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-1.14.dev1711415157.tar.gz (760.4 kB view details)

Uploaded Source

Built Distributions

stim-1.14.dev1711415157-cp312-cp312-win_amd64.whl (2.3 MB view details)

Uploaded CPython 3.12 Windows x86-64

stim-1.14.dev1711415157-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.4 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ x86-64

stim-1.14.dev1711415157-cp312-cp312-macosx_11_0_arm64.whl (3.1 MB view details)

Uploaded CPython 3.12 macOS 11.0+ ARM64

stim-1.14.dev1711415157-cp312-cp312-macosx_10_9_x86_64.whl (3.4 MB view details)

Uploaded CPython 3.12 macOS 10.9+ x86-64

stim-1.14.dev1711415157-cp311-cp311-win_amd64.whl (2.3 MB view details)

Uploaded CPython 3.11 Windows x86-64

stim-1.14.dev1711415157-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.5 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ x86-64

stim-1.14.dev1711415157-cp311-cp311-macosx_11_0_arm64.whl (3.1 MB view details)

Uploaded CPython 3.11 macOS 11.0+ ARM64

stim-1.14.dev1711415157-cp311-cp311-macosx_10_9_x86_64.whl (3.3 MB view details)

Uploaded CPython 3.11 macOS 10.9+ x86-64

stim-1.14.dev1711415157-cp310-cp310-win_amd64.whl (2.3 MB view details)

Uploaded CPython 3.10 Windows x86-64

stim-1.14.dev1711415157-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.5 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ x86-64

stim-1.14.dev1711415157-cp310-cp310-macosx_11_0_arm64.whl (3.1 MB view details)

Uploaded CPython 3.10 macOS 11.0+ ARM64

stim-1.14.dev1711415157-cp310-cp310-macosx_10_9_x86_64.whl (3.3 MB view details)

Uploaded CPython 3.10 macOS 10.9+ x86-64

stim-1.14.dev1711415157-cp39-cp39-win_amd64.whl (2.4 MB view details)

Uploaded CPython 3.9 Windows x86-64

stim-1.14.dev1711415157-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.5 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ x86-64

stim-1.14.dev1711415157-cp39-cp39-macosx_11_0_arm64.whl (3.1 MB view details)

Uploaded CPython 3.9 macOS 11.0+ ARM64

stim-1.14.dev1711415157-cp39-cp39-macosx_10_9_x86_64.whl (3.3 MB view details)

Uploaded CPython 3.9 macOS 10.9+ x86-64

stim-1.14.dev1711415157-cp38-cp38-win_amd64.whl (2.3 MB view details)

Uploaded CPython 3.8 Windows x86-64

stim-1.14.dev1711415157-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.5 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ x86-64

stim-1.14.dev1711415157-cp38-cp38-macosx_11_0_arm64.whl (3.1 MB view details)

Uploaded CPython 3.8 macOS 11.0+ ARM64

stim-1.14.dev1711415157-cp38-cp38-macosx_10_9_x86_64.whl (3.3 MB view details)

Uploaded CPython 3.8 macOS 10.9+ x86-64

stim-1.14.dev1711415157-cp37-cp37m-win_amd64.whl (2.3 MB view details)

Uploaded CPython 3.7m Windows x86-64

stim-1.14.dev1711415157-cp37-cp37m-win32.whl (2.1 MB view details)

Uploaded CPython 3.7m Windows x86

stim-1.14.dev1711415157-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.5 MB view details)

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

stim-1.14.dev1711415157-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl (4.7 MB view details)

Uploaded CPython 3.7m manylinux: glibc 2.17+ i686

stim-1.14.dev1711415157-cp37-cp37m-macosx_10_9_x86_64.whl (3.3 MB view details)

Uploaded CPython 3.7m macOS 10.9+ x86-64

stim-1.14.dev1711415157-cp36-cp36m-win_amd64.whl (2.3 MB view details)

Uploaded CPython 3.6m Windows x86-64

stim-1.14.dev1711415157-cp36-cp36m-win32.whl (2.1 MB view details)

Uploaded CPython 3.6m Windows x86

stim-1.14.dev1711415157-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.5 MB view details)

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

stim-1.14.dev1711415157-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl (4.7 MB view details)

Uploaded CPython 3.6m manylinux: glibc 2.17+ i686

stim-1.14.dev1711415157-cp36-cp36m-macosx_10_9_x86_64.whl (3.3 MB view details)

Uploaded CPython 3.6m macOS 10.9+ x86-64

File details

Details for the file stim-1.14.dev1711415157.tar.gz.

