goals

Installation

pip install leapfrog-goals

Usage

Get parameters

In the following example you will need parameters - inputs to the model. We have provided utilities to easily get test parameters (we use hdf5 file format to store these). If you already have different parameters in the correct shape you can skip this section.

from leapfrog_goals import read_h5_file

parameters_child = read_h5_file(
    "../leapfrogr/tests/testthat/testdata/child_parms_full.h5"
)

We need to add a good way to import the goals parameters, for now add manually.

import numpy as np

parameters_child["ex_input"] = np.full((81, 2), 1)

Run model

Here are a couple of ways to run the model

from leapfrog_goals import run_goals

# Run the model
run_goals(parameters_child)

# Can specify which years to output from the model
run_goals(parameters_child, [1970, 1971, 2000])

Run model from initial state (TODO)

You can also run the model from an initial state. For example, to run the model in two parts

from leapfrog_goals import run_goals, run_goals_from_state, get_time_slice

# Run model until year 2000
ret = run_goals(parameters_child, range(1970, 2001))

run_goals_from_state(
    # parameters
    parameters_child,
    # get the last time slice of the state returned by run model so we
    # can continue from where the model left off
    get_time_slice(ret, 30),
    # simulation start year, this should be the year the previous
    # argument represents
    2000,
    # years you want the model to output
    range(2001, 2031),
)

Run model for a single year

The previous two functions will return a dictionary with values that are have one more dimension (time dimension) than the state specified in the model config. This means if you want to carry on from that initial single year state you would have to use the get_time_slice utility at index 1. Example:

from leapfrog_goals import run_goals, run_goals_from_state, get_time_slice

ret_single_year = run_goals(parameters_child, [1970])

for year in range(1970, 2030):
    ret_single_year = run_goals_from_state(
        parameters_child, get_time_slice(ret_single_year, 0), year, [year + 1]
    )

This is tedious for two reasons:

  1. Repeatedly getting the time slice for one time dimension (initial one is unavoidable since we use run model and don't have any initial state)
  2. Specifying output year as year + 1

So to make projecting for a single year more ergonomic we decided to create a separate function that returns the time slice for a single year:

from leapfrog_goals import run_goals, run_goals_single_year, get_time_slice

ret_single_year = get_time_slice(run_goals(parameters_child, [1970]), 0)

for year in range(1970, 2030):
    ret_single_year = run_goals_single_year(parameters_child, ret_single_year, year)

Development

This project uses scikit-build-core with nanobind to build the C++ project. You'll need a recent version of CMake (>3.15) and Python (>3.7).

We use uv to manage the project:

  • Sync the virtual env uv sync
  • Run tests uv run pytest
  • Lint uvx ruff check .
  • Format uvx ruff format
  • Format imports uvx ruff check --select I --fix

uv will rebuild automatically if you make a change to the C++ code however if you need to force recompilation use --reinstall-package leapfrog-goals.

For local installation run pip install .

License

leapfrog-goals is distributed under the terms of MIT license.

Project links

Data verified by PyPI on Aug 13, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (1.0.3)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for r-ash from gravatar.com r-ash

Credits

Author: Rob Ashton

GitHub Statistics

Data verified by PyPI on Aug 13, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

Requires

Python >=3.11

Report project as malware

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

leapfrog_goals-0.0.13.tar.gz (1.7 MB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

leapfrog_goals-0.0.13-cp314-cp314t-win_amd64.whl (183.1 kB view details)

Uploaded CPython 3.14tWindows x86-64

leapfrog_goals-0.0.13-cp314-cp314t-win32.whl (165.2 kB view details)

Uploaded CPython 3.14tWindows x86

leapfrog_goals-0.0.13-cp314-cp314t-musllinux_1_2_x86_64.whl (652.8 kB view details)

Uploaded CPython 3.14tmusllinux: musl 1.2+ x86-64

leapfrog_goals-0.0.13-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (207.0 kB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

leapfrog_goals-0.0.13-cp314-cp314t-macosx_11_0_arm64.whl (179.6 kB view details)

