Skip to main content

Extremely large radio-frequency and microwave electrodynamics simulations.

Project description

flex-rf

flex-rf is a software package for extremely large radio-frequency and microwave electrodynamics simulations using the finite-difference time-domain (FDTD) method. You can work with flex-rf through the Python package or through a web-based graphical user interface.

Read the RF documentation for guides, examples, and API reference material.

Quickstart

Install the latest stable flex-rf package:

pip install --user flex-rf

Configure flex-rf with the API key from your account:

  1. Get your API key from the RF GUI.
  2. Run:
flex-rf configure --apikey=XXX

flex-rf stores credentials in its own configuration, separate from Tidy3D. By default this is ~/.config/flex-rf/config.toml; if FLEX_RF_BASE_DIR is set, the file is written under $FLEX_RF_BASE_DIR/config/config.toml.

Environment precedence for API keys is:

  1. FLEX_RF_APIKEY
  2. the flex-rf config.toml

Runtime-only logging and local cache settings can be configured with flex_rf.config and are applied only around flex_rf.web calls:

import flex_rf

flex_rf.config.logging.level = "ERROR"
flex_rf.config.local_cache.enabled = False

These runtime settings are process-local and are not written to flex-rf or Tidy3D config files. Persistent cache enablement, directory, and size limits are configured through the CLI:

flex-rf cache configure --enabled --directory ~/.cache/flex-rf/simulations --max-size-gb 20 --max-entries 1000
flex-rf cache info
flex-rf cache clear

For wrapper-phase notebooks that need to silence Tidy3D warnings before a flex_rf.web call, use the Tidy3D compatibility namespace directly:

import flex_rf.tidy3d as rf

rf.config.logging.level = "ERROR"

Start Here

After installation, choose the workflow that fits how you want to work with flex-rf.

Choose Your Workflow

  • Use the Python package when you want scriptable simulation setup, automation, and postprocessing.
  • Use the RF GUI when you want a browser-based workflow for simulation setup and job management: RF GUI
  • Open the RF API reference for the main flex-rf and Tidy3D microwave entry points: Tidy3D microwave API reference

Related Products

flex-rf is part of a broader product ecosystem:

Learn More

Project details


Download files

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

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

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

flex_rf-0.1.0-cp314-cp314-win_amd64.whl (19.5 kB view details)

Uploaded CPython 3.14Windows x86-64

flex_rf-0.1.0-cp314-cp314-musllinux_1_2_x86_64.whl (1.0 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

flex_rf-0.1.0-cp314-cp314-musllinux_1_2_aarch64.whl (996.6 kB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ ARM64

flex_rf-0.1.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (17.2 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

flex_rf-0.1.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl (16.8 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.28+ x86-64manylinux: glibc 2.5+ x86-64

flex_rf-0.1.0-cp314-cp314-macosx_11_0_arm64.whl (16.3 kB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

flex_rf-0.1.0-cp314-cp314-macosx_10_15_x86_64.whl (15.9 kB view details)

Uploaded CPython 3.14macOS 10.15+ x86-64

flex_rf-0.1.0-cp313-cp313-win_amd64.whl (19.4 kB view details)

Uploaded CPython 3.13Windows x86-64

flex_rf-0.1.0-cp313-cp313-musllinux_1_2_x86_64.whl (1.0 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

flex_rf-0.1.0-cp313-cp313-musllinux_1_2_aarch64.whl (996.6 kB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ ARM64

flex_rf-0.1.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (17.2 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

flex_rf-0.1.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl (16.8 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.28+ x86-64manylinux: glibc 2.5+ x86-64

flex_rf-0.1.0-cp313-cp313-macosx_11_0_arm64.whl (16.3 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

flex_rf-0.1.0-cp313-cp313-macosx_10_13_x86_64.whl (15.8 kB view details)

Uploaded CPython 3.13macOS 10.13+ x86-64

flex_rf-0.1.0-cp312-cp312-win_amd64.whl (19.4 kB view details)

Uploaded CPython 3.12Windows x86-64

flex_rf-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl (1.0 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

flex_rf-0.1.0-cp312-cp312-musllinux_1_2_aarch64.whl (996.6 kB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARM64

flex_rf-0.1.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (17.2 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

flex_rf-0.1.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl (16.8 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.28+ x86-64manylinux: glibc 2.5+ x86-64

flex_rf-0.1.0-cp312-cp312-macosx_11_0_arm64.whl (16.3 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

flex_rf-0.1.0-cp312-cp312-macosx_10_13_x86_64.whl (15.8 kB view details)

Uploaded CPython 3.12macOS 10.13+ x86-64

flex_rf-0.1.0-cp311-cp311-win_amd64.whl (19.4 kB view details)

Uploaded CPython 3.11Windows x86-64

flex_rf-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl (1.0 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

flex_rf-0.1.0-cp311-cp311-musllinux_1_2_aarch64.whl (996.7 kB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ ARM64

flex_rf-0.1.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (17.2 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

flex_rf-0.1.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl (16.8 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.28+ x86-64manylinux: glibc 2.5+ x86-64

flex_rf-0.1.0-cp311-cp311-macosx_11_0_arm64.whl (16.3 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

flex_rf-0.1.0-cp311-cp311-macosx_10_9_x86_64.whl (15.8 kB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

