Skip to main content

A fast library for analyzing with quantum stabilizer circuits.

Project description

Stim

Stim is a fast simulator for quantum stabilizer circuits.

API references are available on the stim github wiki: https://github.com/quantumlib/stim/wiki

Stim can be installed into a python 3 environment using pip:

pip install stim

Once stim is installed, you can import stim and use it. There are three supported use cases:

  1. Interactive simulation with stim.TableauSimulator.
  2. High speed sampling with samplers compiled from stim.Circuit.
  3. Independent exploration using stim.Tableau and stim.PauliString.

Interactive Simulation

Use stim.TableauSimulator to simulate operations one by one while inspecting the results:

import stim

s = stim.TableauSimulator()

# Create a GHZ state.
s.h(0)
s.cnot(0, 1)
s.cnot(0, 2)

# Look at the simulator state re-inverted to be forwards:
t = s.current_inverse_tableau()
print(t**-1)
# prints:
# +-xz-xz-xz-
# | ++ ++ ++
# | ZX _Z _Z
# | _X XZ __
# | _X __ XZ

# Measure the GHZ state.
print(s.measure_many(0, 1, 2))
# prints one of:
# [True, True, True]
# or:
# [False, False, False]

High Speed Sampling

By creating a stim.Circuit and compiling it into a sampler, samples can be generated very quickly:

import stim

# Create a circuit that measures a large GHZ state.
c = stim.Circuit()
c.append("H", [0])
for k in range(1, 30):
    c.append("CNOT", [0, k])
c.append("M", range(30))

# Compile the circuit into a high performance sampler.
sampler = c.compile_sampler()

# Collect a batch of samples.
# Note: the ideal batch size, in terms of speed per sample, is roughly 1024.
# Smaller batches are slower because they are not sufficiently vectorized.
# Bigger batches are slower because they use more memory.
batch = sampler.sample(1024)
print(type(batch))  # numpy.ndarray
print(batch.dtype)  # numpy.uint8
print(batch.shape)  # (1024, 30)
print(batch)
# Prints something like:
# [[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]
#  [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]
#  [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]
#  ...
#  [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]
#  [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]
#  [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]
#  [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]]

This also works on circuits that include noise:

import stim
import numpy as np

c = stim.Circuit("""
    X_ERROR(0.1) 0
    Y_ERROR(0.2) 1
    Z_ERROR(0.3) 2
    DEPOLARIZE1(0.4) 3
    DEPOLARIZE2(0.5) 4 5
    M 0 1 2 3 4 5
""")
batch = c.compile_sampler().sample(2**20)
print(np.mean(batch, axis=0).round(3))
# Prints something like:
# [0.1   0.2   0.    0.267 0.267 0.266]

You can also sample annotated detection events using stim.Circuit.compile_detector_sampler.

For a list of gates that can appear in a stim.Circuit, see the latest readme on github.

Independent Exploration

Stim provides data types stim.PauliString and stim.Tableau, which support a variety of fast operations.

import stim

xx = stim.PauliString("XX")
yy = stim.PauliString("YY")
assert xx * yy == -stim.PauliString("ZZ")

s = stim.Tableau.from_named_gate("S")
print(repr(s))
# prints:
# stim.Tableau.from_conjugated_generators(
#     xs=[
#         stim.PauliString("+Y"),
#     ],
#     zs=[
#         stim.PauliString("+Z"),
#     ],
# )

s_dag = stim.Tableau.from_named_gate("S_DAG")
assert s**-1 == s_dag
assert s**1000000003 == s_dag

cnot = stim.Tableau.from_named_gate("CNOT")
cz = stim.Tableau.from_named_gate("CZ")
h = stim.Tableau.from_named_gate("H")
t = stim.Tableau(5)
t.append(cnot, [1, 4])
t.append(h, [4])
t.append(cz, [1, 4])
t.prepend(h, [4])
assert t == stim.Tableau(5)

Project details


Release history Release notifications | RSS feed

Download files

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

Source Distribution

stim-1.15.dev1728688449.tar.gz (814.4 kB view details)

Uploaded Source

Built Distributions

stim-1.15.dev1728688449-cp312-cp312-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.12 Windows x86-64

stim-1.15.dev1728688449-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.7 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ x86-64

stim-1.15.dev1728688449-cp312-cp312-macosx_11_0_arm64.whl (1.8 MB view details)

