NOMAD is a blackbox optimization software coded in C++. PyNomad is the Python interface to NOMAD.
NOMAD stands for Nonlinear Optimization using the MADS (Mesh Adaptive Direct Search) Algorithm. NOMAD and PyNomad solve constrained optimization problems of blackbox functions in the form:
minimize f(x)
subject to: nlcon(x) <= 0, lb <= x <= ub and x in R
Once PyNomad is installed, a longer description is obtained by running PyNomad.info(). Examples of PyNomad utilization are provided in https://github.com/bbopt/nomad/tree/master/examples/advanced/library/PyNomad.
Please cite NOMAD 4 with reference:
C. Audet, S. Le Digabel, V. Rochon Montplaisir, and C. Tribes. Algorithm 1027: NOMAD version 4: Nonlinear optimization with the MADS algorithm. ACM Transactions on Mathematical Software. Volume 48, Issue 3, Article No.: 35, pp 1–22. https://doi.org/10.1145/3544489
1 maintainer
Metadata
1 maintainer
Release files for PyNomadBBO 4.6.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 103.0 MB
Release files / pynomadbbo-4.6.0-cp314-cp314t-win_amd64.whl
| Download URL | pynomadbbo-4.6.0-cp314-cp314t-win_amd64.whl |
|---|---|
| Size | 1.5 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Windows x86-64 |
|
SHA-256 checksum How to use checksums |
5dadf74417581b89ad9ed4159717b73626203b232d877ef757eaf6533fc30b06
|
|
BLAKE2b-256 checksum How to use checksums |
f6713fdff8d7d628e043bd15f4d20137c14d259d3303956bcf205ec98fe1e95e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp314-cp314t-musllinux_1_2_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp314-cp314t-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 5.3 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
ebca95253e92deda758d64e32fc551453eff9798928f463a3f6bed20827e37a6
|
|
BLAKE2b-256 checksum How to use checksums |
580d3c2d4a05870268d0899633461d0a093ea749ee0348e21df7e0303b43bba3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 4.3 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 |
9735168b6c6769f44bb110c1dc60097bbf620e401711c619333bfe753508c313
|
|
BLAKE2b-256 checksum How to use checksums |
61ca935c9276749fa2d15ac6ea7ffa6b808b1f227b19a0312618856bce92e15a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp314-cp314t-macosx_11_0_arm64.whl
| Download URL | pynomadbbo-4.6.0-cp314-cp314t-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
d2cf48d0e839035b68ac8911104f135852ccdd2f94c4ecc59473384debe3aa30
|
|
BLAKE2b-256 checksum How to use checksums |
484e4fcef5adaf367ad8d7722ebd32a00dc8d12476420cf4a0c8983f4a6b383d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp314-cp314t-macosx_10_15_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp314-cp314t-macosx_10_15_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
e07906c26bfa79c0e7f4e9d82480f7dc597c6688bb73ee78d48d11fe1e5e3e84
|
|
BLAKE2b-256 checksum How to use checksums |
6f5c449cd668dbf7789dab814d56cd11539228e20488a1ceed5a2cb11987f154
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp314-cp314-win_amd64.whl
| Download URL | pynomadbbo-4.6.0-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 1.5 MB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
75f32b1b5f8f6c7bb25f526d31e5d2d9f777d6aa19874790861cf71ce07f9bfc
|
|
BLAKE2b-256 checksum How to use checksums |
49b7c428e35e5c6bbcff75cda899f0a60bd37083be99cf9cacaca05b67598417
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp314-cp314-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 5.3 MB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
80c77524a830c94271f99d508556da510924187181ee80208af2dae2deda37a7
|
|
BLAKE2b-256 checksum How to use checksums |
77584150a7f4bc80e8d9cf5265434c0db912f3c47782d94dafe7c81c2ed5b8dc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 4.2 MB |
| Tags | CPython 3.14 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
3bc710e96680529c89104008088fd7013825684aa67df4cf8c6a4794fcf0e971
|
|
BLAKE2b-256 checksum How to use checksums |
f21770b7dca76853af9e326a4fab05c0655202ba029cdbe9cfb8c5306ffb413e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | pynomadbbo-4.6.0-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
e9680ba7532139475c081a6dec305263920e0ca87e63f78484a62ee73a0e54c9
|
|
BLAKE2b-256 checksum How to use checksums |
