Skip to main content

vectorbt Rust Engine

Optional Rust acceleration engine for vectorbt. Provides high-performance drop-in replacements for vectorbt's Numba kernels, dispatched transparently via engine="rust" or the global engine setting.

Installation

Install the Rust extension together with vectorbt:

pip install "vectorbt[rust]"

Or install the Rust extension package directly:

pip install vectorbt-rust

vectorbt-rust must be version-compatible with vectorbt. The engine resolver compares the major/minor version prefix and treats mismatches as unavailable.

Building from source

From the repository root:

python -m pip install -U pip maturin
python -m pip install -e ".[test]"
python -m maturin develop --manifest-path rust/Cargo.toml --release

You can also build from inside this directory:

cd rust
python -m maturin develop --release

The release profile enables LTO, one codegen unit, opt-level = 3, and symbol stripping. Use release builds for benchmarks; debug builds are not representative.

Usage

The shared resolver lives in vectorbt/_engine.py.

Per call:

import vectorbt as vbt

out = vbt.MA.run(close, window=20, engine="rust")

Globally:

import vectorbt as vbt

vbt.settings["engine"] = "rust"

Supported engine values:

  • auto: Use Rust when it is installed, version-compatible, and the specific call is supported; otherwise fall back to Numba.
  • numba: Force the Numba implementation.
  • rust: Force Rust and raise an actionable error if Rust is unavailable or the call is unsupported.

Randomized functions are special: auto keeps using Numba to preserve legacy NumPy/Numba random streams. Use engine="rust" explicitly when you want the Rust random implementation.

Compatibility

The current Rust engine targets NumPy arrays and deterministic, array-oriented kernels. Some public Python APIs still intentionally resolve to Numba when Rust cannot preserve behavior, such as callback-accepting functions or unsupported input combinations.

Testing

Run the engine-focused tests from the repository root:

pytest tests/test_engine.py

Run the full test suite:

pytest

Tests that require Rust are skipped when vectorbt-rust is not installed or not version-compatible. To force those paths locally, install the extension with maturin develop first.

Benchmarks

The benchmark scripts live in benchmarks.

Generate markdown benchmark matrices:

python benchmarks/bench_matrix.py

Use release builds for any benchmark numbers you intend to publish.

New kernels

New Rust kernels should follow this process:

  1. Treat Numba as the reference.
  2. Implement the Rust kernel with the same argument order and return shape.
  3. Register the PyO3 function in the Rust submodule and wire new submodules in src/lib.rs.
  4. Add or update the dispatch wrapper.
  5. Add parity, fallback, explicit-error, and layout-sensitive tests.
  6. Add benchmark cases once parity is stable.

Keep changes narrow and mechanical. Do not import Rust from nb.py, and do not make public callers import vectorbt_rust directly.

Metadata

Release files for vectorbt-rust 1.1.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for vectorbt-rust 1.1.2
File Size Uploaded
vectorbt_rust-1.1.2.tar.gz 74.9 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for vectorbt-rust 1.1.2
File
vectorbt_rust-1.1.2-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
vectorbt_rust-1.1.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
vectorbt_rust-1.1.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
vectorbt_rust-1.1.2-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
vectorbt_rust-1.1.2-cp314-cp314-macosx_10_12_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details
vectorbt_rust-1.1.2-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
vectorbt_rust-1.1.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
vectorbt_rust-1.1.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
vectorbt_rust-1.1.2-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
vectorbt_rust-1.1.2-cp313-cp313-macosx_10_12_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
vectorbt_rust-1.1.2-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
vectorbt_rust-1.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
vectorbt_rust-1.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
vectorbt_rust-1.1.2-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
vectorbt_rust-1.1.2-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
vectorbt_rust-1.1.2-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
vectorbt_rust-1.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
vectorbt_rust-1.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
vectorbt_rust-1.1.2-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
vectorbt_rust-1.1.2-cp311-cp311-macosx_10_12_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details

Total release size: 17.5 MB

Release files / vectorbt_rust-1.1.2.tar.gz

Download URL vectorbt_rust-1.1.2.tar.gz
Size 74.9 kB
Tags Source
SHA-256 checksum
How to use checksums
ed20f992a60087b7d2f45db36eec4677acaea13538e2db6869d245bebef40e55
BLAKE2b-256 checksum
How to use checksums
7009239bb0edcbd88ba26426139c536d4eb8c4e5abd453bcf8b63d1536488a36
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp314-cp314-win_amd64.whl

