
cd3e2b34f56dd551ae71fd524eb63c8205af860a58e17cf80404f403c78d4a9d
BLAKE2b-256 checksum
How to use checksums
c190dbe4585b515edffedf1462648d6835ca46099ccf211fe85fd142a9205246
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp313-cp313-macosx_11_0_arm64.whl

Download URL rtmodel-3.4.1-cp313-cp313-macosx_11_0_arm64.whl
Size 1.4 MB
Tags CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
1b5395fb9549e595e010a16e6038741503056596b38724a6160b3a68705995a8
BLAKE2b-256 checksum
How to use checksums
61a050ff7692ce5ba4edfe58205c5765bf500badd113520583b235ce4d05f8d6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp313-cp313-macosx_10_15_x86_64.whl

Download URL rtmodel-3.4.1-cp313-cp313-macosx_10_15_x86_64.whl
Size 1.4 MB
Tags CPython 3.13 macOS 10.15+ x86-64
SHA-256 checksum
How to use checksums
fe04a218a8a54620bcffe469e12e180051b5f371dd9b09b6bd5722b2034e1f32
BLAKE2b-256 checksum
How to use checksums
15749b7c7d1ff9fecad039a0c091d3eb4dadb227e7b8f8c494f4866e405066f3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp312-cp312-win_amd64.whl

Download URL rtmodel-3.4.1-cp312-cp312-win_amd64.whl
Size 1.4 MB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
60c6deac419a227e8146bbd16b089f3b0aa7e05c38782096eebe3f98a2fbb2df
BLAKE2b-256 checksum
How to use checksums
047ced1f65fbf9675220eed084ecb674cbb1ebd4b9ab85c71f8dabb96d666c10
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp312-cp312-win32.whl

Download URL rtmodel-3.4.1-cp312-cp312-win32.whl
Size 1.4 MB
Tags CPython 3.12 Windows x86-32
SHA-256 checksum
How to use checksums
fb90865cb97c034e0c42272011a72e5f3bf6bdadb1e932093507f211a71f4aa9
BLAKE2b-256 checksum
How to use checksums
1b847822160acf0eed77e7534a9ac71d57d8fe9867c52cf602752d5bffaca802
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL rtmodel-3.4.1-cp312-cp312-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.12 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
165e1d79419326423e585321c0b9527065799192eb2d3ab8e039e222d5593f20
BLAKE2b-256 checksum
How to use checksums
676990b86d444e2144f2ae7addbd20a3493aca98a4f1c251aced071820d779f2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL rtmodel-3.4.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size 1.9 MB
Tags CPython 3.12 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
e7ee5b47f60d57905edce4a5df188a36ce1d3ce7e1c0ad3bfe8967b388918ce1
BLAKE2b-256 checksum
How to use checksums
a534ccfb9a09c4784c39a4f9f07c06b36d0c83bf72c62bc3258fd90688a4bbc3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp312-cp312-macosx_11_0_arm64.whl

Download URL rtmodel-3.4.1-cp312-cp312-macosx_11_0_arm64.whl
Size 1.4 MB
Tags CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
263573dbe36c8bce49937a9abcb06c118d0784af6e410f36a807ec6e1ee0e7fc
BLAKE2b-256 checksum
How to use checksums
fedfda18882fc87e3dd4752aba161084e32aa328003e89bf3dce402e16fcd664
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp312-cp312-macosx_10_15_x86_64.whl

Download URL rtmodel-3.4.1-cp312-cp312-macosx_10_15_x86_64.whl
Size 1.4 MB
Tags CPython 3.12 macOS 10.15+ x86-64
SHA-256 checksum
How to use checksums
54c000d4d438f3539aa1e35f21f0199e4e5ec424dcb46dfcef233285ecc18721
BLAKE2b-256 checksum
How to use checksums
456043f775090505c72800a3cdb00306bd8a1764d5ec224fab7ec12f77c31360
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp311-cp311-win_amd64.whl

Download URL rtmodel-3.4.1-cp311-cp311-win_amd64.whl
Size 1.4 MB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
aa97a8470c93016e34a585bfc0b4051a264519a6286cb0695ca362a06fb5d486
BLAKE2b-256 checksum
How to use checksums
54c087b4e84b8470f3630e590991c179278f35683ec6f229033ad0f482ef3aed
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp311-cp311-win32.whl

Download URL rtmodel-3.4.1-cp311-cp311-win32.whl
Size 1.4 MB
Tags CPython 3.11 Windows x86-32
SHA-256 checksum
How to use checksums
007d1eade0c0fa0ff2c17dbe814ecac221f39d76a99d68c2bb6e439976ad4882
BLAKE2b-256 checksum
How to use checksums
cf2effe385236e4b228936f403f470a552b83859eff5d5fa928c4fb0265193c0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL rtmodel-3.4.1-cp311-cp311-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
1ce617206ceb18abaf1032188c84a266bcc80da42b8147bc60a375bad63249e5
BLAKE2b-256 checksum
How to use checksums
7074c3b9dac0359bbc834aac3f26c07523679a56f9a704fd4c43f7c4360026ab
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL rtmodel-3.4.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size 1.9 MB
Tags CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
c7be963c5d6c358e736b2cf9b67ce566d1ddc683ba694cdedbf2ded8270e64b2
BLAKE2b-256 checksum
How to use checksums
4c2276919590b5d727431e0daf590783d6a68de4b23baa3914126d1545fb014e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp311-cp311-macosx_11_0_arm64.whl