Uploaded CPython 3.14tmacOS 11.0+ ARM64

leapfrog_goals-0.0.13-cp314-cp314t-macosx_10_15_x86_64.whl (180.6 kB view details)

Uploaded CPython 3.14tmacOS 10.15+ x86-64

leapfrog_goals-0.0.13-cp314-cp314-win_amd64.whl (179.8 kB view details)

Uploaded CPython 3.14Windows x86-64

leapfrog_goals-0.0.13-cp314-cp314-win32.whl (163.4 kB view details)

Uploaded CPython 3.14Windows x86

leapfrog_goals-0.0.13-cp314-cp314-musllinux_1_2_x86_64.whl (650.2 kB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

leapfrog_goals-0.0.13-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (204.8 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

leapfrog_goals-0.0.13-cp314-cp314-macosx_11_0_arm64.whl (177.6 kB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

leapfrog_goals-0.0.13-cp314-cp314-macosx_10_15_x86_64.whl (178.9 kB view details)

Uploaded CPython 3.14macOS 10.15+ x86-64

leapfrog_goals-0.0.13-cp313-cp313-win_amd64.whl (173.8 kB view details)

Uploaded CPython 3.13Windows x86-64

leapfrog_goals-0.0.13-cp313-cp313-win32.whl (158.9 kB view details)

Uploaded CPython 3.13Windows x86

leapfrog_goals-0.0.13-cp313-cp313-musllinux_1_2_x86_64.whl (650.3 kB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

leapfrog_goals-0.0.13-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (204.8 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

leapfrog_goals-0.0.13-cp313-cp313-macosx_11_0_arm64.whl (177.4 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

leapfrog_goals-0.0.13-cp313-cp313-macosx_10_14_x86_64.whl (178.8 kB view details)

Uploaded CPython 3.13macOS 10.14+ x86-64

leapfrog_goals-0.0.13-cp312-cp312-win_amd64.whl (173.8 kB view details)

Uploaded CPython 3.12Windows x86-64

leapfrog_goals-0.0.13-cp312-cp312-win32.whl (158.9 kB view details)

Uploaded CPython 3.12Windows x86

leapfrog_goals-0.0.13-cp312-cp312-musllinux_1_2_x86_64.whl (650.3 kB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

leapfrog_goals-0.0.13-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (204.8 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

leapfrog_goals-0.0.13-cp312-cp312-macosx_11_0_arm64.whl (177.4 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

leapfrog_goals-0.0.13-cp312-cp312-macosx_10_14_x86_64.whl (178.8 kB view details)

Uploaded CPython 3.12macOS 10.14+ x86-64

leapfrog_goals-0.0.13-cp311-cp311-win_amd64.whl (174.2 kB view details)

Uploaded CPython 3.11Windows x86-64

leapfrog_goals-0.0.13-cp311-cp311-win32.whl (159.2 kB view details)

Uploaded CPython 3.11Windows x86

leapfrog_goals-0.0.13-cp311-cp311-musllinux_1_2_x86_64.whl (651.2 kB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

leapfrog_goals-0.0.13-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (205.6 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

leapfrog_goals-0.0.13-cp311-cp311-macosx_11_0_arm64.whl (178.4 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

leapfrog_goals-0.0.13-cp311-cp311-macosx_10_14_x86_64.whl (179.4 kB view details)

Uploaded CPython 3.11macOS 10.14+ x86-64

File details

Details for the file leapfrog_goals-0.0.13.tar.gz.

