Skip to main content

Library for reading and writing time-tagged RF data in the Digital RF format

Project description

The Digital RF project encompasses a standardized HDF5 format for reading and writing of radio frequency data and the software for doing so. The format is designed to be self-documenting for data archive and to allow rapid random access for data processing.

This package includes:

  • digital_rf Python package

  • Tools for managing and processing Digital RF data

  • gr_digital_rf Python package for interfacing with GNU Radio

  • GNU Radio Companion blocks

  • thor.py UHD radio recorder script

  • Example scripts and applications

Digital RF C and MATLAB libraries can be found at the official source code repository. To build from source, you must have the HDF5 library and headers installed.

For help and/or questions, contact the user mailing list.

GNU Radio Configuration

If you plan on using Digital RF with GNU Radio, make sure to run the pip command in the same Python environment that your GNU Radio installation uses so that GNU Radio can find the packages. Depending on your GNU Radio installation, it may be necessary to add the Digital RF blocks to your GRC blocks path by creating or editing the GRC configuration file

Unix (local):

$HOME/.gnuradio/config.conf

Windows (local):

%APPDATA%/.gnuradio/config.conf

Unix (global):

/etc/gnuradio/conf.d/grc.conf

Custom (global):

{INSTALL_PREFIX}/etc/gnuradio/conf.d/grc.conf

to contain:

[grc]
local_blocks_path = {PIP_PREFIX}/share/gnuradio/grc/blocks

(replacing {PIP_PREFIX} with the pip installation prefix, “/usr/local” for example).

Example Usage

The following code will load and read data located in a directory “/data/test”.

Load the module and create a reader object:

import digital_rf as drf
do = drf.DigitalRFReader('/data/test')

List channels:

do.get_channels()

Get data bounds for channel ‘cha’:

s, e = do.get_bounds('cha')

Read first 10 samples from channel ‘cha’:

data = do.read_vector(s, 10, 'cha')

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

digital_rf-2.6.12.tar.gz (4.7 MB view details)

Uploaded Source

Built Distributions

digital_rf-2.6.12-cp313-cp313-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.13Windows x86-64

digital_rf-2.6.12-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

digital_rf-2.6.12-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.7 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

digital_rf-2.6.12-cp313-cp313-macosx_11_0_arm64.whl (1.4 MB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

digital_rf-2.6.12-cp313-cp313-macosx_10_13_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.13macOS 10.13+ x86-64

digital_rf-2.6.12-cp312-cp312-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.12Windows x86-64

digital_rf-2.6.12-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

digital_rf-2.6.12-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.7 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

digital_rf-2.6.12-cp312-cp312-macosx_11_0_arm64.whl (1.4 MB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

digital_rf-2.6.12-cp312-cp312-macosx_10_13_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.12macOS 10.13+ x86-64

digital_rf-2.6.12-cp311-cp311-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.11Windows x86-64

digital_rf-2.6.12-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

digital_rf-2.6.12-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.7 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

digital_rf-2.6.12-cp311-cp311-macosx_11_0_arm64.whl (1.4 MB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

digital_rf-2.6.12-cp311-cp311-macosx_10_9_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

digital_rf-2.6.12-cp310-cp310-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.10Windows x86-64

digital_rf-2.6.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

digital_rf-2.6.12-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.7 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64

digital_rf-2.6.12-cp310-cp310-macosx_11_0_arm64.whl (1.4 MB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

digital_rf-2.6.12-cp310-cp310-macosx_10_9_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

digital_rf-2.6.12-cp39-cp39-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.9Windows x86-64

digital_rf-2.6.12-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

digital_rf-2.6.12-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.7 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ ARM64

digital_rf-2.6.12-cp39-cp39-macosx_11_0_arm64.whl (1.4 MB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

digital_rf-2.6.12-cp39-cp39-macosx_10_9_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

digital_rf-2.6.12-cp38-cp38-win_amd64.whl (1.3 MB view details)

Uploaded CPython 3.8Windows x86-64

digital_rf-2.6.12-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

digital_rf-2.6.12-cp38-cp38-macosx_11_0_arm64.whl (1.4 MB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

digital_rf-2.6.12-cp38-cp38-macosx_10_9_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.8macOS 10.9+ x86-64

File details

Details for the file digital_rf-2.6.12.tar.gz.