Uploaded CPython 3.12 macOS 11.0+ ARM64

stim-1.15.dev1728688449-cp312-cp312-macosx_10_9_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.12 macOS 10.9+ x86-64

stim-1.15.dev1728688449-cp311-cp311-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.11 Windows x86-64

stim-1.15.dev1728688449-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.7 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ x86-64

stim-1.15.dev1728688449-cp311-cp311-macosx_11_0_arm64.whl (1.7 MB view details)

Uploaded CPython 3.11 macOS 11.0+ ARM64

stim-1.15.dev1728688449-cp311-cp311-macosx_10_9_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.11 macOS 10.9+ x86-64

stim-1.15.dev1728688449-cp310-cp310-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.10 Windows x86-64

stim-1.15.dev1728688449-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.7 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ x86-64

stim-1.15.dev1728688449-cp310-cp310-macosx_11_0_arm64.whl (1.7 MB view details)

Uploaded CPython 3.10 macOS 11.0+ ARM64

stim-1.15.dev1728688449-cp310-cp310-macosx_10_9_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.10 macOS 10.9+ x86-64

stim-1.15.dev1728688449-cp39-cp39-win_amd64.whl (2.6 MB view details)

Uploaded CPython 3.9 Windows x86-64

stim-1.15.dev1728688449-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.7 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ x86-64

stim-1.15.dev1728688449-cp39-cp39-macosx_11_0_arm64.whl (1.7 MB view details)

Uploaded CPython 3.9 macOS 11.0+ ARM64

stim-1.15.dev1728688449-cp39-cp39-macosx_10_9_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.9 macOS 10.9+ x86-64

stim-1.15.dev1728688449-cp38-cp38-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.8 Windows x86-64

stim-1.15.dev1728688449-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.7 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ x86-64

stim-1.15.dev1728688449-cp38-cp38-macosx_11_0_arm64.whl (3.3 MB view details)

Uploaded CPython 3.8 macOS 11.0+ ARM64

stim-1.15.dev1728688449-cp38-cp38-macosx_10_9_x86_64.whl (3.6 MB view details)

Uploaded CPython 3.8 macOS 10.9+ x86-64

stim-1.15.dev1728688449-cp37-cp37m-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.7m Windows x86-64

stim-1.15.dev1728688449-cp37-cp37m-win32.whl (2.2 MB view details)

Uploaded CPython 3.7m Windows x86

stim-1.15.dev1728688449-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.7 MB view details)

Uploaded CPython 3.7m manylinux: glibc 2.17+ x86-64

stim-1.15.dev1728688449-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl (5.0 MB view details)

Uploaded CPython 3.7m manylinux: glibc 2.17+ i686

stim-1.15.dev1728688449-cp37-cp37m-macosx_10_9_x86_64.whl (3.6 MB view details)

Uploaded CPython 3.7m macOS 10.9+ x86-64

stim-1.15.dev1728688449-cp36-cp36m-win_amd64.whl (2.5 MB view details)

Uploaded CPython 3.6m Windows x86-64

stim-1.15.dev1728688449-cp36-cp36m-win32.whl (2.2 MB view details)

Uploaded CPython 3.6m Windows x86

stim-1.15.dev1728688449-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.7 MB view details)

Uploaded CPython 3.6m manylinux: glibc 2.17+ x86-64

stim-1.15.dev1728688449-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl (5.0 MB view details)

Uploaded CPython 3.6m manylinux: glibc 2.17+ i686

stim-1.15.dev1728688449-cp36-cp36m-macosx_10_9_x86_64.whl (3.6 MB view details)

Uploaded CPython 3.6m macOS 10.9+ x86-64

File details

Details for the file stim-1.15.dev1728688449.tar.gz.

File metadata

  • Download URL: stim-1.15.dev1728688449.tar.gz
  • Upload date:
  • Size: 814.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.1.1 CPython/3.12.7

File hashes

Hashes for stim-1.15.dev1728688449.tar.gz
Algorithm Hash digest
SHA256 7cf6fc148b342eb0077e136c0eb200eee2e8b5bfd9a781f074123f4b29022444
MD5 3741692350f491abf061773b6a5def56
BLAKE2b-256 a45145e0cc08d03ead7ccf56853f8724b5249baf9e91b75ac272049e50ca6d32

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 cb94789b0ba2eb77aa3c3974beb92201566d4c0bbea64bcbcba940e9dc43b097
MD5 c5f3ba4f606ff7cf96de6aebdefef3a5
BLAKE2b-256 a94eb4f21f7286e6a25e95fa7b00bab411c26e9584af611e227b1e06a2041aa2

