Skip to main content

Python API for AMPL

Project description

AMPLPY: Python API for AMPL

# Install Python API for AMPL
$ python -m pip install amplpy --upgrade

# Install solver modules (e.g., HiGHS, CBC, Gurobi)
$ python -m amplpy.modules install highs cbc gurobi

# Activate your license (e.g., free https://ampl.com/ce license)
$ python -m amplpy.modules activate <license-uuid>

# Import in Python
$ python
>>> from amplpy import AMPL
>>> ampl = AMPL() # instantiate AMPL object
# Minimal example:
from amplpy import AMPL
import pandas as pd
ampl = AMPL()
ampl.eval(r"""
    set A ordered;
    param S{A, A};
    param lb default 0;
    param ub default 1;
    var w{A} >= lb <= ub;
    minimize portfolio_variance:
        sum {i in A, j in A} w[i] * S[i, j] * w[j];
    s.t. portfolio_weights:
        sum {i in A} w[i] = 1;
""")
tickers, cov_matrix = # ... pre-process data in Python
ampl.set["A"] = tickers
ampl.param["S"] = pd.DataFrame(cov_matrix, index=tickers, columns=tickers)
ampl.solve(solver="gurobi", gurobi_options="outlev=1")
assert ampl.solve_result == "solved"
sigma = ampl.get_value("sqrt(sum {i in A, j in A} w[i] * S[i, j] * w[j])")
print(f"Volatility: {sigma*100:.1f}%")
# ... post-process solution in Python

[Documentation] [AMPL Modules for Python] [Available on Google Colab] [AMPL Community Edition]

amplpy is an interface that allows developers to access the features of AMPL from within Python. For a quick introduction to AMPL see Quick Introduction to AMPL.

In the same way that AMPL’s syntax matches naturally the mathematical description of the model, the input and output data matches naturally Python lists, sets, dictionaries, pandas and numpy objects.

All model generation and solver interaction is handled directly by AMPL, which leads to great stability and speed; the library just acts as an intermediary, and the added overhead (in terms of memory and CPU usage) depends mostly on how much data is sent and read back from AMPL, the size of the expanded model as such is irrelevant.

With amplpy you can model and solve large scale optimization problems in Python with the performance of heavily optimized C code without losing model readability. The same model can be deployed on applications built on different languages by just switching the API used.

Documentation

Repositories:

Project details


Download files

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

Source Distribution

amplpy-0.14.0.tar.gz (2.2 MB view details)

Uploaded Source

Built Distributions

amplpy-0.14.0-cp312-cp312-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.12 Windows x86-64

amplpy-0.14.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.7 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ x86-64

amplpy-0.14.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.8 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ ppc64le

amplpy-0.14.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (5.7 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ ARM64

amplpy-0.14.0-cp312-cp312-macosx_10_9_x86_64.whl (1.3 MB view details)

Uploaded CPython 3.12 macOS 10.9+ x86-64

amplpy-0.14.0-cp312-cp312-macosx_10_9_universal2.whl (1.8 MB view details)

Uploaded CPython 3.12 macOS 10.9+ universal2 (ARM64, x86-64)

amplpy-0.14.0-cp311-cp311-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.11 Windows x86-64

amplpy-0.14.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.7 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ x86-64

amplpy-0.14.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.8 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ ppc64le

amplpy-0.14.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (5.7 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ ARM64

amplpy-0.14.0-cp311-cp311-macosx_10_9_x86_64.whl (1.3 MB view details)

Uploaded CPython 3.11 macOS 10.9+ x86-64

amplpy-0.14.0-cp311-cp311-macosx_10_9_universal2.whl (1.8 MB view details)

Uploaded CPython 3.11 macOS 10.9+ universal2 (ARM64, x86-64)

amplpy-0.14.0-cp310-cp310-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.10 Windows x86-64

amplpy-0.14.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.6 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ x86-64

amplpy-0.14.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.7 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ ppc64le

amplpy-0.14.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (5.6 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ ARM64

amplpy-0.14.0-cp310-cp310-macosx_10_9_x86_64.whl (1.3 MB view details)

Uploaded CPython 3.10 macOS 10.9+ x86-64

amplpy-0.14.0-cp310-cp310-macosx_10_9_universal2.whl (1.8 MB view details)

Uploaded CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64)

amplpy-0.14.0-cp39-cp39-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.9 Windows x86-64

amplpy-0.14.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.6 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ x86-64

amplpy-0.14.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.7 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ ppc64le

amplpy-0.14.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (5.6 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ ARM64

amplpy-0.14.0-cp39-cp39-macosx_10_9_x86_64.whl (1.3 MB view details)