cb302640761cc0df050cc253d71664907c2bb75fd994a1baf5c5c379e1794e0d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp314-cp314-macosx_10_15_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp314-cp314-macosx_10_15_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.14 macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
213ec55168950c4d80d5711adc8f3926edbddb04ac1bdf1d418efd101b94cab3
|
|
BLAKE2b-256 checksum How to use checksums |
7689d34b36b42d772ed9f576998dbe6c88d56f2da4ac45fe5f1b0b50b76d8a1e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp313-cp313-win_amd64.whl
| Download URL | pynomadbbo-4.6.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
06b596b0d360cd48736758f9ffe3864566f083c329ca9b4c66f8b44fae1bb18c
|
|
BLAKE2b-256 checksum How to use checksums |
6a1641028be666559aa4ccc251249b6abd62cf172f3b6b090833a8150da5048a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 5.3 MB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
085971308bbc79a0e263b907b3e55c30f4a65ac507c5faa35a8747a6a58e6f3c
|
|
BLAKE2b-256 checksum How to use checksums |
e6858ec73d5b2199f8f91c7f52c37e001fe7371efb28454b43f631a034dc2d31
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 4.2 MB |
| Tags | CPython 3.13 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
cb57f08a8fb6e4deeb7beba33f10f89a4730d19d15021e8cbd8c8e52c3f479a6
|
|
BLAKE2b-256 checksum How to use checksums |
5747b152c0ae561f683b2baf7be2ac7efe0344d98aa305a9ce8f96d753e4aa02
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | pynomadbbo-4.6.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c2c942a72c114b897f3ccc89ac62a2bc96feeff81f37ddeb9da3d8ce3e9ea0ad
|
|
BLAKE2b-256 checksum How to use checksums |
1f50d66635b767eae7995fbb9dc9003a565330261a098f3c9c4a485867b74f1c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
203ae3688ab1a6f91dbb6989c1ef2b8ad5e14e7e2b894299b67a9ddbecaf6cc6
|
|
BLAKE2b-256 checksum How to use checksums |
e440608657ddf5560a3e264beacfbfea9cb1a567a9df128cc81e64cb1fb5c0ce
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp312-cp312-win_amd64.whl
| Download URL | pynomadbbo-4.6.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
5e9628ee2cde84d4d4b82b723e6640ec29d1aeaf09acb7542460732be57e724b
|
|
BLAKE2b-256 checksum How to use checksums |
19d7e9c36fc22f3c82265ec04c621603a9d46cce82f0e92528cc68816ad1aae6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 5.3 MB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
f54c5eb3afe4238ff130d33ccc5e27625ff32aa53b3b5b04b35c45d3e066091b
|
|
BLAKE2b-256 checksum How to use checksums |
365906007e3c061da8e2fecb5272d99a5b98fc277e56fe62ce84fabcd23bd911
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 4.2 MB |
| Tags | CPython 3.12 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
a5d005822c6fb9642a3231d1fbfd1f90babe9c78db46341ef623e619cd447a87
|
|
BLAKE2b-256 checksum How to use checksums |
5da72cd241619a68d2700db766db082d7895eb59cd7415003072421f7873e576
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pynomadbbo-4.6.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
8aa222b68b4006a692975185e51b4e3ebfd49bb7e552da914da2609088969626
|
|
BLAKE2b-256 checksum How to use checksums |
aa3d459a0a9c3ce64bb94e5f061bc3ebc79693882a3fe8c0f25c70458b8663b4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp312-cp312-macosx_10_13_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp312-cp312-macosx_10_13_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.12 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
fa833c558b458271c65c662742b7a26b6f3a4f8929a6e37e6255d0e147bd98fa
|
|
BLAKE2b-256 checksum How to use checksums |
616604371a6af2c38b6981d8593820c057ff23c45280320432bdc87475969e8c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp311-cp311-win_amd64.whl
| Download URL | pynomadbbo-4.6.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
e273add4f5a0391cba2d96998bd87e8e17ebba21e2c0b74265a4fdaa9dc148f4
|
|
BLAKE2b-256 checksum How to use checksums |
775ae0f3ed43db568aa8db02e21fb4e7563e03f5c1c7f9506d3e5acb3f28a309
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 5.3 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
886149205cda1b8fa3fb52bc549b0977b81b7c3c1d2d16b091fbff1fc9010f7b
|
|
BLAKE2b-256 checksum How to use checksums |