File details

Details for the file flex_rf-0.1.0-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: flex_rf-0.1.0-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 19.5 kB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.15

File hashes

Hashes for flex_rf-0.1.0-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 d6b0ff4cb8647ef1b7f3289858a714e67753e4b6c5fba5563578c31d34d6a21a
MD5 7024aeb10306d6d9e832db0bfeb8c55a
BLAKE2b-256 c2036e96ee902ea1b7424b4f6889046a06524ac442b663cbcf4d9945a5396ffc

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 92067a52b7f8bfcb5a514e598feff93b903e9b7cf5a73cf13a44d5d4ae5fec44
MD5 c6b712e13a1d18feb9cdcd614164cf8f
BLAKE2b-256 a456cfebd75b9a84a63fb6ee865ebab100734cc16d24bee0546c1281a111fed8

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp314-cp314-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp314-cp314-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 5f6f438a91573b177220ecef65382de0258fcecec6e7e9b9ef750371bed44696
MD5 8d9702236656849f122616c4cb5c4721
BLAKE2b-256 352dcfc61c68fa0cee209ff88dda37bd945fae4b16fba11dca392d809f565ceb

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 65eba75ab5ded6fa69432610485e0d5b09812ee13a4084713e3317007a1329a1
MD5 7beea85a559bdce3ae21943e1e84b77a
BLAKE2b-256 f57c31e63968cc7b4fea623b9fef5b1ab2cb90941bcf07fb1bfe9c7e2bfc75ce

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
Algorithm Hash digest
SHA256 11b57a18fffb3eb3efd98b947b4b6d999a6d464c41652765ba24a0f9b9993d82
MD5 d4564e2abff0340be0cff6ac7214728b
BLAKE2b-256 6605b77d1604aefc112891a17d703b17da95aeaf254075a2e883559647dff4ac

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e9cac4b65d96459ab3d575e610c479cf55e5212b50b25741373173b8c0549415
MD5 4a5c6a74ae23f8496df356540c760e8e
BLAKE2b-256 436236dae7308ed0b9a2a0bac9e2bf550551fb474f267d97be53d2261e6dd912

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp314-cp314-macosx_10_15_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp314-cp314-macosx_10_15_x86_64.whl
Algorithm Hash digest
SHA256 deadfba155bc13bbe194987b9d34b5f146d9c63d3dbc719e84947c963bae6737
MD5 2714a5e3d1ce235b4b7221e02868576e
BLAKE2b-256 4e6d18e49356d3fb32641e76e56e28e949531da200ebef859c2763577c86fbf8

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: flex_rf-0.1.0-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 19.4 kB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.15

File hashes

Hashes for flex_rf-0.1.0-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 cb1d4074f988e47fb8327b8f7e3d54db6bb8621a4ccfc7a0a66cfc65d79d8c1b
MD5 0c2de6e9df266931e45fd13941e15cc4
BLAKE2b-256 b32fde1b483d5f75a6f76935dc084117b12bf2303b5bf72e21cd85802181ccd7

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 f2e8ff4b2b72680acb435dcbacc81350441d772fca7756524ba25ac67fc78977
MD5 705217caea30274b56207dc2bf333327
BLAKE2b-256 ccaf0d2744e5f50eedf43e74757507e01ece08f7066b1745eeb25828cf8688d6

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp313-cp313-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp313-cp313-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 24e482176086f9a960494c419013a14cf145a25175748ef6c8e0c09c2f2a0867
MD5 f1405fffdc77781f78bf1e19f181e92c
BLAKE2b-256 384af7d59821e823dc931ce77057501fd3333f44358f6f5ff4394750e55be07d

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 b66045ef6f3bde75ba569fba879ff676e88e41383df6dbdb79a4c3776271ec15
MD5 877da878a143cf8c0e1aae655303a30e
BLAKE2b-256 3fa683c456d5ac38a137397412663463e250302447a9d2fd4780bdbaccf6a865

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
Algorithm Hash digest
SHA256 61c5df7b2c942af08a0d9067c1c8d6958da5c1f8bb825083346460b2e4ea9c71
MD5 e2b5c93ac694f8854b71167f940b03ff
BLAKE2b-256 9ca35a23d376e0f492ad366aa75e8bddfc3b8891f2cc3af8676e5a2a34a707ce

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 b24ef2245c41bfdf038883bc7d3b9958a3c3e3647ff8dec8a2ee18f84a4c2a5a
MD5 a70efd8f9d1cb303aacd15b68624c360
BLAKE2b-256 0af18772918f6ab9ed56dd46b7658c5609e7e8a4029ed6dbbf19b9800355da30