Uploaded CPython 3.9 macOS 10.9+ x86-64

amplpy-0.14.0-cp39-cp39-macosx_10_9_universal2.whl (1.8 MB view details)

Uploaded CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64)

amplpy-0.14.0-cp38-cp38-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.8 Windows x86-64

amplpy-0.14.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.6 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ x86-64

amplpy-0.14.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.7 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ ppc64le

amplpy-0.14.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (5.6 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ ARM64

amplpy-0.14.0-cp38-cp38-macosx_10_9_x86_64.whl (1.3 MB view details)

Uploaded CPython 3.8 macOS 10.9+ x86-64

amplpy-0.14.0-cp38-cp38-macosx_10_9_universal2.whl (1.8 MB view details)

Uploaded CPython 3.8 macOS 10.9+ universal2 (ARM64, x86-64)

amplpy-0.14.0-cp37-cp37m-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.7m Windows x86-64

amplpy-0.14.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.6 MB view details)

Uploaded CPython 3.7m manylinux: glibc 2.17+ x86-64

amplpy-0.14.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.7 MB view details)

Uploaded CPython 3.7m manylinux: glibc 2.17+ ppc64le

amplpy-0.14.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (5.6 MB view details)

Uploaded CPython 3.7m manylinux: glibc 2.17+ ARM64

amplpy-0.14.0-cp37-cp37m-macosx_10_9_x86_64.whl (1.3 MB view details)

Uploaded CPython 3.7m macOS 10.9+ x86-64

amplpy-0.14.0-cp36-cp36m-win_amd64.whl (2.8 MB view details)

Uploaded CPython 3.6m Windows x86-64

amplpy-0.14.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.6 MB view details)

Uploaded CPython 3.6m manylinux: glibc 2.17+ x86-64

amplpy-0.14.0-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (5.7 MB view details)

Uploaded CPython 3.6m manylinux: glibc 2.17+ ppc64le

amplpy-0.14.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (5.6 MB view details)

Uploaded CPython 3.6m manylinux: glibc 2.17+ ARM64

amplpy-0.14.0-cp36-cp36m-macosx_10_9_x86_64.whl (1.3 MB view details)

Uploaded CPython 3.6m macOS 10.9+ x86-64

File details

Details for the file amplpy-0.14.0.tar.gz.

File metadata

  • Download URL: amplpy-0.14.0.tar.gz
  • Upload date:
  • Size: 2.2 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0.tar.gz
Algorithm Hash digest
SHA256 bdc8c6ef7bb9020591f24cc596a251af61aa309c900a620f341c55eea8978dbf
MD5 9eaff591050a401dba5cca1c865c58da
BLAKE2b-256 0946e30d20e3b7b160183396ecf06faf3bfa066e879ce53dc2e8577fea8720e0

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 2.5 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 ac297e8db2a5a0ae1201906d25bedf57f407608aeb42956694585d2cfa8b8008
MD5 4b82722c997d1d61a3244aa5f5b6d82a
BLAKE2b-256 825a039c98bf0d42fcd7d8c8bfc09f71e1d5850380fea16a3071a3b71c6bc712

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.12, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 66866182f783137a74384a652854fc78593222a3d980a28647f6cc714cd6f8d0
MD5 5896f2555379b378d160581e59176a95
BLAKE2b-256 4049859202a03c2ddab7a7cb433aa546c787a879efb0664654b767269452e131

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
  • Upload date:
  • Size: 5.8 MB
  • Tags: CPython 3.12, manylinux: glibc 2.17+ ppc64le
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 b96fa1d4aa4e0c5f3ca18457e9be6edb4e6b1b0cd2c77fd527fc3efe7f5a1499
MD5 a58f3b2e1d3f600ec57182b071c1393d
BLAKE2b-256 10faa9d2629635e77b9c43ede28d8f812605066cc1d858e2130feefb7c3457aa

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.12, manylinux: glibc 2.17+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 6cfbf7163b6f3bed88504a6aae358d28aa2045a763dd5e5ebd626728f4107ae3
MD5 1bb9cc0de7e1a430b34de7fe63f26094
BLAKE2b-256 b0f8aa91435fce2e3f7c404b3f570de01e9114409adc95f8796d8d81086aa8a9

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp312-cp312-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp312-cp312-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.12, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 9d3c8bf0132165d573146be3c3fe1f51c5fb20e2a28f5c9fa524abb7e7c9bf75
MD5 102d1a3e2ac877bfccdd9e6266962902
BLAKE2b-256 af604d7df4a6a2e78bb592293c8bb64715bff3f2d76966e28653581d3bfb9755

