krcf

Project Description

Python bindings for the aws/random-cut-forest-by-aws library, providing a fast and efficient implementation of Random Cut Forests for anomaly detection.

Key features:

Fast anomaly detection using Random Cut Forests
Attribution and scoring for detected anomalies
Support for shingling and advanced configuration

API Usage

Basic Example

from krcf import RandomCutForest, RandomCutForestOptions

# Define forest options
options: RandomCutForestOptions = {
    "dimensions": 3,  # Number of features in each data point
    "shingle_size": 2,  # Shingle size for time series
    "output_after": 1,  # Number of points before output is ready
}
forest = RandomCutForest(options)

# Update the forest with new data points
forest.update([1.0, 2.0, 3.0])
forest.update([2.0, 3.0, 4.0])

# Compute anomaly score
score = forest.score([2.0, 3.0, 4.0])
print("Anomaly score:", score)
# >>> Anomaly score: 1.0

# Get attribution vector
attr = forest.attribution([2.0, 3.0, 4.0])
print("Attribution:", attr)
# >>> Attribution: {'high': [0.3333333333333335, 0.3333333333333335, 0.3333333333333335, 0.0, 0.0, 0.0], 'low': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0]}

API Reference

RandomCutForest(options)

Create a new Random Cut Forest instance.

options: A dictionary or RandomCutForestOptions specifying configuration (see below).

Methods

update(point: Sequence[float]) -> None: Update the forest with a new data point.
score(point: Sequence[float]) -> float: Compute the anomaly score for a data point.
displacement_score(point: Sequence[float]) -> float: Compute the displacement score.
attribution(point: Sequence[float]) -> dict: Get the attribution vector for a data point.
density(point: Sequence[float]) -> float: Compute the density estimate for a data point.
near_neighbor(point: Sequence[float], percentile: int) -> list: Find near neighbors for a data point.
is_output_ready() -> bool: Check if the forest is ready to output scores.

RandomCutForestOptions

Options for configuring the forest (all except dimensions and shingle_size are optional):

dimensions (int): Number of features in each data point (required)
shingle_size (int): Shingle size for time series (required)
num_trees (int): Number of trees in the forest
sample_size (int): Sample size for each tree
output_after (int): Number of points before output is ready
random_seed (int): Random seed for reproducibility
...and more advanced options

For more details, see the docstrings in the code or the API reference.

Metadata

Release files for krcf 0.4.0

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

Source distribution (sdist)

Source distribution for krcf 0.4.0
File	Size	Uploaded
krcf-0.4.0.tar.gz	113.8 kB	Dec 8, 2025	Details

Built distributions (wheels)