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp313-cp313-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp313-cp313-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 4f97dfd9ae8f48a9e39f3338f41122e6c763345660ad913f53d142ee41c8afbd
MD5 325eec4f7735ba51ecb0afd4e9daf529
BLAKE2b-256 83411aab8e660d977dd4d4d9db183463bd3cbbe516412c6524b1a6f825abf77d

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: flex_rf-0.1.0-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 19.4 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.15

File hashes

Hashes for flex_rf-0.1.0-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 abd2e9bb157929f996c88779606ff49fcb2e5db1d53afa208eb2b54bbf884b35
MD5 841944dd79e0cb0806f655160569549e
BLAKE2b-256 69980cf29009f4ab38bc1c08b2d4313f34d762cb6563e2a71c1a6874431846a0

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 dc481792f6aef9ba4ffd3cacb1b7c3dccc9dbe315e370d496dcd2028b29a64e7
MD5 11d94dcb786703f51ede9cb532c08f7e
BLAKE2b-256 172b743dd042df153e70c1d856ad16e0786f31036e082d4605174a48b252c5c7

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 fefd656399511ca8a95dfbc64b946bb063164c566cf757f05dbf25501c09e0e5
MD5 6b5d24b85616760eaa4d0eb4c34e535a
BLAKE2b-256 5558a2795cd93ae31d02eb0009fe69c8f97a2eace5084ab64b8db5ea83c440d8

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 9820f507899a72aed1f3c6755f551642745ca41a125ea863c5a2a7c8620d85b8
MD5 d3d0215af2f8378da0f6bf8b55d77698
BLAKE2b-256 2220d392c783a3b3997c38e93c3a58020192a3807cc4013c7f7294e81a45242a

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
Algorithm Hash digest
SHA256 d7ff33e151b20cc7854ca1f58f31bc526d49e5c9460f76ad4450b63ff02e0c22
MD5 977a7bb401fc48e30fd6e1839639bbfb
BLAKE2b-256 ff0a08da90893cfac22049debfc00fe2c2de3f299158463739b360c8fda74e53

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ff1329e19f82861b28a8a20cf632f37fdff150abd9d248c2e1691fa5eb813706
MD5 f48f1c716b4b116124b8047ba5f9088b
BLAKE2b-256 7d2e7dc46bacb535b4d775e4c890deb484ae9748ccda9ec8556533680e53021c

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp312-cp312-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp312-cp312-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 bc7dc5c21b41e280668b721902a24d9752e122a17a1ee4f04cc04b0521a31ffc
MD5 f3978f23d31a3158d25ac7212c7a3516
BLAKE2b-256 63dfa211d07e7733364bc9bef3d91b75a69a3a3fcb0de3ba34e8f2831a88d45c

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: flex_rf-0.1.0-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 19.4 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.15

File hashes

Hashes for flex_rf-0.1.0-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 505b43f287ba8285434383578f62719118288d83a83e7d9ca8c4b64e32003c2c
MD5 9f24e16d29d800a6fbb9ea77c9d0c508
BLAKE2b-256 7a348a5e86d952112d2c459fd933a70d08b12b37f14dfe881ca4e21a833b7f28

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 59feea039fa164a9c91d7d6adf1347eeffd3386a12980fb7f220d9038b923313
MD5 ad091e6d210a2ca06cae6c0ef940499f
BLAKE2b-256 d10a07591fc812d576616ef509333ccd3644e796090daaa1a462d76c1daad86a

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 e4fa975a3c611642f4775daba44a8d13b702dc909831c4626a59e49bba17af5e
MD5 a9801e67840349ac922a10ea5fe20fa0
BLAKE2b-256 0bbd771acbce46e0472091daf69870a633d50d490aabdbdc033f2a96ae91cf6c

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 d75396faf8d5b8b82dda61c5faacb0336a8f85ee43e32828275eb30f7b49eda3
MD5 d6c11a67325360a1dec099b68c333e2a
BLAKE2b-256 14e33986cb9a08680cce3b41f428179eb1d78b8542c16e5b9f251e4e23959218

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
Algorithm Hash digest
SHA256 c1f37c204c15481e1346556f600d6175114e1b280182688d2cabd5fcb6dcc47f
MD5 c558744442400dee6b7bb3569d01c411
BLAKE2b-256 bbe5b494f8e00bd897e37b57d29b2bf9874904b82e6def8fb8b2e0b469d13c70

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 58926445b6e8fd387b9045a8bbd1395d6bb60dad9d7557ef258d459af064ee2a
MD5 4982bfbf99273ac2e856a818e727cde2
BLAKE2b-256 d6bb4b516bb8a1ff6aa75f5a1c3240bed3aac317cafa1257a1a23984a62777e9

See more details on using hashes here.

File details

Details for the file flex_rf-0.1.0-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for flex_rf-0.1.0-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 2d9e470e2f5de633f8d9b27ecee3cec51661fa5f5a2c91c9caa05257ad96b3f3
MD5 82b0cf8f094c23ccba571f3a412d5b91
BLAKE2b-256 6d15595e955579c5683d867da52f5f5cbfa6d3b57859f45abbdad0907e550eb6

See more details on using hashes here.

Supported by

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