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp312-cp312-macosx_10_9_universal2.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp312-cp312-macosx_10_9_universal2.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.12, macOS 10.9+ universal2 (ARM64, x86-64)
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp312-cp312-macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 70b4f44d25c99728559aeafb20004d22e0be92519b4de35bc8231305db18629a
MD5 5a695ae5002cfa783da6044f938addfe
BLAKE2b-256 2685528fad54ea5ac42beb7349398f9cb0a30b8aef0aa9aa23371a3c6849a720

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 2.5 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 1c86b6208d276bd891b4e3a83ce5d08a840be449079f649f68ecf10ff3e774e7
MD5 a04c4cd876ff0d0d3e288d23f4991c78
BLAKE2b-256 a7d4b77934f59ecd230b75265e75de0177e531d0a95ef810635c956e3427e3e1

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.11, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 08c10f97eae88e0d0c2eb5ffbfba7a73fb94593e8511bb4872ab30a9df94d4ca
MD5 1770111778f8d7ada7cf6c293eee343a
BLAKE2b-256 6c6c3642b1096bf2849e77e9cb45398ec6bd3715fec04a1a6dbfe06819c5d3a4

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
  • Upload date:
  • Size: 5.8 MB
  • Tags: CPython 3.11, manylinux: glibc 2.17+ ppc64le
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 d4e5c31dfd2882ea1130c249767c4880918d5f0171836dce0a23907eed982705
MD5 c1b43e6d661f48cb180b548178e49f01
BLAKE2b-256 fa4ed554c69933698f5468eb8b427e7c9f4a33a33757a962b9d1b3cd762ab2e6

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.11, manylinux: glibc 2.17+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 260bb4529700ed8a9f25e9f07ad8cd12b04790b536ec7cd7adefa71ab8cb3358
MD5 c7c3b8263c0c5ccfe05187c942c394a1
BLAKE2b-256 461aeafb33f061dd7c0da9f2628921a7abec86e9e0f9c160151b24949be78c6c

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp311-cp311-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.11, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 9f2f3d71e1386910aee9c1727810f12a0b331b5dfded8a27e917077ce78d3c4b
MD5 685ae32170fe1df5537c7a3831b2cbd4
BLAKE2b-256 1a026963a83a76b87e97058214e359d7fd966bb2eb7937827b067247ab986831

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp311-cp311-macosx_10_9_universal2.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp311-cp311-macosx_10_9_universal2.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.11, macOS 10.9+ universal2 (ARM64, x86-64)
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp311-cp311-macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 db841021615a2758ace59c2e2a1c3a8a9ae4dbd079acd3841aa7aef10a60794a
MD5 bfa0a4c283b192c32d17a100ad943278
BLAKE2b-256 038fed6ab8f659416cff687ab616b8e5f8abfef9f11a8d954743ff748eb8c920

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 2.5 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 b2fc7c7e4ff52f6d4f22f42f6c407c75b221a99bb7ad6037f11dc6a450617855
MD5 04db87e28fadc73f522cadaca7f441d3
BLAKE2b-256 3cd956498c0c64ef07f24d2fe58903131b452a1109990b797738f07c4b9c0209

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 5.6 MB
  • Tags: CPython 3.10, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 064de60556349c5b8c2cca4549099721814b0305510eb4cdd686f0c03abeac48
MD5 01b21208aa2172ae5b86f556ed8e30f2
BLAKE2b-256 a89b6975081a23b6a4f279e0055fb8725f701d028086e0e4f4ee9c1ed7415a5b

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.10, manylinux: glibc 2.17+ ppc64le
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 da89ec3224c1e4ca6f128d89c2530908dcd1c41ab895e12f883ee2a1f9853610
MD5 31649b67ae14aa6ef36dafe5f40b9661
BLAKE2b-256 108ecb16fe1e363246ad0555cf277f63f7e5b885a5a62746ded9c085cb1a3f31

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
  • Upload date:
  • Size: 5.6 MB
  • Tags: CPython 3.10, manylinux: glibc 2.17+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 07ecc2d50644cfc60df6b47f32fef0445c569d5869a1f8a3d68577d0a509d5d7
MD5 2d66289fc80e2bb2fd98705037a4354f
BLAKE2b-256 0fa201014d0470071353c6b0f97c76169643039284fafb31b26c8c6615ad78ab

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp310-cp310-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.10, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 f3f46e90cee84503743bd2bdecc2b71251df97d33e7967bfd8cd757b317d30c1
MD5 b19332f9dbed28b756d65e7d39360c16
BLAKE2b-256 7ad89ae7cb9b55782378209b4467a39201e2d2779e3c8715573806deb82532ec