Download URL vectorbt_rust-1.1.2-cp314-cp314-win_amd64.whl
Size 921.0 kB
Tags CPython 3.14 Windows x86-64
SHA-256 checksum
How to use checksums
4f59430da4265d6d356ef42cd7b8af8af0613b8125c6136eb7ced4ce12bba2e6
BLAKE2b-256 checksum
How to use checksums
dbb1ea13aa62e235c423ff89f8796f21fe43d62146c8b64e8bba068959033ac5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL vectorbt_rust-1.1.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 908.9 kB
Tags CPython 3.14 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
6ca803103a4eafcbf6c019efb88c105570dc19639ef28cc4df99ab4b3869cd82
BLAKE2b-256 checksum
How to use checksums
77af25e324dfb2899a284e34a4fbbc4fc2dc0724e275f5955772e9b650cde30a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL vectorbt_rust-1.1.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 805.1 kB
Tags CPython 3.14 Linux glibc 2.17+ ARM64
SHA-256 checksum
How to use checksums
24f0803cb900265c0e169e11bea24ebb565b5ee46ac7cec272b4bf8145db2df8
BLAKE2b-256 checksum
How to use checksums
b9c288ba8ea3bf0240efbb599d7e9c0d894115c37782cfc84c3c6c9997a0e3ea
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp314-cp314-macosx_11_0_arm64.whl

Download URL vectorbt_rust-1.1.2-cp314-cp314-macosx_11_0_arm64.whl
Size 797.5 kB
Tags CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
7a5eec74607ca8dc397e7954b107f15004694b99c63582900d4fef848d61ec97
BLAKE2b-256 checksum
How to use checksums
5a031de7e025b6fd787890d7f1cb5be5dd7eb2a2dae6b49c72e375206e6a58f0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp314-cp314-macosx_10_12_x86_64.whl

Download URL vectorbt_rust-1.1.2-cp314-cp314-macosx_10_12_x86_64.whl
Size 893.3 kB
Tags CPython 3.14 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
eed0e468b5a31850fdebc8891e2b507db75153419711ab7bfe66763653aa3555
BLAKE2b-256 checksum
How to use checksums
6adadab116b7c39364d81e9b5b5170c143348aaee25e0cd65fb1c54f1f21829c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp313-cp313-win_amd64.whl

Download URL vectorbt_rust-1.1.2-cp313-cp313-win_amd64.whl
Size 926.5 kB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
e48b09b385e27602222ee1ac5ac15d41a33e61cfa92a602426a981b9de74c6bf
BLAKE2b-256 checksum
How to use checksums
7431bd1124ee5fb2c3ab5421d85012c7552c7bed6de520eeb6e20b27702a6a50
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL vectorbt_rust-1.1.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 916.2 kB
Tags CPython 3.13 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
4dd692dfc25da82a911219ded1e300d83e9b7725095189186153cb3c6bf19702
BLAKE2b-256 checksum
How to use checksums
4230c80b00784d9e82e3675793dc78790e99d64f6e9307b9828c3bc4bbaffd6e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL vectorbt_rust-1.1.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 811.0 kB
Tags CPython 3.13 Linux glibc 2.17+ ARM64
SHA-256 checksum
How to use checksums
24165480fba4fbab644756c8aeee6c488d47b2117e1f8a720066b49dfcfb58f5
BLAKE2b-256 checksum
How to use checksums
b66a7a2b90c70a1b302970e482629bbe93636d742a4e65727ac9226d8ae34994
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp313-cp313-macosx_11_0_arm64.whl

Download URL vectorbt_rust-1.1.2-cp313-cp313-macosx_11_0_arm64.whl
Size 803.0 kB
Tags CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
21745e363490251b4431a5dece0458391d578e0cde082cae96a4e60b7fac7fd7
BLAKE2b-256 checksum
How to use checksums
bf77959b063fd0f5bf67e05214873b964e448f87f14b9378177ead6e49afd49a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp313-cp313-macosx_10_12_x86_64.whl

Download URL vectorbt_rust-1.1.2-cp313-cp313-macosx_10_12_x86_64.whl
Size 899.1 kB
Tags CPython 3.13 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
833f700ed6e22c48e65f99c67f3c7b60a1ff9aee7517aac98dea5bca70f72ba6
BLAKE2b-256 checksum
How to use checksums
8fdbe386dc8671f620a325aec5b7650c62fee96bb5dd384d78dcba0b538a6007
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp312-cp312-win_amd64.whl