File metadata

  • Download URL: stim-1.14.dev1711415157.tar.gz
  • Upload date:
  • Size: 760.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.12.2

File hashes

Hashes for stim-1.14.dev1711415157.tar.gz
Algorithm Hash digest
SHA256 eaa6a2945f111d965a5301f7ee36e64c84c3c43c29e4237680c4bc4951d7ee1b
MD5 829bc1a9e2d662e282e28ff0797719ab
BLAKE2b-256 b68871083157a294592866f0586791f1b3cb5ea472a1b0388bb0d0504bb083d6

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 dcdce3f3e3790c978da12844af29dbd3e76b0221a500795f890bad43fe1fa3db
MD5 5ab84bb1837bd8503313c336ddca8d8e
BLAKE2b-256 9376d8faeed8188056c6d7a6546e0a389b730ae38841e6abcf9764b57021b40f

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 1bce6d313556511d676c904b1622c39f2d04cc9985282330754424f8a86269e2
MD5 df5dc8dd14455b50ce9f79d09dc93ecf
BLAKE2b-256 4d4e62b62462b05701e495f2c9522962721c6d04494067e15f62ca66ed28d73d

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 75557da0fe03ec7155df9082b9ea2a859bc5973b53c56779689292dea4f3d6c2
MD5 9ddfcb182a7a89945a70f23972cb8d1d
BLAKE2b-256 de84ccce4b8c58de6535fe541560755eada7015165e4a999aa4c4e1f46277d88

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp312-cp312-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 847bbb02cfedb3938986dc646656081eda5e1acd4fbcb5be6aaad3e8baa47408
MD5 c1ae1f6e80168542485e8301b45537dc
BLAKE2b-256 9995c7053675d89c7d680416c6c493d41ef01ce9f84a60fd77e6541f4a9b8a91

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 35475ba4b56b10baf016bf6bafa4332aee83d5ba17aaee906bca03a40fd8a39a
MD5 b811c2ab02b07fc7436b47efec64858e
BLAKE2b-256 e9b76cc4af96c94bbe2eee90be9f84bfa8352da78735d942e145843eb0cf262e

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 edc90dca8eab5a93db69550a114abc6a190d75ca3cfaf929a83acec85a4bed6c
MD5 5a0b019c09ed2e9f66baa24b358cc1d6
BLAKE2b-256 34b1d22d124d05b3057dae904894da48f0acf1cb6c84bb9f00e5f54c1ab30f16

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 9cc6bd1f09688889c8bca0259b93e037fb510435c10ac8a8428408ae29fa63c4
MD5 e8614533eb87c175743d30438e92ab6b
BLAKE2b-256 4a3b656f6c740ff96906263a44b56e853b1194335ed5b939aca1f801534ea5da

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 267e5a37222f0608bbc18a3cc01c4b4e2a157aca3042ac5c189787a765567402
MD5 1e4ba8254895900765770e6cd11b9b22
BLAKE2b-256 96fb77d347033ca64bb12f0617b59724bb3487aebc0ef52d6cc0f24f6a09c18d

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 aa057fab16bc9d731f2c5cb9489f771781d6e7db8d9e239c7b4818982fd9c886
MD5 ed02a4db4ddc2d9ba92f514d839b671e
BLAKE2b-256 a07a8ad3ca6789c1bdf3d0798d109140cc08b2629ad802a02f61f73450216225

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 d689820c231044a9600635f979728d49bbbdb43962029ff6d6d12701349429e7
MD5 3addffb38fe59006327e1fd98bec655c
BLAKE2b-256 592834c63f35398cbc22d04e006195d47017f14a88a5534a061bdf286eef387a

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 6e995c7cb78b17ad49de054d005ef4305ba2a66b638521cf8e438ca5707572f2
MD5 bb64d40754d2d8978081decc7e104774
BLAKE2b-256 34cbff366f7f7dce0a8355f49014d7e32c1ec2b41848f98782e749a6f841539e

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 02e7c3307010e2ada2e240ba077842397aa30c442e877ce4dbe417f2cd11173f
MD5 cefa4ff8c06e719bab1067bb323ed41f
BLAKE2b-256 3ce1a9be9b924afdc7229c910b62db34f2c97f575cd4852b2515285b28d1d61b

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp39-cp39-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 a0b6a9e5b23a617581ba77338d6f8db1a1cbcf67b5ad957cf3ff40928cf9e5dc
MD5 c233deb4f7cefdd2b6283725068ed8ef
BLAKE2b-256 168b4767e21606c00fb3c1c0565277f104d796394e94363590c5fd3688531eff

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 eff423bd01b177d4197a2483b4102d87d2c823d10af44a03b4d649f92b11d7b9
MD5 df169ec6ca829f40bfbdb2f7b2779b3d
BLAKE2b-256 b653f5d88c8904a67ac9ecb5d881693e9ac14f67829f07c2d893691e39e2f90d

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 b7703138eed8ef66dd4b3cb998ff5f09107c954435d0b8ac80bec728d920653b
MD5 4f70b0c129f20571670df3c05fa5cdb3
BLAKE2b-256 a84067788fd3b7cc6ca4824bc7c13ed19bb7cad1d6450dbff4745b1b732b7795

