cognitive-discovery-system-v2

CI PyPI Python License: MIT Code style: ruff

CDS v2 is a scientific computing platform built on the scientific Python stack — NumPy, SciPy, pandas and matplotlib. The algorithms proven in the pure-Python cognitive-discovery-system (v1.x) form its foundation; v2 rebuilds them for speed and adds new domain modules on top.

Installation

pip install cognitive-discovery-system-v2

From source:

git clone https://github.com/Furox88/cognitive-discovery-system-v2.git
cd cognitive-discovery-system-v2
pip install -e .[dev]

Quick start

import numpy as np
import cds2

# Linear algebra
A = [[3.0, 1.0], [1.0, 2.0]]
b = [9.0, 8.0]
x = cds2.linalg.solve(A, b)

# Statistics
r = cds2.stats.independent_t_test([1, 2, 3, 4, 5], [3, 4, 5, 6, 7])

# Optimization
res = cds2.optimize.minimize(lambda v: (v[0] - 2) ** 2 + (v[1] + 1) ** 2, x0=[0.0, 0.0])
print(res.x)  # ~ [2.0, -1.0]

# Signals
freqs, psd = cds2.signals.power_spectrum(np.sin(np.linspace(0, 100, 1024)), fs=256.0)

# Graphs with PageRank
adj = cds2.graph.from_edges(4, [(0, 1), (0, 2), (1, 3), (2, 3)], directed=True)
scores = cds2.graph.pagerank(adj)

Modules

Module Built on Highlights
cds2.linalg NumPy solve, det, inv, pinv, eig/eigh, SVD, least squares, cholesky, cond
cds2.stats scipy.stats t-tests, ANOVA, non-parametrics, correlations, chi-square, effect sizes, normal dist helpers
cds2.optimize scipy.optimize minimize, roots (brentq/newton/system), linprog, least squares, curve fit
cds2.integrate scipy.integrate quad, 2-D/3-D integration, ODE solvers, trapezoid/simpson
cds2.interpolate scipy.interpolate linear/cubic/pchip, lagrange, griddata, regular grids
cds2.signals scipy.signal FFT, PSD/welch/spectrogram, Butterworth filters, peaks, envelope
cds2.montecarlo NumPy Generator pi estimate, MC integration/expectation, hit-or-miss (all seedable)
cds2.graph scipy.sparse.csgraph components, Dijkstra/Bellman-Ford/Floyd-Warshall, MST, topological order, PageRank
cds2.ml NumPy/SciPy LinearRegression, LogisticRegression, KMeans++, PCA, KNN, metrics, data generators
cds2.timeseries pandas moving average, EWM, differencing, seasonal decomposition, ACF/PACF, Ljung-Box
cds2.viz matplotlib series/histogram/scatter/heatmap/spectrum/regression/confusion plots
cds2.io pandas CSV/JSON read-write, optional Excel/Parquet bridges, DataFrame summaries
cds2.calculus NumPy derivative, complex-step gradient, jacobian, hessian
cds2.special scipy.special gamma, erf family, beta, Bessels, zeta

CLI

cds2 info
cds2 stats 1,2,3,4,5
cds2 integrate sin --a 0 --b 3.14159
cds2 linsolve --a "3,1;1,2" --b "9,8"
cds2 plot 1,3,2,5,4 --file out.png

Relationship to CDS v1.x

The original zero-dependency pure-Python line lives at Furox88/cognitive-discovery-system and remains available. v2 is an independent project that trades that constraint for the speed and breadth of the scientific Python ecosystem.

Benchmarks

cds2 races the scientific stack head-to-head — and ships its own compiled C kernels where they help. Current scoreboard (full methodology in docs/benchmarks.md):

Race Baseline cds2/baseline
PageRank 400n (C kernel) NetworkX 0.18x
K-Means 4k×2 k=8 (C kernel) scikit-learn 0.72x
Linear regression 20k×10 scikit-learn 0.74x
Monte Carlo pi 2M hand-vectorized NumPy 0.77x
solve / eigh / rfft / welch / minimize NumPy & SciPy ~1.00x
describe 500k (adds quartiles) SciPy 1.10x

Wrapper APIs hold parity with raw NumPy/SciPy; the KMeans Lloyd loop and PageRank power iteration are from-scratch C extensions (cds2._fast_kmeans, cds2._fast_pagerank) that beat the specialist libraries. A pure-Python fallback wheel keeps compiler-less installs working.

python benchmarks/run_benchmarks.py            # full run
python benchmarks/run_benchmarks.py --quick    # smoke run

Development

pip install -e .[dev]
pytest            # run the test suite
ruff check .      # lint

License

MIT — see LICENSE.