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp310-cp310-macosx_10_9_universal2.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp310-cp310-macosx_10_9_universal2.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.10, macOS 10.9+ universal2 (ARM64, x86-64)
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp310-cp310-macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 6918733db7361de8f4d987eb009fe98da5626370321181184dd20226acc7f5b7
MD5 488648a953db4cf649f73afff8e57b81
BLAKE2b-256 76393e40f932289bbcaa5965e42b2405c2b7b02a528060b15e08cd7a0797c1a8

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 2.5 MB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 086d96c73e4b6bee18cb809052c1e80d7b933b32d38a369ee9a945b328ed1141
MD5 de9ec469a1903979a125a050a07d6006
BLAKE2b-256 969f18c46464ace0d1c19d5df1d86054e2f5c5e357408bc0e9bb5771c8ee9de3

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 5.6 MB
  • Tags: CPython 3.9, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7e774c8edecd43986992772ab30942d4c2f0d0a8bdea546fff9d193790e2abae
MD5 3e93c3643e2046a4c272b713716f7f43
BLAKE2b-256 8d267179c6a6e9f0ef3445d439ad740d8c12c4d954fda7ce6cc750cddd55d557

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.9, manylinux: glibc 2.17+ ppc64le
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 932aa3e9737c048a85fc5afb1d9c547234aa88faed39951fc96b37c8f17ee1d4
MD5 7fd47ee2409edbea3388dc1495ce8799
BLAKE2b-256 6b13e90f0a43c862a4707878daa0f4b7ad6bd2d588fac959dad6865601b7559f

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
  • Upload date:
  • Size: 5.6 MB
  • Tags: CPython 3.9, manylinux: glibc 2.17+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 24b12a808dcb2fca09ffafa58d8c66c9ec0597fa793580c81ea9b4a8c4321190
MD5 0d1b2f86569a1db4063f14ef0ce03104
BLAKE2b-256 8576ca37425425477ef900c599b5606f1000ad98c9a786b376c86d0abec0bae2

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp39-cp39-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.9, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 887ba40fea2931d5bd74f1928af4f4f5669652083fea1615d695ae7980319eaa
MD5 10dff4f42a81c25657ae4f9a95af5f43
BLAKE2b-256 e3c5dff9d109309cf961a3258f05f01e068193fea1a8c0e67fc60830cf6d9b20

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp39-cp39-macosx_10_9_universal2.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp39-cp39-macosx_10_9_universal2.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.9, macOS 10.9+ universal2 (ARM64, x86-64)
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp39-cp39-macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 49f58adcb120abcc2697655f86f756fc89dabd4a9ebaef95377fe1240645dd98
MD5 cd294efceba2bc5f96f167e93fe9d8d6
BLAKE2b-256 dae873ae89a52e1add15b55bdb4759faec1a62a88b7a13dbc1bef3340821ab99

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 2.5 MB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 184209e6fb494da3b8834817a10ab010ee86cab0a28a4fade9aba41f8a3bf004
MD5 e9f8c9f27e310ae6484fae767d868f95
BLAKE2b-256 fc2181b2b954bd95ffeefe71fbadb699b0f7d7284905eed0907558976cd59773

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 5.6 MB
  • Tags: CPython 3.8, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 22fb366851eeb599469a92b00f6c254ed26ac64fa78c31805b6896ad787e11d6
MD5 f81891ffa24631068a0f88dd9b9ab65c
BLAKE2b-256 0320f41d43b40b4829a49ab5d8b0832bc3b4b832dad1faf7ce2666d9be056ed7

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.8, manylinux: glibc 2.17+ ppc64le
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 c45a617a7b2f3985a875b47efe65dc63d55c3caa5ece5c2b32cbcafd8f9f866a
MD5 d696699faf39ab995d991e0c4c27f526
BLAKE2b-256 75116e71f38d04544b92b5a43045495db858cee8041556b8434ce8929463de71

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
  • Upload date:
  • Size: 5.6 MB
  • Tags: CPython 3.8, manylinux: glibc 2.17+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 c985e41614f4e6fd47764d047d407a7d7ee89323ec38b2b88724a1cd203bc0d7
MD5 994664a64e8c2d1a1049b9e65cb1b09d
BLAKE2b-256 27a861e5b2146cff03a90b45093add9cf5aa2b0da6d6c4817a291ded8d67dbc0

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp38-cp38-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.8, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 ec98409495649014b2936b0cb1822338d52dab67cdccf157c35d8b864a06ec35
MD5 672c108621b1f3b697fad156ff802397
BLAKE2b-256 72fe9728bbed3689a84b9e33561d25df6e58e74563057e2676b035dbffe89f06