Download URL vectorbt_rust-1.1.2-cp312-cp312-win_amd64.whl
Size 926.6 kB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
eb32345ca337486b50986ef66b889463201669b5a5c0dd8e125c6529878c482d
BLAKE2b-256 checksum
How to use checksums
2594aceaecbbd2ebddfaa64ab790e28ba9f6ed8d67c88ad4c7be1368240ebca1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL vectorbt_rust-1.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 916.5 kB
Tags CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
1e3145c399a5ffcdcb4d413226aebad4cfa85ef842db13d74a655dc584e7d9a7
BLAKE2b-256 checksum
How to use checksums
b2a912316aa55cd83927fe5ec8044ee693324c29a652ec54b23d25579817117a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL vectorbt_rust-1.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 811.3 kB
Tags CPython 3.12 Linux glibc 2.17+ ARM64
SHA-256 checksum
How to use checksums
a731060feadce3da4cccd376684bde51f17f7ce29e7a2526fc9375d93cf1461a
BLAKE2b-256 checksum
How to use checksums
54eb095e5ae11e989cc5e74a62d3cda7a687dc2ff113c5f329ca909e7bb86153
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp312-cp312-macosx_11_0_arm64.whl

Download URL vectorbt_rust-1.1.2-cp312-cp312-macosx_11_0_arm64.whl
Size 803.2 kB
Tags CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
f5fce06c5c287ef5fd9329a8ca78d3fe65a91f6144e7ff8f7e3b847ac38befd2
BLAKE2b-256 checksum
How to use checksums
0051fcce8fbd4fd0c8e4a835e0c54ed042a067d3d56a652daf1af052eb5a6c5d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp312-cp312-macosx_10_12_x86_64.whl

Download URL vectorbt_rust-1.1.2-cp312-cp312-macosx_10_12_x86_64.whl
Size 899.2 kB
Tags CPython 3.12 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
8db5d898097bd0bb6c06f2fe71def5505acf41731422511c2dc759a80d9b3ca8
BLAKE2b-256 checksum
How to use checksums
4f907144672c2bb01b089c0e602c35abb42af4c2db858a60dd1268b55aae5efd
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp311-cp311-win_amd64.whl

Download URL vectorbt_rust-1.1.2-cp311-cp311-win_amd64.whl
Size 936.3 kB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
787d0aeb2d2a2f11aae8ea1e14fe5b093d10b7dd37f5f93262e0d6dfaee32404
BLAKE2b-256 checksum
How to use checksums
e7e5f316e2ef28a93d833627fe620af96ca30006817c56f007ed5331d8080876
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL vectorbt_rust-1.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 920.8 kB
Tags CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
67aced692532e6f56f9c637770df56d10b3ef956b6e26b50b9b22af71c214462
BLAKE2b-256 checksum
How to use checksums
13a2423615fa823c94a9eef8bcacdef80addf508dc97c5ccc1ef6321bb8e7af0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL vectorbt_rust-1.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 810.9 kB
Tags CPython 3.11 Linux glibc 2.17+ ARM64
SHA-256 checksum
How to use checksums
316a0e841604be043a6f1592ea52e8cb84432d0efd65d14be2a6a4d40778a4c4
BLAKE2b-256 checksum
How to use checksums
0d74444a63802617be455f2b69a972d7bc5b2a1c029b067d917c925f99267029
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp311-cp311-macosx_11_0_arm64.whl

Download URL vectorbt_rust-1.1.2-cp311-cp311-macosx_11_0_arm64.whl
Size 810.4 kB
Tags CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
f2232b0862e73964f718b4151466c07f92127676a39b162b43eea005e6c293b0
BLAKE2b-256 checksum
How to use checksums
50c93fdb4ae93697a458555595f4890d3e64c187ed964ee5031b9bf0d961415b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release files / vectorbt_rust-1.1.2-cp311-cp311-macosx_10_12_x86_64.whl

Download URL vectorbt_rust-1.1.2-cp311-cp311-macosx_10_12_x86_64.whl
Size 867.9 kB
Tags CPython 3.11 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
2ed69cf1fcd29aa7b4a8d078b7c707cd1f81d69e8fd3f32285e223da527991e1
BLAKE2b-256 checksum
How to use checksums
78e1802782c8a90a40521282c380e71f49d16216b1b121a082ee875b06a7103b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 9, 2026.

Transparency log

Release history Release notifications | RSS feed

This release

1.1.2 This release

21 release files

1.1.1

21 release files

1.0.0

21 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page