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 8bf5d5c0a68e2f4558d8cfb13a8efb457a46f5e6c1105ef9ad63d511f09fd393
MD5 ec96883c691e2af93a8a3c47286838de
BLAKE2b-256 c09a95f1fd840a782c35ff6ac88082adc22657be9e988ba3a4059fd8eaa58244

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 3b9028e1c51f0f32983a0c1dd458ad0bc5c54a56ac735f3d506cd25030f6768a
MD5 5b0b1f91aa48f5652098edde7027e28e
BLAKE2b-256 b574f9f828c163ad9924ccb696ba558d9ce751663559da02785c427a1205e7e7

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp312-cp312-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 04f8a5911c89ce846d3e4cf4626de8e1c2b20cfd750236fa3a6e1afe46133ddf
MD5 95b45e905e39a07dcd1bce167317913a
BLAKE2b-256 5573996b59cf34962b4cccfa029be6cbbd4fe5906c1d000f7c6fd4905bb5f1cb

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 6830661b65659326e69253ed1f0b3b6707eed2b9420bd07098ffab7a178218c8
MD5 bb05dc12dae9e0b4031a4742f49acf82
BLAKE2b-256 0e5007912f71c1521cde9167f8eea3127d31c5f477d851cbdbafdae345b82ad6

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 116f0583414afddf217cb85d3c14a916f9f69f08727c531580de4a5fd12e4fe1
MD5 77cd8114085c5559bf81dc7e7b57ca04
BLAKE2b-256 6530142e41baaeddc4388166603856fb6a4aa7cad66875af0e1cd9dd158119c2

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 41438947ad74797cf14293ce3e851d7a2fb6a0ec26a51fde3e04defe7991f6dd
MD5 85825fc83c15d346ea4fd70a2af3eea4
BLAKE2b-256 947e5801dfef7d917cab354a07014b7065b2941eddde03359d270c4428b33205

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 0e02d75f13233fdc7ef462ec0833983bde36f6b6908562e21f10a1f088edf939
MD5 e2a509210f730975ddb33f8a39e54c2e
BLAKE2b-256 2b5386f5c42368882f72c6ba01596343fd7b1330bb34a5a7a36e8e99fb0c0320

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 d52eb0995f2ab6fe5398f2d25483ab4dffdb14504300af656fd6b91ff37d3102
MD5 e3837f9993b6083143ec4e078447be95
BLAKE2b-256 3da9b1f64909ab07639cf12d5d4c81efe365b69a8f72ef8c28c79d7e594be15a

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 04080fea5817efdcd010006dcebf10ac8151ed6d051538a55f2e700d11936a51
MD5 8af43538b2672addc155a620b3f9fd86
BLAKE2b-256 6a8cb597441d165f345972f2266257461ac734d041dadbd050e00a6474ea2785

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 9e6760d9c0640c2fe00ee8b44e6f740a57c7a7bd4113bec99600edae313b1225
MD5 4a2883184d323c019024fdac868f99d2
BLAKE2b-256 ae6f6fe5ac00a701711953bf372417d8865b45442034f9ab042fe8740e568431

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 54aca4ce8c98effccf0dcbddd650acd89fad90c15475a106e2f857809f6de90c
MD5 15aa93e35bfdd4fd565ea0ee41805c6e
BLAKE2b-256 e5e9c94761faa18d49434d78166137990572c987fd942a16358e3e0c896ae509

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp39-cp39-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 f2b573fbf7815c5e3ae6950fce734ae4104a71c34cd3624d9ae8a5c5e101e6cc
MD5 e3280234041b1cbf3105839dbfb32aaa
BLAKE2b-256 c18d10871b5f1511aacc1af9ad71ac20fa92467bc253886b646d7b419fc21aef

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 adba6ced483d7a79a7bf0f8e19c92868b814bbee606570e48df4e5c6b08f52d4
MD5 236526bb2c89f610d77884903c9872d3
BLAKE2b-256 f4748c8825e0ade969abb629757797917452d1e97824456de9378c26b135c427

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 0c7e79520c2c141b5207b3bb71f517657d71ba88f327bcb4c01399d8b4d3a057
MD5 bf8e6ea997791d9fe0fcca7e49098b36
BLAKE2b-256 693b861f459d0621ddc14d48bbad8a839baff4adb32e20f9b5fee6ca156b6909

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 718445c595fee0d626cf38f576a0cf517485b02796bd54c6eaa44cc5bd2dfd57
MD5 1fee27094d7173c1567a3a531869d918
BLAKE2b-256 5e1335721d512b528308eaae5952ab30ab175ecca97a71d700af35b4125078ca