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp38-cp38-macosx_10_9_universal2.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp38-cp38-macosx_10_9_universal2.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.8, macOS 10.9+ universal2 (ARM64, x86-64)
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp38-cp38-macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 29aead2df7443b5170dee4cb75041f881b3513f07a54be9d3a5edf43afeef316
MD5 35feca5a05929270aac0e01a19730eef
BLAKE2b-256 de673d661264444a6f1654c9152bc8b97960080bd05402663dec43c84e8bb0cb

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 2.5 MB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 ab01cd6b1995256577ad958b1452071a8b3940b7610f4d5c5aa2075562141ce9
MD5 43fc21d4c5b0dbb146d843896a9e0346
BLAKE2b-256 93eb14e88b754989746ec32f20e2d12f3b8e9f5e64dd365c871701a3eb9f89b4

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 5.6 MB
  • Tags: CPython 3.7m, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7f993718a74e16b248747a20da9b34b4eb119b1f3e0d299381110d0cee626ac9
MD5 113014df4f6f73ecd391a0c41ea8618c
BLAKE2b-256 5311d6e55b1a56d7592c7bc9fe826c0023a1723e21951aa3f658f744c0e2489d

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.7m, manylinux: glibc 2.17+ ppc64le
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 a42bbd916d9cdcad04c28f05bc242f42fd9da2c42c4bdacb00d6cc269ce0f9d6
MD5 ac30fe6ccef8ae9db25f769cd9015ad6
BLAKE2b-256 6f64fbae12cc068cd75c3403513be0c8d1a173d0de786ce0e9f8652e3846661e

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
  • Upload date:
  • Size: 5.6 MB
  • Tags: CPython 3.7m, manylinux: glibc 2.17+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 2bf80d89436bff565c6704048501071dad34b5585291517eceecf672857b3fe3
MD5 bd62135f474b25d8204209d91b20839a
BLAKE2b-256 c86a83b9142e81d5fa65ca756d3ffe51b33d2381c5998a673e7a5f14c4674f44

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp37-cp37m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.7m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 df53f5febc7fb6757cbd45407beee67df3348b92876c3d09e54cd2e72be4b6c9
MD5 0301667eaef2c47e453fa5bd50416ad6
BLAKE2b-256 55b618cee8c5258db522204b11a0fd17a6a6c5bd5b450114ef8eaec29cd246df

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 2.8 MB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 5c41a7c5995b2fd071ecc88723b251462696b87a9ce22914244e0708b654dbcb
MD5 beb50848f54b0f7bfddb248ce61ff2d9
BLAKE2b-256 5874bd0c6e48e6cb179b300a685d9e6d3b0e422ef95c7c33472bfe4815abb255

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 5.6 MB
  • Tags: CPython 3.6m, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 d9efc546c32d44394e625a577bc7b53b39a67593854617e7dab86aba6e95d34c
MD5 d09e9c24154b1da15a722f434992495c
BLAKE2b-256 158b5959c546897cbdc89b77ba3a3d56c96ff69651d315d579be0e5b6ca1264f

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.6m, manylinux: glibc 2.17+ ppc64le
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 a8825cf10fb5cc4c513e310980209847681ddf6154ac8dd4b1d76df8a52123bb
MD5 d49f73a78af14f7f8556534f40909590
BLAKE2b-256 99c8a7ccd64a89b8c5766f5f26c4b285911de1bac144cc0c2fce5e35e3dfbdfe

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
  • Upload date:
  • Size: 5.6 MB
  • Tags: CPython 3.6m, manylinux: glibc 2.17+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 093196bed2a7cd8f0a5a88e6083857adae737ba846b679986d6ef2bc29164fa2
MD5 833c916c21c48e18116a40f901591550
BLAKE2b-256 616db6c3b109a6223c2f442d2bff248946653dfabf2a064935ace3deda26634e

See more details on using hashes here.

Provenance

File details

Details for the file amplpy-0.14.0-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: amplpy-0.14.0-cp36-cp36m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.6m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.9.6 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/1.0.0 urllib3/1.26.16 tqdm/4.64.1 importlib-metadata/4.8.3 keyring/23.4.1 rfc3986/1.5.0 colorama/0.4.5 CPython/3.6.8

File hashes

Hashes for amplpy-0.14.0-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 6854a05b720c32aa7347c4348350a6cb76f32e8a65e4e74a77622a2a552b2325
MD5 87664cf0187f55d945b005fda6e6db02
BLAKE2b-256 744fc520c9fec81c205bdfafaf84ee8831bf42bbe29e58e02282fc062a5695b5

See more details on using hashes here.

Provenance

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page