Download URL rtmodel-3.4.1-cp311-cp311-macosx_11_0_arm64.whl
Size 1.4 MB
Tags CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
4ba622fec8ee2c628f49f9e4d7de6ed4e4759411b2e36ef67cadaca345ff98e8
BLAKE2b-256 checksum
How to use checksums
b4746776c376d804e8d3c2704fb868d8674e9cd583ab14d9b2472164aff7b255
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp311-cp311-macosx_10_15_x86_64.whl

Download URL rtmodel-3.4.1-cp311-cp311-macosx_10_15_x86_64.whl
Size 1.4 MB
Tags CPython 3.11 macOS 10.15+ x86-64
SHA-256 checksum
How to use checksums
0f985bab4e426d8f4dd9eba90545061d52e6b2899696cd534376a9db681464b5
BLAKE2b-256 checksum
How to use checksums
8b398a61d713e7406aa1af0d44d844583d60878aaf49300164906133a1e5b588
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp310-cp310-win_amd64.whl

Download URL rtmodel-3.4.1-cp310-cp310-win_amd64.whl
Size 1.4 MB
Tags CPython 3.10 Windows x86-64
SHA-256 checksum
How to use checksums
91b05ed24a33646def33e029ee5f37dfe9933b3b3ea6099b7c1ae0de65de52e9
BLAKE2b-256 checksum
How to use checksums
9cf3fe3f0739668c5e0c27276b50979bfcec65f5d1729e7e5d0a61058661ea7c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp310-cp310-win32.whl

Download URL rtmodel-3.4.1-cp310-cp310-win32.whl
Size 1.4 MB
Tags CPython 3.10 Windows x86-32
SHA-256 checksum
How to use checksums
92a1d8548dc6501c4a915e591cf504b643730b6177fc266f342e43af309b1ba3
BLAKE2b-256 checksum
How to use checksums
46cbfc544eb8a68c223628e763f30eb1d312049677cb97ec1e73c19f30067894
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL rtmodel-3.4.1-cp310-cp310-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
27bfb9c01682e15a9cd389e6670bc6e3312a8994c45febcbd0da924daf524226
BLAKE2b-256 checksum
How to use checksums
0c464a53bed1287a12b4d9e920147ca5232eaf7e0fdd7f64b1cc76ceabe58852
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL rtmodel-3.4.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size 1.9 MB
Tags CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
619442d68d0da59a7c1f5731bb05c0107e004e7c056d8049911bc8ab78ba8b3c
BLAKE2b-256 checksum
How to use checksums
ffd6a422da33adec11c7f4ff4130fb293c6431f1f924bf0f580f506d0f806aab
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp310-cp310-macosx_11_0_arm64.whl

Download URL rtmodel-3.4.1-cp310-cp310-macosx_11_0_arm64.whl
Size 1.4 MB
Tags CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
dc6fbad20857ce6a230c05869a9a42dbce08ccca0cf3db117a81c7a1f309a819
BLAKE2b-256 checksum
How to use checksums
e9348b1f38f30c8f16c011750d591007b12e9664bab5dce0c961930754351c99
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp310-cp310-macosx_10_15_x86_64.whl

Download URL rtmodel-3.4.1-cp310-cp310-macosx_10_15_x86_64.whl
Size 1.4 MB
Tags CPython 3.10 macOS 10.15+ x86-64
SHA-256 checksum
How to use checksums
be8d5ce54f6d4d791393d1dbfd9689a528c52b6c0eaf1ecabb7eb669a85ac454
BLAKE2b-256 checksum
How to use checksums
fa64535333d58e8732b6230daa41e414f43a7d1c8049e178998394dc4c7b4f8a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp39-cp39-win_amd64.whl

Download URL rtmodel-3.4.1-cp39-cp39-win_amd64.whl
Size 1.4 MB
Tags CPython 3.9 Windows x86-64
SHA-256 checksum
How to use checksums
140f94114b642664673c5bb16fafe8d80e03f7dd3b9b93f37abe7db481253883
BLAKE2b-256 checksum
How to use checksums
07d23f14346f157db1ba7a653f5b4ae56d86b1c26f05ee5a2fa925a20beb63b7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp39-cp39-win32.whl

Download URL rtmodel-3.4.1-cp39-cp39-win32.whl
Size 1.4 MB
Tags CPython 3.9 Windows x86-32
SHA-256 checksum
How to use checksums
8fb965fa4975327a29dfd59ff86971bad26bd04e9fe49cdb5faf6e3d51604a0e
BLAKE2b-256 checksum
How to use checksums
829cdfcf70727a65856764e71fef4fdae7e2e476d78aa7ff16163e4f4d776f0c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp39-cp39-musllinux_1_2_x86_64.whl