File metadata

  • Download URL: leapfrog_goals-0.0.13.tar.gz
  • Upload date:
  • Size: 1.7 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for leapfrog_goals-0.0.13.tar.gz
Algorithm Hash digest
SHA256 79793c6374f5e5b7b7c81b5f3b9cbe8b63e15dd1a2ae1e03590546e95b8ea89b
MD5 ab840f8cf2455cd5ff6c31b5388ff438
BLAKE2b-256 da182b340c7c2483aff56c4b449cf749620c879611c6bf6725dac50ea5454728

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13.tar.gz:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314t-win_amd64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314t-win_amd64.whl
Algorithm Hash digest
SHA256 d497cc11158ebc485306aabebbe2b23d8e64ade6e4efbcca2666d4c0ab243498
MD5 3ec2c3eb93b3d2528b3d21a15a443dc1
BLAKE2b-256 880b5a67a9699f3f4abbdb45ba7fcd24d2fe7573f906bc2ebc3c82a9aa482400

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314t-win_amd64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314t-win32.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314t-win32.whl
Algorithm Hash digest
SHA256 19236f1468a0e41f212411432ee1ee07c6617e87e3d78e37ff5784da8bca1ebd
MD5 18fa4d6b8ae4120e46874bfe56be50c7
BLAKE2b-256 6379146eaca61b4a3285f2bc59b8ae33d55d9286e243dec87ce695dd4f7650db

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314t-win32.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314t-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314t-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 8e0154a7e5d45d70e77b49667d618e326da5a8657b87bb67a8ecc33e83c3cd34
MD5 e7787210653483ec96a2daa6ef3f3300
BLAKE2b-256 1ecb9d4480783e262f048b73e93496ebd31671f47fd54c881d049255d8cfb572

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314t-musllinux_1_2_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 873ceacfebe3251cc562694d4625b998277004cdebf5e9eafe8e2fa647697d25
MD5 d9d17d7738b57f9b746d8141351fecda
BLAKE2b-256 2fd2af4a8f2d0e08257ffeaa445888e0288f309ca9212b92b3edf671584352ff

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314t-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314t-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 cfe6b97a3007a05dca1909d529043b991cd89907c3656bb19f0c86e4dd61c413
MD5 0e3a3c3eb79f8d194020cf5c61b92857
BLAKE2b-256 ba79ee661d31a81f8a01c47ec90f635b3ebbdf82e9d294d245773bdd148b1734

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314t-macosx_11_0_arm64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314t-macosx_10_15_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314t-macosx_10_15_x86_64.whl
Algorithm Hash digest
SHA256 ad384c3739b1d4dd550908df927e981e5abe3367ad08b8f9097e32a9df30d33a
MD5 9697bef2737b0bc759071b6692dc5069
BLAKE2b-256 90df44d04cbc0625815903a64dadabcb666a6604fe2cb9f4439c9abcd104bbee

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314t-macosx_10_15_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314-win_amd64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 1aa05ac0aede76f739f0074454d64545376cb9ecca3b13deefc58cd3303d9473
MD5 6d85345423ec40bcbd0c69851ea1a500
BLAKE2b-256 ab2adb100af83b4b42ec370b23d98b682612e070364d311d9eae102fdfd1e29f

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314-win_amd64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314-win32.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314-win32.whl
Algorithm Hash digest
SHA256 5ec9340a74d5b2492de1cb68d8ded4c16a8e8e3625f3392b2987353d5b3bac55
MD5 1066d66dc68f62c895a1c4442d0d742c
BLAKE2b-256 09f5f8106cb08efce53aab57a6e7c83d133a5703964a67c6411b54a38d5a7c48

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314-win32.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 89d0400b2d5b689864995f5d96e40f414d2ed9fef62f8b07a98be92d9ab4d3ce
MD5 681fd790bff7edd0434847fb69bbde3b
BLAKE2b-256 35fccca00608d4a4b99eefe1e7e885f4fa256baa4b3975b5d860967820b221e7

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314-musllinux_1_2_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 76eed0c034afcebe120dfcb0267ee3ae7410005f303c238c51eee2b0594e5c87
MD5 7cba5b7a3cb25f2cd021e0720780f7ec
BLAKE2b-256 c08b0e18c4732c72951b4443ee3c93e6887ca5f5a5ba98b09c6b8188882455aa

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 225340d1b4a281a215ed0ffd2ee92b20bfe8fe89b9a09bc1e3b9b3699e55380e
MD5 754f3ac3d5dc2183559297cf9240b497
BLAKE2b-256 3ce3c00dcb00c0ff2ed1a6c85e01788318f353bb3f53b6fedc0950b5adbb7d18