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp38-cp38-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 a5759a01ceb74a5a03d249bba420b52134318eed4a10db4a38c0cb8d13a84904
MD5 b5e002176a25b8dca898526ec8ac6aae
BLAKE2b-256 c1d85e973104568769793f53b2fc3e278f7287b35641370aaa4927ac2b91463c

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 3cc033670dc3a5c53dc0ca82e18921182388f4d88655144f2248b1049cd2b2f3
MD5 288eaa9fa7a8b34871f633fa9be05fb5
BLAKE2b-256 d17e1362fffc9ab375c5ac1569caf99c112c4174bccf7a1cc73d15b2c4f151b0

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d6cbfe1c852b59ca05f6d685232be418ad7ef593d24bd5f3b7416bd084288f3f
MD5 61532c77ffc9758666c69efd6698f3e4
BLAKE2b-256 4aefb57540bdb5606fcc98e08c60f86fbac0df08797b24791ca5919222d18118

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 9b9380010cfa0fe7aa390882821ff3775db52cd55790e73712d99fbae933df50
MD5 882cd8f2111f06f492b00d02143f0756
BLAKE2b-256 04709f8b771910d37946d57ca2fdabcd1519931065c7b4da2a0432161494feaf

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp37-cp37m-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 c0ad9742c14888dcd08478495077b35b918a8be2951af43d9e9d8f6492e691e7
MD5 fffee33f799871032eaed62a8341a2c4
BLAKE2b-256 8113490ab8f2820d4d2fe6f2899caf0b98d308916e271c87075a843d88982d47

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp37-cp37m-win32.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp37-cp37m-win32.whl
Algorithm Hash digest
SHA256 d9abee9f1f744bac04cc9cc2850782f8d002c9c69e0a0fcbed8300335b31835d
MD5 4bed03f325cc1bfe475121961e08033a
BLAKE2b-256 1bed2c9b1ac01464696612d2ffc9855459c0361e3f69139d3038fcf78e27e777

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 1e69665b2723d9d37d012ee7ed4984ca37a4b60816592dd378a46f43a1cfa03e
MD5 29f95f7878d9ef3f9cd677370e53d438
BLAKE2b-256 e31a1f6600b5ccb06a40e881f9a5c7b912f9c588003bc53240878da1498378ac

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 7cea8a76874802603961bcd5c472940792ade6d55eba7789d626e5d21e57045c
MD5 42b61b26d2a8d63aa67cd355b73a61c1
BLAKE2b-256 09595ed6687edeed6bcfb9e8e34d35ccf4cc8033019b0cad84dfac3028b0cb5a

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 fc89f7772e53dd673311b792eaeb4855865dced8c3a33e6e75e253c4870a051b
MD5 213207284e7215b9993000edf135bce2
BLAKE2b-256 eba3424c92a3c3813dd01a950b58525c3dd67ee6c10779869709b224690cf4c2

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp36-cp36m-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 ecccec85301bac37abf524739e9c7ab68815e9efd36e37902a808631543e38cc
MD5 227e1f206a4b5b8dbd1a61ce721517ea
BLAKE2b-256 073371576f7837d22b7d189938d820d5dc0f58685fa8ed64772742a4fe5c623b

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp36-cp36m-win32.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp36-cp36m-win32.whl
Algorithm Hash digest
SHA256 f4e9171070f1d7e59dfee7e889c190ddcd2dac6f401135036e6ba9b57356dabb
MD5 117edea4d14bef2b1c20a1262b7793b3
BLAKE2b-256 4dd92c4dc26d3552b8d674ecd108ec03281138459042ff1b56cc6e9cfd40cf31

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 fc4c7fd80f5ffea4d3dedf8fca5ab7aa1790931264f858d8eaa61a42cfcb809a
MD5 dff7388a3cbce51bf04e76adbc977d41
BLAKE2b-256 159dd283a5c9ea80c4dff540f73d855f717b77af98676cc516189fe2e3c0f103

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 6fced173b40e48ad1a8773054d8d7bd396460f2ca1503d882962d166c371447e
MD5 7486a6d024197085b65fcd39f9572557
BLAKE2b-256 125289defc02592596f87e146a3cfb6edd1ed46897f31d210d2548f287db9071

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.15.dev1728688449-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.15.dev1728688449-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 d8eb6b0f89c1b8fc6e5854617c026e4f0f66a0c600387907a59a1ced74656092
MD5 ba77424cf2d9f25e81b027e1f8cd1cbe
BLAKE2b-256 638f775f2ce633b42645d6e6692e47babb5a41eea2806885f41b036538113ad1

See more details on using hashes here.

Provenance

Supported by

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