Table of built distributions (wheels) for krcf 0.4.0
File	Interpreter	ABI	Platform	Reset
krcf-0.4.0-pp311-pypy311_pp73-win_amd64.whl 585.1 kB Dec 8, 2025	PyPy 3.11	PyPy 3.11 7.3	Windows x86-64	Details
krcf-0.4.0-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl 641.0 kB Dec 8, 2025	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.28+ x86-64	Details
krcf-0.4.0-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl 604.5 kB Dec 8, 2025	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.28+ ARM64	Details
krcf-0.4.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl 576.0 kB Dec 8, 2025	PyPy 3.11	PyPy 3.11 7.3	macOS 11.0+ ARM64	Details
krcf-0.4.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl 612.5 kB Dec 8, 2025	PyPy 3.11	PyPy 3.11 7.3	macOS 10.15+ x86-64	Details
krcf-0.4.0-cp314-cp314t-win_arm64.whl 553.4 kB Dec 8, 2025	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
krcf-0.4.0-cp314-cp314t-win_amd64.whl 581.7 kB Dec 8, 2025	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
krcf-0.4.0-cp314-cp314t-musllinux_1_2_x86_64.whl 722.9 kB Dec 8, 2025	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
krcf-0.4.0-cp314-cp314t-musllinux_1_2_aarch64.whl 669.7 kB Dec 8, 2025	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
krcf-0.4.0-cp314-cp314t-manylinux_2_28_x86_64.whl 640.0 kB Dec 8, 2025	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64	Details
krcf-0.4.0-cp314-cp314t-manylinux_2_28_aarch64.whl 603.3 kB Dec 8, 2025	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ ARM64	Details
krcf-0.4.0-cp314-cp314t-macosx_11_0_arm64.whl 574.1 kB Dec 8, 2025	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
krcf-0.4.0-cp314-cp314t-macosx_10_15_x86_64.whl 610.1 kB Dec 8, 2025	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
krcf-0.4.0-cp310-abi3-win_arm64.whl 560.4 kB Dec 8, 2025	CPython 3.10	abi3	Windows ARM64	Details
krcf-0.4.0-cp310-abi3-win_amd64.whl 588.5 kB Dec 8, 2025	CPython 3.10	abi3	Windows x86-64	Details
krcf-0.4.0-cp310-abi3-musllinux_1_2_x86_64.whl 726.4 kB Dec 8, 2025	CPython 3.10	abi3	Linux musl 1.2+ x86-64	Details
krcf-0.4.0-cp310-abi3-musllinux_1_2_riscv64.whl 679.5 kB Dec 8, 2025	CPython 3.10	abi3	Linux musl 1.2+ RISC-V 64	Details
krcf-0.4.0-cp310-abi3-musllinux_1_2_aarch64.whl 673.0 kB Dec 8, 2025	CPython 3.10	abi3	Linux musl 1.2+ ARM64	Details
krcf-0.4.0-cp310-abi3-manylinux_2_31_riscv64.whl 669.9 kB Dec 8, 2025	CPython 3.10	abi3	Linux glibc 2.31+ RISC-V 64	Details
krcf-0.4.0-cp310-abi3-manylinux_2_28_x86_64.whl 643.7 kB Dec 8, 2025	CPython 3.10	abi3	Linux glibc 2.28+ x86-64	Details
krcf-0.4.0-cp310-abi3-manylinux_2_28_aarch64.whl 607.6 kB Dec 8, 2025	CPython 3.10	abi3	Linux glibc 2.28+ ARM64	Details
krcf-0.4.0-cp310-abi3-macosx_11_0_arm64.whl 579.0 kB Dec 8, 2025	CPython 3.10	abi3	macOS 11.0+ ARM64	Details
krcf-0.4.0-cp310-abi3-macosx_10_15_x86_64.whl 615.5 kB Dec 8, 2025	CPython 3.10	abi3	macOS 10.15+ x86-64	Details

Total release size: 14.4 MB

Release files / krcf-0.4.0.tar.gz

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Release files / krcf-0.4.0-pp311-pypy311_pp73-win_amd64.whl

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Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

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Release files / krcf-0.4.0-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl

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Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

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Release files / krcf-0.4.0-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl

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Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

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Release files / krcf-0.4.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

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Release files / krcf-0.4.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl

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Size	612.5 kB
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Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

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Release files / krcf-0.4.0-cp314-cp314t-win_arm64.whl

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Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

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Release files / krcf-0.4.0-cp314-cp314t-win_amd64.whl

Download URL	krcf-0.4.0-cp314-cp314t-win_amd64.whl
Size	581.7 kB
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Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

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Release files / krcf-0.4.0-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL	krcf-0.4.0-cp314-cp314t-musllinux_1_2_x86_64.whl
Size	722.9 kB
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Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

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Release files / krcf-0.4.0-cp314-cp314t-musllinux_1_2_aarch64.whl

Download URL	krcf-0.4.0-cp314-cp314t-musllinux_1_2_aarch64.whl
Size	669.7 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64
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Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

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Release files / krcf-0.4.0-cp314-cp314t-manylinux_2_28_x86_64.whl

Download URL	krcf-0.4.0-cp314-cp314t-manylinux_2_28_x86_64.whl
Size	640.0 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64
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Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

Subject: krcf-0.4.0-cp314-cp314t-manylinux_2_28_x86_64.whl
SHA-256 checksum: d71f44e266ff56ec70e592bbd33cf5672b242d5094abd853578a3115222badcd Verifying attestations