Project links

Data verified by PyPI on Aug 21, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (4.0.0)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for furkannarkn from gravatar.com furkannarkn

Credits

Author: Furox88

GitHub Statistics

Data verified by PyPI on Aug 21, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License expression

MIT
View SPDX License List

Requires

Python >=3.10

Provides Extra

dev docs all

Tags

scientific-computing numpy scipy pandas matplotlib machine-learning signal-processing statistics optimization monte-carlo graph-theory pagerank time-series numerical-methods data-analysis

Classifiers

Report project as malware

Download files

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

Source Distribution

cognitive_discovery_system_v2-2.4.0.tar.gz (48.3 kB view details)

Uploaded Source

Built Distributions

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

cognitive_discovery_system_v2-2.4.0-py3-none-any.whl (36.1 kB view details)

Uploaded Python 3

cognitive_discovery_system_v2-2.4.0-cp313-cp313-win_amd64.whl (53.0 kB view details)

Uploaded CPython 3.13Windows x86-64

cognitive_discovery_system_v2-2.4.0-cp313-cp313-win32.whl (52.4 kB view details)

Uploaded CPython 3.13Windows x86

cognitive_discovery_system_v2-2.4.0-cp313-cp313-musllinux_1_2_x86_64.whl (65.5 kB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

cognitive_discovery_system_v2-2.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (65.6 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

cognitive_discovery_system_v2-2.4.0-cp313-cp313-macosx_11_0_arm64.whl (48.0 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

cognitive_discovery_system_v2-2.4.0-cp312-cp312-win_amd64.whl (53.0 kB view details)

Uploaded CPython 3.12Windows x86-64

cognitive_discovery_system_v2-2.4.0-cp312-cp312-win32.whl (52.4 kB view details)

Uploaded CPython 3.12Windows x86

cognitive_discovery_system_v2-2.4.0-cp312-cp312-musllinux_1_2_x86_64.whl (65.5 kB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

cognitive_discovery_system_v2-2.4.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (65.5 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

cognitive_discovery_system_v2-2.4.0-cp312-cp312-macosx_11_0_arm64.whl (48.0 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

cognitive_discovery_system_v2-2.4.0-cp311-cp311-win_amd64.whl (53.0 kB view details)

Uploaded CPython 3.11Windows x86-64

cognitive_discovery_system_v2-2.4.0-cp311-cp311-win32.whl (52.4 kB view details)

Uploaded CPython 3.11Windows x86

cognitive_discovery_system_v2-2.4.0-cp311-cp311-musllinux_1_2_x86_64.whl (65.0 kB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

cognitive_discovery_system_v2-2.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (65.0 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

cognitive_discovery_system_v2-2.4.0-cp311-cp311-macosx_11_0_arm64.whl (48.0 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

cognitive_discovery_system_v2-2.4.0-cp310-cp310-win_amd64.whl (53.0 kB view details)

Uploaded CPython 3.10Windows x86-64

cognitive_discovery_system_v2-2.4.0-cp310-cp310-win32.whl (52.4 kB view details)

Uploaded CPython 3.10Windows x86

cognitive_discovery_system_v2-2.4.0-cp310-cp310-musllinux_1_2_x86_64.whl (64.9 kB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

cognitive_discovery_system_v2-2.4.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (65.0 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

cognitive_discovery_system_v2-2.4.0-cp310-cp310-macosx_11_0_arm64.whl (47.9 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

File details

Details for the file cognitive_discovery_system_v2-2.4.0.tar.gz.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0.tar.gz
Algorithm Hash digest
SHA256 69d115191bb47c8bdcb279f8786701e420affaf28b9809ed75fd929d6f5bb8e5
MD5 817ceb3c3749640d6e0ae86a3e5189f9
BLAKE2b-256 6131e34a68fc8cfcb68f184fae0cae70c2ac70dbff832dbb1070d07d146a6c2d