File metadata

  • Download URL: digital_rf-2.6.12.tar.gz
  • Upload date:
  • Size: 4.7 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for digital_rf-2.6.12.tar.gz
Algorithm Hash digest
SHA256 c41f423c12001143da14f0d3f48b665a09e86cf6ec91a8510220c828a5ce925d
MD5 e73eb0b54f93e0501de3327202cdcb4f
BLAKE2b-256 4205ec5ba6b0ea9190452930b9ac7ca7a1b74c01bb55aebb77945c44847132f2

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12.tar.gz:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp313-cp313-win_amd64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 cb52de863781618de77ad2ee9a6631abea3bc49780bb9f9a2d2074655e9b60cb
MD5 ca27ec00ccf404cfdc7c9dd00ea3371f
BLAKE2b-256 b301d4b80316ab254fe250a04119120f3f530228262d09542f4ce30c544cf091

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp313-cp313-win_amd64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7deb043e7f08e27868a6c9f922d07db725c8f9c8c986c8ed4750bbd4ed768234
MD5 d0479a080e204a97a1d13a1c49d82f36
BLAKE2b-256 4b8fa1603668edb2bd243c0028f2b1e2ec37aeb1518fd42ab1c99d8504c9df0b

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 cbad4828c9c40bfed71aa0b2fc5a67914d28d8c1e90b455ec5444a806d8c00fa
MD5 ed29f63d4c91b39e48b3b2156f76ca5f
BLAKE2b-256 7d669a7753024a75630711c5210c4009b08c95b891de85e825ccad25d34055f5

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 650e6020019f9966fb955795ef8f8404c802a140b3d1f5fef05e28339b63b271
MD5 74c9f0490e7b957e4911d5077977de0d
BLAKE2b-256 d51bb558b7dc6e44434309c8aa0fb1961137bd59a02c8254be570f172bba74fb

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp313-cp313-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp313-cp313-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 274ca8aabe18288da9cdb7ed69915a992222fe278360c07ef8dcddd7ab6b7bf8
MD5 e670f2a1b2beef5f584a2d5d5e1c27d7
BLAKE2b-256 12b50f7d2d8d6ba0331140d01f552d02aa15002bbc973a7e2aed05ece3764d99

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp313-cp313-macosx_10_13_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 43d9009fc182bee7ce68d2eda6ca5b3255e9eca859ae17472a330e449476b3ee
MD5 1f30def65300e7d0bb316ff0b470ed9e
BLAKE2b-256 ea8c8236ccb7f08b0d5bf814966a3ad0c1797b8ec6d575687589dfec7bf82df8

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp312-cp312-win_amd64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 8836b4b0201445a01097bd4bba30f9b40e13603aac0794cac4179a7b9670f433
MD5 c85a39cc81a97925c8d075dc5a188021
BLAKE2b-256 a98692bbf00483f9c51015a14de246b34cf1dfaeec55fd9eea1d58eec25687fd

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 793f3bc2bfd1bbdcff6cf12a2a1d945a9ddaea4b8847d3955086b1cc65ec5aab
MD5 d47c94ff65af3f6354d797a883a840d5
BLAKE2b-256 2c6c3fc5e17f2bd974dc74bc6eea8a72245d4337b63c7904d894be9a38448d82

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 6d2c2cb86fcd594c7799be1fac1e6717898b32d9738d81f8dd7995c585d2a56c
MD5 d6f528890690111c825987da68d04274
BLAKE2b-256 fc4e5df4db718ea7c6e889a82b7e2d4ec6ae2c6ac7af969e35b00a71d2b9bd68

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp312-cp312-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp312-cp312-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 d1eac34d563b77fe41c0031f9e2b72e35af990ae5d73edb5928bbda1991dd74e
MD5 4385ebc8a57c8774ac191c46950a5b0a
BLAKE2b-256 4cf6376f9bce9ee70146e40da95f51995cc2ee46980cc335ad35e3b11d779837

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp312-cp312-macosx_10_13_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 868e397ee57068a1145d0d28b32de1a57bb0c545fab4545341afcbc7e7af4ea6
MD5 3c398fbb92874e30abda1f82296b9c72
BLAKE2b-256 5cafd6ccc3efdc85d48264b6796a688c4697441c0a25742a57edf2ded8cdc030

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp311-cp311-win_amd64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 3a156a8967066326913000142138914e051d95bc0657b6194b77ce71127c3118
MD5 56f093557dac6b2ce18d6f1856e413ce
BLAKE2b-256 dc2a1f14e22bf32f0a625bd481b4b6bde218048ae7d7f73e1b87b61ec507f1ef

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 38a13aa1ad2b8ee2089d25322427d8b0ae7caa68aa75fc1dce52483d82eab21c
MD5 10f099309368a6cebaa79a7a37ab861e
BLAKE2b-256 b9a94632ac5411d88df9ee1ed8a7b7e5af09c46af6632f1d37c34221e66ae31b

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ad35f52b4b578453639f9aa6a804d9c3701b688d4095e1c68946e2e600ab8673
MD5 6245353a39c1d6c6817df8d371f1b3ab
BLAKE2b-256 14fe20d8b6c126fdcf0511315f2a149eeb97ac3240a5e3e7dc04b62a91399873

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 906d133e46468f2f37ba044b131f9f0224655d5e821988d39d0fea42ea0ba5e7
MD5 5c65f67c43f30723f99e7fecea2d1783
BLAKE2b-256 3580db653318fe3d87678c59b4d20ead00f209730acd2898104dab5f99c01e0f