Download URL rtmodel-3.4.1-cp39-cp39-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.9 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
bbd7a7c7c46c64c3675d83f96f25b884edfb64fde9ea54df384872e3718b94cc
BLAKE2b-256 checksum
How to use checksums
1a7cd18e4e54e5e73eda7ea6f01484dba097e9a59e494ac6f3d90f9da0332042
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL rtmodel-3.4.1-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size 1.9 MB
Tags CPython 3.9 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
31b7221e7ad4257cafe9756aba42ad27e6c98d8ef5c6933299f63a2000168b80
BLAKE2b-256 checksum
How to use checksums
0a302012df7b05fee26e363cfe4a673462767ebd04e157145b527d46aa2b25a9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp39-cp39-macosx_11_0_arm64.whl

Download URL rtmodel-3.4.1-cp39-cp39-macosx_11_0_arm64.whl
Size 1.4 MB
Tags CPython 3.9 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
cd9f06d7c167db210b3b69d311ee6349001e846f33ef7a7c681a05805d10f34a
BLAKE2b-256 checksum
How to use checksums
068f45068f5a7363c2f25d3cd3a700c3db5840fa74c2e0db87446c0b7ed614ce
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp39-cp39-macosx_10_15_x86_64.whl

Download URL rtmodel-3.4.1-cp39-cp39-macosx_10_15_x86_64.whl
Size 1.4 MB
Tags CPython 3.9 macOS 10.15+ x86-64
SHA-256 checksum
How to use checksums
4e227c7b058555d573fe54573ed40a494569d9d4d4e41dce8a32f0273dcacab4
BLAKE2b-256 checksum
How to use checksums
5daea45e1e8b904f4a429930f71302096440f29ae77cdbd2a965da296bb04624
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp38-cp38-win_amd64.whl

Download URL rtmodel-3.4.1-cp38-cp38-win_amd64.whl
Size 1.4 MB
Tags CPython 3.8 Windows x86-64
SHA-256 checksum
How to use checksums
10191d74fb80346d34eb7dc28b83d88b4eb5327a8c810e95d35078c1ce29e445
BLAKE2b-256 checksum
How to use checksums
ab1a9e7509970d2dcec943e5dac48cafff93691141f0e0d6fa553f6a735321ee
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp38-cp38-win32.whl

Download URL rtmodel-3.4.1-cp38-cp38-win32.whl
Size 1.4 MB
Tags CPython 3.8 Windows x86-32
SHA-256 checksum
How to use checksums
f5b3c2b9305b7e1750587a54a8c863aced4a4995b93c68bb83439031d770ab8c
BLAKE2b-256 checksum
How to use checksums
404040c220f5562310d9bb5dd09bdf8a11ed0f5e22e107ef69600cbc73016aa7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp38-cp38-musllinux_1_2_x86_64.whl

Download URL rtmodel-3.4.1-cp38-cp38-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.8 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
eed2750c669b388aed5a55fed555a6168e566ad9582005addbf038f2f1f40b4d
BLAKE2b-256 checksum
How to use checksums
eb6784cc105c41db8ebeb695a2ebd0d2d22fdb5ad25e5b2390b8619dcc749916
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp38-cp38-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL rtmodel-3.4.1-cp38-cp38-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size 1.9 MB
Tags CPython 3.8 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
661474a42a49ed73ea9032ffdaf0412059d5c9242d02f97ca270951e7b54480f
BLAKE2b-256 checksum
How to use checksums
24e853190fbb9d4b93e6378a38d72d723e7485bdbf7a33d8b9014665902ac6ee
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp38-cp38-macosx_11_0_arm64.whl

Download URL rtmodel-3.4.1-cp38-cp38-macosx_11_0_arm64.whl
Size 1.4 MB
Tags CPython 3.8 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
a34e83b1edf495d1731a0a5ca61d570b4c67bacad1884d5924f4d3bba56a5e59
BLAKE2b-256 checksum
How to use checksums
b964df4c82227d00b00fd1055ea710781f2cc19fe8c4c3102ffdb39cd7150b7c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release files / rtmodel-3.4.1-cp38-cp38-macosx_10_15_x86_64.whl

Download URL rtmodel-3.4.1-cp38-cp38-macosx_10_15_x86_64.whl
Size 1.4 MB
Tags CPython 3.8 macOS 10.15+ x86-64
SHA-256 checksum
How to use checksums
dab8cfb7b837a43f0c3fdb0cbb8381e43d92af0134601392b29fd8ce46948372
BLAKE2b-256 checksum
How to use checksums
0e3cf29664b92470d4c01349603373890b97babf0e31dd4c49e3227fd59055ec
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.14.3

Release history Release notifications | RSS feed

This release

3.4.1 This release

49 release files

3.4

49 release files

3.3

49 release files

3.1

56 release files

3.0

56 release files

2.4

56 release files

2.3

75 release files

2.2

2 release files

2.1.0

2 release files

2.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page