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0.tar.gz:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-py3-none-any.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-py3-none-any.whl
Algorithm Hash digest
SHA256 0b4875ab275fbcf59d4fbefcee94f92fa82b87e4041b10667a002e778907c84e
MD5 efda5b41d5a12787979ec1c6d7a1d60a
BLAKE2b-256 abd5ce93bdc59c88c4be784f5324cdaac8ccd7d4c16abc3d3ab15f58f6b684a7

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-py3-none-any.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp313-cp313-win_amd64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 0316436e2b611fa7758fd5c23e93811f04db19eef25991cddf4c4afba0eecf94
MD5 39609d82a8461ab34112d6670e3e0c3c
BLAKE2b-256 494c86bd60dc817f996b856e650edb0916ed30d364cad1b69e38572faf7b1951

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp313-cp313-win_amd64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp313-cp313-win32.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp313-cp313-win32.whl
Algorithm Hash digest
SHA256 99b0b765922f2bb34988d4c4b27f9cbe4a745ab0d08c33c221f2b15951b6ff51
MD5 1fbfa22ac3efb612c39b9395b2af7c8d
BLAKE2b-256 e83c8c55b9f95f17199773ba6586651855bb36e0d54d2b2cad1f9903c599bcc5

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp313-cp313-win32.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 17205bc82a9143dd9e980d23fdff5c71442edf3734fc388b53ee4ab9f0d527e6
MD5 bb798b15eaf842d511ec153bf15387a8
BLAKE2b-256 c8ade7499c530000b1d1f7218c8e87b25008349fcfef6dd06b8939c9eef6334e

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 6c113af55c9c507b1f1fd8bba31020a8ae30a4e5354519e211c203e1fe7ff2ca
MD5 63d10ad29f2ad8e13936d8eb48c4178c
BLAKE2b-256 cf1f5ce705781b817959ea181cb919586529627f61d569c60e3f82e6d6bcf7fb

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 2d5d186bf90663ea72d659f5c9ac64135924088e4d39d6aa1fa321cdf5650409
MD5 fc62f1d9f787a3f759dc09e5a3454997
BLAKE2b-256 89f8712a79b65dfdcb3c6787d25888a27a4f5111bcc8daa001fcc4d9021d528e

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 f25858990d9bba40b214378cc4826763d70f4cee375ddef249fd0814e11cd9da
MD5 a5ba767af0ed818a4a271d8fa7488df4
BLAKE2b-256 6703fd064412bed3b2665b661eed2e45e8f95b93a1e0dc4207c432aeb2ecba38

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp312-cp312-win_amd64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp312-cp312-win32.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp312-cp312-win32.whl
Algorithm Hash digest
SHA256 375e869e1d50ce0b90b4c31a7db94779ca9deb4552d554d4cd9b25ec3ed31383
MD5 524a75e68692cf8e30717fa5498cc35b
BLAKE2b-256 67a8dabc53b2363c7cd230ecf5f46bedcbf047e021e3a9fd131902121109b51b

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp312-cp312-win32.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 53b83c61be88a360bdaaee129eb61ee5386e383de0f5e9739d7d1f476dd3ccbc
MD5 c079fe682054c28ca65e71ca74d6f13f
BLAKE2b-256 8b4121af79fed7c90fa950777b19d3e969f3f348755a2b6fb8cd73a9e642ae5f

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 51a95507f92eb42feff1ecfd23b2a45ebe5a03a9d8754558496afa1887547c5c
MD5 e7782bdd46e89c15d33e658506d69c06
BLAKE2b-256 f088c6be14b7a29ed8b646a1d56db41d33bcf001bf25b0d40994937bb6bb894e

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ded07607581e2342a39bee169df9e48b95ba7f4ce431ca2f9fefe2630b599fd1
MD5 22431f33c9bed23cdab511579060c738
BLAKE2b-256 f126b6203c00dfc9302d1a3119ea7393b03eae992a35c179ce3101cac17a8671