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp314-cp314-macosx_10_15_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp314-cp314-macosx_10_15_x86_64.whl
Algorithm Hash digest
SHA256 5111148c21d21c0229dee14211e4cf90c592d96787e96b9c20aa80b580459b60
MD5 c1a399f8881f5672606f4237859cd576
BLAKE2b-256 efd2578992bae352e7dad319a30dd8f850c22b30e53b3d9c43bb4c9c693f2b28

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp314-cp314-macosx_10_15_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp313-cp313-win_amd64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 84d9a9cfefec8c47ee6cc2c28ef013bfeb7aaaa5f7ba9c172662408d530932b7
MD5 320891a2c8a8293d441c1fe2fe5e07c3
BLAKE2b-256 f5d506c1ef1d75fecb7b3dd4376c00edbbdc3a5601599911ba20f3d7e9358667

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp313-cp313-win_amd64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp313-cp313-win32.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp313-cp313-win32.whl
Algorithm Hash digest
SHA256 a2b14528ba010084b3384392c7717d8265db950d84129747d3ef2257f99ad737
MD5 8fb4e710be725122442f1e13122cd523
BLAKE2b-256 790d264e9613fa9eed8aad6c00eb79cac4b9a198be868aefee8576e4c36e9dcb

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp313-cp313-win32.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 53036e32f858296baec80d5b9528f66af1dfadb1c894a4d18b51d2858ee908b2
MD5 8b06291d1246cb67c8b3618e76c2326d
BLAKE2b-256 5d83f7380e3572c510dcaa0c73b26251cbee886c14302dc492f0961835f3b460

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 624447f118d57b6d2a2169d37a532ef16bddc105b72c32265a5a800a83ba14db
MD5 13fa43f065561154ee3e98f94c82eda1
BLAKE2b-256 a92033e4f35518d22eb544916d763ec52ce2ac50dc9ab970b25e92dabaea2077

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 14f7131f3120c27263f548e0ea54b4133fc4312878901adc684b8d33a024f64a
MD5 d5fa024c80353959756047aa99eb7c7c
BLAKE2b-256 0d377db6757b8b7df538d73f5748161a8d1c8eba7ae772fdb3e227bcaf825747

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp313-cp313-macosx_10_14_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp313-cp313-macosx_10_14_x86_64.whl
Algorithm Hash digest
SHA256 17ac71d2940cf0a62cb9d9e7b6cafd7c8cb8fdf0661ee9ef114160bdd867b501
MD5 5f88107df6d897fd5003d5255b2ee9bd
BLAKE2b-256 1395e2e0b75274751b0b4d9396f1f570d01557487c4dd9068e3009fcaeafa313

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp313-cp313-macosx_10_14_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 13c80999b84c233400b3118e93cf66d915d31b407b591f7fbfcd53bc51414465
MD5 cb80423dfcb9b06e55b6aa92db220726
BLAKE2b-256 0eb8b46a080ca0000e9d896b19b2eae00d7e593c70b4f09219d96dd529cfe7c9

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp312-cp312-win_amd64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp312-cp312-win32.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp312-cp312-win32.whl
Algorithm Hash digest
SHA256 5e19e52b30f54376911f83cd6136d284ab3884a665f3340f8e5f5d451e031a35
MD5 dcb1876a4513c5bab5c57e4d7789840b
BLAKE2b-256 46170039bebb3ffc7bb39b8695455255837b776942fc8488ec18cbbec1ff5510

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp312-cp312-win32.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 3e9b45da592744e590989ad9d9230b54249b0615b8170e5631ea84a888bc866a
MD5 e3290a31bdd26aad5ab7613d19e71fab
BLAKE2b-256 c167bb7d237ba7e4c4b7dd71238e07173dc98234a6f04b7481c7559b9f1bb278