f0acc3322fa27ce6e56d46ed027a44015451dcfd169b2b8d1ca0d44651363fd7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 4.3 MB |
| Tags | CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
4efe747760615cfab57969fe820c9273fcdd997d74cc3278471a6450b9bd2748
|
|
BLAKE2b-256 checksum How to use checksums |
b37c61ff93ed68c86ef286d889b041bd84bd1f678974c4e24ad575225360e4ef
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pynomadbbo-4.6.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
ade82141df0f5d0dbdf4e94926918b956b26e1f2b796125099da875537bab662
|
|
BLAKE2b-256 checksum How to use checksums |
b2627cc1bab35f99ae6e18c78244f049caf5002b1b13534a22a7bfd39f844a0f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
875fc2f8735d5afdef9b5067caca9cd9377a89cb2af57fe95f7a4ffba632ff6e
|
|
BLAKE2b-256 checksum How to use checksums |
cfb455e7bcc3275552862b0731270440398ed7562d01de82d1986903ba48261c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp310-cp310-win_amd64.whl
| Download URL | pynomadbbo-4.6.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
3a754e98e58ed5fdfd52a1c196a469ad857f62800fee76846e01c41bd3a0d939
|
|
BLAKE2b-256 checksum How to use checksums |
ee171f019b421668a6e5c1f6ce9803dc0be9836e953b0f7b704ae1dabad469c7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp310-cp310-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 5.3 MB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
ec24a120c8c1c7860464061bf1068776a0a1794d143d22c03972e42ea73a2c3e
|
|
BLAKE2b-256 checksum How to use checksums |
4c7bf779c7be13b61532f18aa6be38fb27cd26fcf53b6a98b75bb70afdc0c3c1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 4.2 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
d32aac128578b68108131f615c184f1661e6a6c4474a7f01bdf06112062f0a4f
|
|
BLAKE2b-256 checksum How to use checksums |
1d1cf46072cd95f4c583c43f96794a1e418b7f86e8b9c5d9329870505a60571b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | pynomadbbo-4.6.0-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
cb6959f98c2c74044dc66204b3c3f3f4f72b27a17da3f9b140a55ed47bfdc453
|
|
BLAKE2b-256 checksum How to use checksums |
41a7e09cb833a3a25cdf08b4b9bdfb4eeaa1baac35d30fe5981497c94453263b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
2bd1681f7e82135df1c807afdc9687a9279ed680f5723e6c3bd0989eacf512f6
|
|
BLAKE2b-256 checksum How to use checksums |
3cc5a153922139f36d0decb3ccaf089878da88b243c1ed5c075f809f9ff3eb56
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp39-cp39-win_amd64.whl
| Download URL | pynomadbbo-4.6.0-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
726110b284dc92c3f109f9592a9ba31b29ce8c37aaa174813d1eade8166a378d
|
|
BLAKE2b-256 checksum How to use checksums |
f2fc10aaecf15fb2004b183813b6a9bfa067f397b64367cb7ef85683b6239ff5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp39-cp39-musllinux_1_2_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp39-cp39-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 5.3 MB |
| Tags | CPython 3.9 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
c01b090e519d4367972c940faac839fc0dbf0669ef351c52a89a8468d1583e11
|
|
BLAKE2b-256 checksum How to use checksums |
090505f6fc003cc139f992493bb71110b4c1f1317df7d3c7c10e6a18a701264c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 4.2 MB |
| Tags | CPython 3.9 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
7a15bf5375688617be2c37ce988faeb4c4b516952b9e32ff3ad41824f33a3552
|
|
BLAKE2b-256 checksum How to use checksums |
61959368c98c483f9f96596580f5b826caaae9486d135c25f5075ca53ebafd75
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | pynomadbbo-4.6.0-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
07b945e0c145975663a9e172fae7de71eb69207e69784943b6ab962d53e3cf74
|
|
BLAKE2b-256 checksum How to use checksums |
1c5a47c9edc34f95f5cec40d4d6cab4c9da11216be355dbd08ffdc05b87e8f2d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency logRelease files / pynomadbbo-4.6.0-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | pynomadbbo-4.6.0-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
6ef97137c00c1a5cf9233e853e073b4e109a8b09005f143ce0bab55a266cb8c8
|
|
BLAKE2b-256 checksum How to use checksums |
99c808e4bb9eca46c2529afb4827e488ca45191e41f32206c6eaf5fa5d962190
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 26, 2026.
Transparency log
