SSMS: Sequential Sampling Model Simulators
ssm-simulators provides fast C/Cython simulators for sequential sampling
models used in cognitive science, neuroscience, and amortized Bayesian
inference. It is the simulator and training-data layer of the
HSSM ecosystem.
Install
pip install ssm-simulators
The documentation is the canonical source for optional backends, OpenMP/GSL prerequisites, tutorials, model coverage, configuration, and API contracts.
Start here
- Simulate and inspect your first SSM
- Simulate your first RLSSM
- Create a custom model
- Browse the API reference
- Report an issue
Contributing
Install the development environment, then run the package and documentation gates:
uv sync --extra dev
uv run pytest tests/
uv run pytest tests/test_notebooks.py --run-notebooks --no-cov -v
uv run ruff check .
uv run ruff format --check .
./scripts/docs.sh build
Preview documentation changes with ./scripts/docs.sh serve. See the
contribution guide
and new-model guide
for durable development guidance.
Citation
Please cite ssm-simulators with its
Zenodo DOI.
License
ssm-simulators is distributed under the MIT License.
1 maintainer
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
ssm_simulators-0.14.0.tar.gz
(2.8 MB
view details)
Built Distributions
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file ssm_simulators-0.14.0.tar.gz.
File metadata
- Download URL: ssm_simulators-0.14.0.tar.gz
- Upload date:
- Size: 2.8 MB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
521d260491ba894a57945518bf362919888ea482188b0082839ce0c0aa17a840
|
|
| MD5 |
51cab9468e0d9494bf4b9b5ac30b6453
|
|
| BLAKE2b-256 |
31f63c8968167338bab859191a75e52e521b6b1367c4df603b8f1dd13f2d46c5
|
File details
Details for the file ssm_simulators-0.14.0-cp314-cp314-win_amd64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp314-cp314-win_amd64.whl
- Upload date:
- Size: 4.2 MB
- Tags: CPython 3.14, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
dc5a08f695d2fccfabd2c470d367a60362bce62eb42e8a8f4c0dab1204d756f6
|
|
| MD5 |
59c690277c62a349e58ffefd661c1ab9
|
|
| BLAKE2b-256 |
47b0e4d7bc777f1964be9816c9ff27f1c0942489cb636b9648801c89c3970523
|
File details
Details for the file ssm_simulators-0.14.0-cp314-cp314-musllinux_1_2_x86_64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp314-cp314-musllinux_1_2_x86_64.whl
- Upload date:
- Size: 13.2 MB
- Tags: CPython 3.14, musllinux: musl 1.2+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
2345bf953ba377bcc1d283ff3481fb6b57178f12b64a8b0532b75d18d5170557
|
|
| MD5 |
8ddf6adb345132458c9dc1b343b0717a
|
|
| BLAKE2b-256 |
4ed21d409333fdec58830ca2559dc51601c2936dc9d76b2920a85863b1518c80
|
File details
Details for the file ssm_simulators-0.14.0-cp314-cp314-musllinux_1_2_aarch64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp314-cp314-musllinux_1_2_aarch64.whl
- Upload date:
- Size: 12.8 MB
- Tags: CPython 3.14, musllinux: musl 1.2+ ARM64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
2bd4734574f46e1e1ea54736c90464f4f6b4dd18a900b696c1d6679114cc0909
|
|
| MD5 |
66a1a901cac3dede2cddf65c5e01ad2e
|
|
| BLAKE2b-256 |
c3542ff10f17e249f36c4304b260916a7a38ce5c808a7381df6853561af91479
|
File details
Details for the file ssm_simulators-0.14.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
- Upload date:
- Size: 13.3 MB
- Tags: CPython 3.14, manylinux: glibc 2.17+ x86-64, manylinux: glibc 2.28+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
ef7857cdffd19428f2464d17c58bac769af22b0507e9f1d4c87f09f2b777f6b0
|
|
| MD5 |
273741c2bfb42bc73c06c8ef0b539c6f
|
|
| BLAKE2b-256 |
1de9956af12886fbfdd5e808b7cfd837eab5acad1073d700a852f21af44d56bb
|
File details
Details for the file ssm_simulators-0.14.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
- Upload date:
- Size: 12.9 MB
- Tags: CPython 3.14, manylinux: glibc 2.17+ ARM64, manylinux: glibc 2.28+ ARM64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
f1bb56839d104a2437f99a2d2969755d7f4f22c703fecaa4ce699508bd825143
|
|
| MD5 |
79dd5d3437694b095b91a523911cf697
|
|
| BLAKE2b-256 |
97032f1ca570ef435c073b13391e5f06a452a35db2aeb787cc239e0f6248043c
|
File details
Details for the file ssm_simulators-0.14.0-cp314-cp314-macosx_11_0_arm64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp314-cp314-macosx_11_0_arm64.whl
- Upload date:
- Size: 4.3 MB
- Tags: CPython 3.14, macOS 11.0+ ARM64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