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 c6e4dd9fbadd2d5a7180f3408773187b8372bf616b3b0bfd3f4c7637373f1ff5
MD5 36f4c6b1c8ef6c78a29bdaed3980afcd
BLAKE2b-256 3389ef6dcf393eb5310fda5f6ad0db983ed381c64e869695e6e4084478747e9d

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp310-cp310-win_amd64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 b57f200eb6446db26c8fc48c7d4f33f3b00a66cf8dde8699085c0b5912c1abf3
MD5 f8cb496e4886a666ae82820fe6c23acb
BLAKE2b-256 5beafa0e6a3566f9008d8b95358d844f2e083ea74c0ad7b9c7599c31c517c185

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 e8b93e57238907c1b2eba76fd8bc42b9a4a48ae9ea5eae4cbef498dbbfc2070a
MD5 4722b7b618c5a3eca68e87cad601bcbe
BLAKE2b-256 7f0a410d7792dcd28529514238b2a3a273a54d5831c7ab8cabca99e14b23d47c

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 313584470f741a161ecc3c457a273f8b92931b362aa19005874b6a5f6d57b28c
MD5 3afb522fd973627c79a6254ab333dd07
BLAKE2b-256 7e6f8ff82a2d9da35bb1300600646758f765d546d734e48c1e86ecc51b514534

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 0664c466afd5e1807f1537241a9fadf75442b2e959e463bce5e152e2abb1a26d
MD5 f0dafb7b0e65f2cd9025561fb72cf82c
BLAKE2b-256 7fd40e2cbd00e0c735c83e32a2d085f38c3521fae1686821258a23b3df3a0520

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: digital_rf-2.6.12-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for digital_rf-2.6.12-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 1a100ef7e8cab95c186e99f0e0ac600f819f3e2128b3e10db7d580ec9f63df16
MD5 72c36bd15c1a92fed27e4616c79a550c
BLAKE2b-256 08822646ca5337b3cbe7b3d93772a79f3d19ab8fa4e896a405845816f0452e1f

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp39-cp39-win_amd64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 2ff1a2d3c7e134f32054bc167342200492435256d7e11d06db185280b142e57b
MD5 cf47fcd37b085c38f0bc88f91fe83149
BLAKE2b-256 63fa35ad51a9675894a653aeea3550419d693785757ea5e3850ea36fe30bd3f9

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 a3c9868ae891db0c42096559820958dbfd69914f45df7c4838957937d484fc43
MD5 0c7118fb9b825cf39ab3bef20870e36a
BLAKE2b-256 980580fc48099746e3cfe363888061da719d81edca12cb3fd5b093b2030d3974

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 3c5bbc5a064b18b5f349621faebee9bf2e590aa8fdb59c764b2ce820f26e84f5
MD5 8a402c4bab1bb4c0505d807fb722e138
BLAKE2b-256 3a70926fbc4fb0c56b33c0911154c2edc051df603cd94a2577a2d16cf746b6f9

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 53d7122726dec87006afc90539fe69f53084cc04b0b6761abd7a7b95ddc3bddf
MD5 912e6ff9c663a6d71c0a8d76b2e6c96c
BLAKE2b-256 e48e7a0a67cd880f040b788ab3f7922fe228c977de281212e50ed17ffe288033

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp39-cp39-macosx_10_9_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: digital_rf-2.6.12-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for digital_rf-2.6.12-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 092e8d1d5bce557c8f7d9b8ffcf58a21fa7aa50ce9e65cc7103f705f024ef2ce
MD5 1d801322b623ee9ee70905e949dd248d
BLAKE2b-256 e2cc5dce6dafb42043bef97869b577cec9b364d6d28ab701f0da55c76b1f578c

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp38-cp38-win_amd64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 0c9cf3ec210032c7e039e05449099bc8404c098ad2da45566cb52b30b00605a4
MD5 1ac805220534d72f8dfa8ecc6dfd3470
BLAKE2b-256 679837547e6df75ef6e67d6241cbdc5bd6a670ae8c15b1e60204a1eca4679143

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 87df75483d2e55ddddbbaf282ba2b61521510fb0a22635489b8e2dd3a15f0120
MD5 43a6d35cd9cca68a023b0e7eadcc909a
BLAKE2b-256 837924981f279cf99a4dec51569dd41b67222c455bfa559eb1f5976ece128fcd

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp38-cp38-macosx_11_0_arm64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

File details

Details for the file digital_rf-2.6.12-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for digital_rf-2.6.12-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 16fdee7da50375badb0bb0cd57372566e5d9a97b79f7f386950e94af966fc1c9
MD5 29626eed4b594c0b9f2cc1a1a4786a71
BLAKE2b-256 a05ddc86aa349d512b26238d25009eea1e62e7bd99f612b8d91c973b2c22e17e

See more details on using hashes here.

Provenance

The following attestation bundles were made for digital_rf-2.6.12-cp38-cp38-macosx_10_9_x86_64.whl:

Publisher: cd.yml on MITHaystack/digital_rf

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

Supported by

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