Release files / krcf-0.4.0-cp314-cp314t-manylinux_2_28_aarch64.whl

Download URL	krcf-0.4.0-cp314-cp314t-manylinux_2_28_aarch64.whl
Size	603.3 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`917dd21d9825b452333af23ae3c16edd2cf4f9935d8324acf3af55c17dbaed62`
BLAKE2b-256 checksum How to use checksums	`d21e5614f23e5788dfb0c4ee860ff71e0684abc28eb8d6c4e6ce7f585c32eed2`
Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

Subject: krcf-0.4.0-cp314-cp314t-manylinux_2_28_aarch64.whl
SHA-256 checksum: 917dd21d9825b452333af23ae3c16edd2cf4f9935d8324acf3af55c17dbaed62 Verifying attestations

Release files / krcf-0.4.0-cp314-cp314t-macosx_11_0_arm64.whl

Download URL	krcf-0.4.0-cp314-cp314t-macosx_11_0_arm64.whl
Size	574.1 kB
Tags	CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
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Artifact

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SHA-256 checksum: f1f871836a968fc49cde6b9d2c1f71cf7ca4db32d567efb536a6fd3058411783 Verifying attestations

Release files / krcf-0.4.0-cp314-cp314t-macosx_10_15_x86_64.whl

Download URL	krcf-0.4.0-cp314-cp314t-macosx_10_15_x86_64.whl
Size	610.1 kB
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
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Artifact

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SHA-256 checksum: c985f85483a72ecbbea66055d5971cd57069a6753c50189022ad493a09751ecc Verifying attestations

Release files / krcf-0.4.0-cp310-abi3-win_arm64.whl

Download URL	krcf-0.4.0-cp310-abi3-win_arm64.whl
Size	560.4 kB
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
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Artifact

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Release files / krcf-0.4.0-cp310-abi3-win_amd64.whl

Download URL	krcf-0.4.0-cp310-abi3-win_amd64.whl
Size	588.5 kB
Tags	CPython 3.10 Windows x86-64 abi3
SHA-256 checksum How to use checksums	`36e092af28642a31943706c138b81abdb002a4b93a041c3b2043b8d4f1e22349`
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

Subject: krcf-0.4.0-cp310-abi3-win_amd64.whl
SHA-256 checksum: 36e092af28642a31943706c138b81abdb002a4b93a041c3b2043b8d4f1e22349 Verifying attestations

Release files / krcf-0.4.0-cp310-abi3-musllinux_1_2_x86_64.whl

Download URL	krcf-0.4.0-cp310-abi3-musllinux_1_2_x86_64.whl
Size	726.4 kB
Tags	CPython 3.10 Linux musl 1.2+ x86-64 abi3
SHA-256 checksum How to use checksums	`d3c01100ec4cee105753cbe2367dbb5fba97c7bada978c9683a5b8bccf5f3d8f`
BLAKE2b-256 checksum How to use checksums	`a7e4bcf1a57f0aabc0590ec499b1dbac6c81ef18d83fa448bd72b0820a6376e1`
Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

Subject: krcf-0.4.0-cp310-abi3-musllinux_1_2_x86_64.whl
SHA-256 checksum: d3c01100ec4cee105753cbe2367dbb5fba97c7bada978c9683a5b8bccf5f3d8f Verifying attestations

Release files / krcf-0.4.0-cp310-abi3-musllinux_1_2_riscv64.whl

Download URL	krcf-0.4.0-cp310-abi3-musllinux_1_2_riscv64.whl
Size	679.5 kB
Tags	CPython 3.10 Linux musl 1.2+ RISC-V 64 abi3
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

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SHA-256 checksum: f9dffde8467445b43ff683ae470fd220208a33244f3769be1d2d0bb6c31923e8 Verifying attestations