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 bac4016d105500d0bdd36dcf52c9c69be149b4735ef9d0d81829f8adf21275bb
MD5 9c503d1c8606951cc56d992765702607
BLAKE2b-256 39ea02bb12efc26f3b07addee221cb71e752ffc2ca28d478927f7e43f08b375c

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp311-cp311-win_amd64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp311-cp311-win32.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp311-cp311-win32.whl
Algorithm Hash digest
SHA256 7919a51c21ab357e02c03e2662179ddf02a9ec602f97f2f3c436062232f5cb0a
MD5 9b5bff962f34d07a13485b73bbde0f0b
BLAKE2b-256 2982876e9fdea69436818002f9beb80f56f7f1f063f11668e26c8bb2339e3387

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp311-cp311-win32.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 cd418d23b716930cb01a32d28499532daf2f803c5bbf0a80e6906ae9ba26ab9c
MD5 934a438d9be77488dc986a80f5060440
BLAKE2b-256 2a92435e793ecb57e853a30e86a38d3b6d13df1a9e54be060f256481c1841eeb

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 8b59419d6b49436187a3e71c1f59e126c04458eeeb95517428eb514303d5e263
MD5 33a1862d98fe4ad713fdc7119c2bee52
BLAKE2b-256 9ea291d544264402ffec1a6efeda7f2a8ca09447bc100f3140b2ad48aec55e62

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ac796cbcfb323b7c6eca105350e7d2ae4a48352fcc9d44f576c562412e200c50
MD5 14b007a8026e0b4283e13517ee1fc91b
BLAKE2b-256 35abca129248b119e4ee321d18d422e21204bf68eb8ee6dd36953b4f6931db0a

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 04b189ad7ab6767d434b91f5c73f828d61eb1341eddc59c36c6c40beb7e05cfb
MD5 64c24572d0b10d1a88cea6198d18a4f5
BLAKE2b-256 fdfbab8f8782139f95fb5d8efeb14ada4666da6dc1bef6726da528146be9e027

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp310-cp310-win_amd64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp310-cp310-win32.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp310-cp310-win32.whl
Algorithm Hash digest
SHA256 2cd46f02e334cfc6383e0f332e89d7c82bd31bc51a4d065d8eef0434b2a04cc6
MD5 9ad32b0f95992739d11e380ae1734a41
BLAKE2b-256 6abf7321282c94e8846031cc0110365b252add510001a6f68c15ed3855f868d6

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp310-cp310-win32.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 9ad06126bef54bc2a2fdf99185f5213311e2f336de39e6304eda93e7ca100f34
MD5 0f99ca01064a2d35692e01036a872108
BLAKE2b-256 be78692ba8b218484ddfa50c3658cb2269b0be6d840bcb7d9bf45cb790c0443b

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 83061e592dec966b0fb9d2c41519e45de224194a66ae32835dbfd89a446c080b
MD5 9d34dd9a241e4339682a38c95e14badc
BLAKE2b-256 9fe87ba1d12be6631ac4449ef6cdaeb59cd1cc9a947b69f6f9ec1c3cd1aa9a03

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

File details

Details for the file cognitive_discovery_system_v2-2.4.0-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for cognitive_discovery_system_v2-2.4.0-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 5dc5df275763c3c441e54e849d3e3e1a5eee88e17c85a9086678576b1e703bc8
MD5 2eac91aff49abaa38ce5dd737b8b775b
BLAKE2b-256 e0daa44d5cdb207e71ae3ecebe6ddb17451db75a02d7df90068e7cbfa9f5e809

See more details on using hashes here.

Provenance

The following attestation bundles were made for cognitive_discovery_system_v2-2.4.0-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: release.yml on Furox88/cognitive-discovery-system-v2

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

Release history Release notifications | RSS feed

4.0.0

1 file

3.3.0

22 files

3.2.1

22 files

3.2.0

22 files

3.1.0

22 files

3.0.0

22 files

2.6.0

22 files

2.5.1

22 files

2.5.0

22 files

This release

2.4.0 This release

22 files

2.3.0

22 files

2.2.0

22 files

2.1.0

22 files

2.0.0

2 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