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 4cb076943d67e7c91e4c1fcac0b9e9f8680a37efdd41ee98510be097324e4a32
MD5 6a9891e5cfb9af9137d2fa6dd6163aa6
BLAKE2b-256 feb1ce37599b4c07405acda4b63d5e16f3e2fb5598e707793bcec87fd88fd889

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp38-cp38-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 8d9c815f800e919595a7b6ac33c0c7761a5cd6c66034e9d37433330c3d203c49
MD5 c0ebcc67d0a4c189718e997797d15edd
BLAKE2b-256 008a297f53ab023d2fa8d8bb9ba9cd93e8dd155e1fe2689b206cf993609b816b

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 eba3354c04ae8b68d3ce27c956e8f8e12fe867ed8ea6f56ae5e78ba4ddec6c6c
MD5 6f5eeb19971bfdcfc297ef94112657ce
BLAKE2b-256 9fc4010b7d24b760d0351bc37498f6105a4e0da741e2934a0a5767aafc30e919

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 20ceffcb50de18f6f6fbbb7f2b8497c3b2694d69b2f31ad6e3ee72c9afea2a05
MD5 a73ccf44198deeb854dcaed0773d502f
BLAKE2b-256 d3a5c3149a6043488ff04ada280927b92fad7613a55d40027eb27cb766346b70

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 11bbc05891b7bd0f9b3191fb41b134626308ce80b3032c486f4fabdd9e1e3449
MD5 1ee7f66e5c5d74eee8392606f792f5c6
BLAKE2b-256 e6c0392d9e2b86e41e712d21d345016ba490cfe857fc68abec08569f9d076656

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp37-cp37m-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 d15b8f67c2d447ba40c97a8b7f01fa3cf713190ba779db25a901d610d519e8eb
MD5 7da0bb6ea19babd5342381adbaa27585
BLAKE2b-256 fd5e6cb47043c119441f6a4f9438482e89f5854e330eb16ef931798106061820

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp37-cp37m-win32.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp37-cp37m-win32.whl
Algorithm Hash digest
SHA256 8e52de8757d092c128591e45eecc2fd33256115007abb2cc305a552de208ec47
MD5 06e52dda40dc8ea1174b7c29d6431592
BLAKE2b-256 e124e9dbe3371eb9bbcad12f76ebb1edee46f959bebc77aa692a4df81ad40558

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f6d57aed95929e28631e6621e120ed3c97e18a63128fb7ab1fb304b248d20f76
MD5 b58d319a1847f3c5c2d21a0f674a99df
BLAKE2b-256 c6aa4f04682ba8e5b4143fcc5acc5a14ffff5022c256631a1563e4639392c22c

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 454f794c1603fc9ca3a196b1ca1939ef074ecec27e521325814967dd73349b53
MD5 ef33b573cfb9d8c94da67bf60570bd84
BLAKE2b-256 018e100cf6f39748a0f0284d5f0955e3362d0e5f5a7eae1464d57bad6fdb9875

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 47a886259fb3f460b740e2039719674a558d8b930ab3ca7d4628bb0950a8bf1e
MD5 e4c746cf6e95e65628cd42d2afed2853
BLAKE2b-256 d82aacd081ffa5d34c7c3dc84cd80af6668c1550b44e2214f1f2fb0067f19e57

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp36-cp36m-win_amd64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 1d15af80085230e654ff1b472629664e121b642d599a95fc20cf44674f686ff1
MD5 dcbd6b6984d2729d1b863d7e0a6140df
BLAKE2b-256 38fffc633a1af802a4e79c9f9343e5dd2594973db69bbb55a0555ec0becda396

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp36-cp36m-win32.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp36-cp36m-win32.whl
Algorithm Hash digest
SHA256 e5fb2cd7277de3f4d2307af87ae5837670b2f813145dc27a3f2d4e97420251a8
MD5 417dc8af5d865707792e6c58e6d7dd78
BLAKE2b-256 27655f7d2d3741298679e1401cd3bc040bd2189ebb03b64cd60d2867a29a0f3c

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 0f9be25db96e41061ed1c519de88eef6d24998d7001353b0315fe57d0e6c1046
MD5 f6edb3bf0d615605b4b7008b6c4e1fc9
BLAKE2b-256 abccff547af0f8663ef4392a589fa9d569895d507e8e2b37921d16c92d4f5a2f

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 9104e8f3afa032b66c61011551a431b679e97f3d4865cd2b977bd55b5c1997fa
MD5 03d02a1e414f7adeb8b29b7d5e9ac86a
BLAKE2b-256 b229cdd2cefb71da6e70efb9a47b7b52e4c1715315c29f44472b3b929eed74d0

See more details on using hashes here.

Provenance

File details

Details for the file stim-1.14.dev1711415157-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for stim-1.14.dev1711415157-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 496cdfefdfcbc126188d15683968da27a2de121b2dab45e80dc14f02e6da244c
MD5 887e7172ac1427c2b7fd04944fa733d5
BLAKE2b-256 a32fa689ea0b027911b33b55e2a2c634d413cf0ec5f87e509c30a5a77fc718a8

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