Release files / krcf-0.4.0-cp310-abi3-musllinux_1_2_aarch64.whl

Download URL	krcf-0.4.0-cp310-abi3-musllinux_1_2_aarch64.whl
Size	673.0 kB
Tags	CPython 3.10 Linux musl 1.2+ ARM64 abi3
SHA-256 checksum How to use checksums	`a4c62ad2ad1dd2b046689f7d9b03685cc4dd018bcbc51dae9f25518f9eb1b2d1`
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

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SHA-256 checksum: a4c62ad2ad1dd2b046689f7d9b03685cc4dd018bcbc51dae9f25518f9eb1b2d1 Verifying attestations

Release files / krcf-0.4.0-cp310-abi3-manylinux_2_31_riscv64.whl

Download URL	krcf-0.4.0-cp310-abi3-manylinux_2_31_riscv64.whl
Size	669.9 kB
Tags	CPython 3.10 Linux glibc 2.31+ RISC-V 64 abi3
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

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SHA-256 checksum: cd3e51cab402425881e1aaf0cc60f1d2946339c473f5b74dfc23f168fca1e152 Verifying attestations

Release files / krcf-0.4.0-cp310-abi3-manylinux_2_28_x86_64.whl

Download URL	krcf-0.4.0-cp310-abi3-manylinux_2_28_x86_64.whl
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

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Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

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Release files / krcf-0.4.0-cp310-abi3-manylinux_2_28_aarch64.whl

Download URL	krcf-0.4.0-cp310-abi3-manylinux_2_28_aarch64.whl
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

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SHA-256 checksum: 6059ce1a50f7e403694757556fefa061ca60a8bca0dbcbd29aee99fb0132b99a Verifying attestations

Release files / krcf-0.4.0-cp310-abi3-macosx_11_0_arm64.whl

Download URL	krcf-0.4.0-cp310-abi3-macosx_11_0_arm64.whl
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

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SHA-256 checksum: e8c88f5f1f0f99217dbda818e893d976f789f12651813242e188f7750c27dcaa Verifying attestations

Release files / krcf-0.4.0-cp310-abi3-macosx_10_15_x86_64.whl

Download URL	krcf-0.4.0-cp310-abi3-macosx_10_15_x86_64.whl
Size	615.5 kB
Tags	CPython 3.10 abi3 macOS 10.15+ x86-64
SHA-256 checksum How to use checksums	`6ea9b48fe737be9222d4b3617221b6ff4af4947b6ffcc137186cbbed2c7f8c94`
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/Bing-su/krcf
Publishing commit: github.com/Bing-su/krcf/tree/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff

Workflow

Publishing configuration: github.com/Bing-su/krcf/blob/f4741f89f9f2d952196db86e24c4f2bc18f2d8ff/.github/workflows/CI.yml
Publishing logs: github.com/Bing-su/krcf/actions/runs/20021773920/attempts/1

Artifact

Subject: krcf-0.4.0-cp310-abi3-macosx_10_15_x86_64.whl
SHA-256 checksum: 6ea9b48fe737be9222d4b3617221b6ff4af4947b6ffcc137186cbbed2c7f8c94 Verifying attestations

Release history Release notifications | RSS feed

This release

0.4.0 This release

Dec 8, 2025 24 release files

0.3.1

Oct 20, 2025 24 release files

0.3.0

Sep 1, 2025 37 release files

0.2.0

Aug 4, 2025 37 release files

0.1.0

Aug 1, 2025 37 release files

krcf 0.4.0

krcf

Project Description

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RandomCutForest(options)

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RandomCutForestOptions

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1 maintainer

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Release files for krcf 0.4.0

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Release files / krcf-0.4.0.tar.gz

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Release files / krcf-0.4.0-pp311-pypy311_pp73-win_amd64.whl

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Release files / krcf-0.4.0-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl

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Release files / krcf-0.4.0-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl

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Release files / krcf-0.4.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl

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Release files / krcf-0.4.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl

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Release files / krcf-0.4.0-cp314-cp314t-win_arm64.whl

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Release files / krcf-0.4.0-cp314-cp314t-win_amd64.whl

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PyPI Publish Attestation

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