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 358e8783ebfac9c0f1fcf9ce3ffe21314af89bc95932ef3fbade3b3836eec9cc
MD5 da66cf468b6aef4cb9cb296d693d5f2f
BLAKE2b-256 0efe1c561076454d5ae5021ae4e0a908d4fcec5c73e14500a298abc7deeeb7a2

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 821f3be7edef049c3574c36d0d35ec1362ce4b808a35f8c9c1c24e73d0b59437
MD5 6c4278aae17e7c41619e731ef75c1a2d
BLAKE2b-256 37a4be55607e4b2552f4f809993a84a0ff674d4225957990fdc1f12a9d1c8f44

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp312-cp312-macosx_10_14_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp312-cp312-macosx_10_14_x86_64.whl
Algorithm Hash digest
SHA256 62bbd239fd72579124fdf9c817e383a65f5cc885ef70668e2bb4936d3d81ce39
MD5 71a2c0095f2ec60d8929b02029638681
BLAKE2b-256 d336f21386e7aa2241c758bf56cd10dcd6308cd1ecf029c3fdb9c4df0ca962a0

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp312-cp312-macosx_10_14_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 f7a107bacdd6123098c7da63e79e8522c0ad52934921d5a0f176b4d24e9a8a50
MD5 9204aa6a8df578174f41699606b17c8a
BLAKE2b-256 47c2ac82519be2e1e064a3610c92ddb5d9bcafd9b6b175fa0f84d66c6f9e891b

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp311-cp311-win_amd64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp311-cp311-win32.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp311-cp311-win32.whl
Algorithm Hash digest
SHA256 8843bbfd6aee15db6e9791ec894f52ef46dc476456d6ec7da1d2e14c4479bfcb
MD5 dd07a7497d9e74084ea88ddfde4397b9
BLAKE2b-256 ac8bdfe5b1ff378db9ebf88d412d37cc1f71d476cd03c4f6b85475fba1a05925

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp311-cp311-win32.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 430992fe952ca437944ee529639e13d48feded85f3416d952bc9b8fc9ff401dc
MD5 ab283a1e6c4907169cd743ccb2448bc9
BLAKE2b-256 08f59a32a66c315b1dbc38f69f1c92beeb9c3cc096348bb65557633b28d77415

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 8c6ce3329012a3829291a2c12c2bba012741ae1ffc7564c6cdff9bd609574508
MD5 39e3ccb4eafeada7f9e2a35a4fcccea9
BLAKE2b-256 614ad6819013a7e43e05765080b4af41597d7a21a00dae9a8a648006f91dd257

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 77810a6e82cd019e98e7160cb3735b4463d908526963406d0b84d6ddcf9c89b1
MD5 77e9dfd0b5756d747428b84ab49f5d6e
BLAKE2b-256 68644322688408901f0a388ad5cdd8162bfc8f9eacad0b5d424f914da3236800

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file leapfrog_goals-0.0.13-cp311-cp311-macosx_10_14_x86_64.whl.

File metadata

File hashes

Hashes for leapfrog_goals-0.0.13-cp311-cp311-macosx_10_14_x86_64.whl
Algorithm Hash digest
SHA256 871c90423177708a5d03ae740126f7de842088a99e1a15ab93475c6ecd857ca2
MD5 12067ca0ffb0981903bc43bc68ad52c7
BLAKE2b-256 2c87783e90b509280797d3b20fdb132fa8f4279a85cf9d65244f399ccd7eddd2

See more details on using hashes here.

Provenance

The following attestation bundles were made for leapfrog_goals-0.0.13-cp311-cp311-macosx_10_14_x86_64.whl:

Publisher: goals-deploy.yaml on hivtools/leapfrog

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

1.0.3

31 files

1.0.2

31 files

1.0.1

31 files

1.0.0

31 files

This release

0.0.13 This release

31 files

0.0.12

31 files

0.0.11

31 files

0.0.10

31 files

0.0.9

31 files

0.0.8

31 files

0.0.7

31 files

0.0.6

31 files

0.0.5

31 files

0.0.4

37 files

0.0.3

37 files

0.0.2

37 files

0.0.1

37 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