87ae99a2e5ffbb2de35ef417e2db2e54b3473b0a94a578ee7509a5dac8c0b3aa
|
|
| MD5 |
3bf4bbed93f5ab44d2fd830db3a19c65
|
|
| BLAKE2b-256 |
fc366a001646a0c01c2b5b65877e543bd0887b7b4924585cc0a662093a498b7d
|
File details
Details for the file ssm_simulators-0.14.0-cp314-cp314-macosx_10_15_x86_64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp314-cp314-macosx_10_15_x86_64.whl
- Upload date:
- Size: 4.4 MB
- Tags: CPython 3.14, macOS 10.15+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
414ac518d5de8caccbf08ef9da3a887f8aff28966b8fbe6f5027f48412f1d999
|
|
| MD5 |
58c4fd192a9ba9c8604c1b01fe4834eb
|
|
| BLAKE2b-256 |
48a9352a7d0397fadd23afb034360ed21e01a475b72dd8289ddf66a719debc46
|
File details
Details for the file ssm_simulators-0.14.0-cp313-cp313-win_amd64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp313-cp313-win_amd64.whl
- Upload date:
- Size: 4.2 MB
- Tags: CPython 3.13, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
5dbbce08d370e7a33994a79272a0e710d6a2285d2f91795b6a8bd61f1e6b699d
|
|
| MD5 |
5b6379206addbb4402dcd37ca8b6b226
|
|
| BLAKE2b-256 |
3bad5c76295efddcab7f15ec6835f315e722b05e043741496fe25e8fd547e493
|
File details
Details for the file ssm_simulators-0.14.0-cp313-cp313-musllinux_1_2_x86_64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp313-cp313-musllinux_1_2_x86_64.whl
- Upload date:
- Size: 13.3 MB
- Tags: CPython 3.13, musllinux: musl 1.2+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
08f253101a22228a8257207abbdf740a45e94d24eb7e25216ced5af1c8f11806
|
|
| MD5 |
bcca5e65ba564fb2614bf90f4e5cad5c
|
|
| BLAKE2b-256 |
e90bdc3229d963b95f68e80841f946cd1480aceb640eff440cca76fa42183f40
|
File details
Details for the file ssm_simulators-0.14.0-cp313-cp313-musllinux_1_2_aarch64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp313-cp313-musllinux_1_2_aarch64.whl
- Upload date:
- Size: 12.8 MB
- Tags: CPython 3.13, musllinux: musl 1.2+ ARM64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
7bd06fbc9065575671408ca8405e87e2a8f2c8b917cdabacb153ea21457cefc6
|
|
| MD5 |
be95f89f91c36ad44764fd661757e056
|
|
| BLAKE2b-256 |
d9bf9dd4cb5e3688c0ec4182ebb3099443b87b1bbedced8d69966d350e9de96d
|
File details
Details for the file ssm_simulators-0.14.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
- Upload date:
- Size: 13.3 MB
- Tags: CPython 3.13, manylinux: glibc 2.17+ x86-64, manylinux: glibc 2.28+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
f247941c6067003a6602a2b591699fb4f9e69f4a9d15c6c68f2cc18646b60b7e
|
|
| MD5 |
cd05f93a02cbbe9e2781627fe482b6b9
|
|
| BLAKE2b-256 |
ad187a001e222006e7b2bc6e1f3e9a893f2f261c8662f05a7bece5b0ce9276b3
|
File details
Details for the file ssm_simulators-0.14.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
- Upload date:
- Size: 13.0 MB
- Tags: CPython 3.13, manylinux: glibc 2.17+ ARM64, manylinux: glibc 2.28+ ARM64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
c716ac84d8eb2851dcdaab09cd862a4a996bcd9834c034c0707e3d846e9340bf
|
|
| MD5 |
ba1e782c857502a38e639350016c64ce
|
|
| BLAKE2b-256 |
8f8827c6d42b79aca37559fce9624777b8cf71ac0f8ad28d49b7ac8686e993f3
|
File details
Details for the file ssm_simulators-0.14.0-cp313-cp313-macosx_11_0_arm64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp313-cp313-macosx_11_0_arm64.whl
- Upload date:
- Size: 4.3 MB
- Tags: CPython 3.13, macOS 11.0+ ARM64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
79517eec73abc579336d8a432a3c174a229040bdf4b85a1cca6546479f4a0bca
|
|
| MD5 |
d86dc3ada5c4c10a0a8a36e7531737ef
|
|
| BLAKE2b-256 |
70ebac210d5b672479ad4c4c17b5291e6c9e9792726bdafe7933f1a5d0bdc6f1
|
File details
Details for the file ssm_simulators-0.14.0-cp313-cp313-macosx_10_13_x86_64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp313-cp313-macosx_10_13_x86_64.whl
- Upload date:
- Size: 4.4 MB
- Tags: CPython 3.13, macOS 10.13+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
afa83e7ea04bdf1f0cc942ea6f5401e271c2351a1b3f2ea90f40692788aae982
|
|
| MD5 |
190b40a1e4e66aa35a4ab2b473aecdd4
|
|
| BLAKE2b-256 |
0a6e298afa18ae88d111c3672a10711f98e88761a87edc7dcfa711cab4a01ee4
|
File details
Details for the file ssm_simulators-0.14.0-cp312-cp312-win_amd64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp312-cp312-win_amd64.whl
- Upload date:
- Size: 4.2 MB
- Tags: CPython 3.12, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
c527b3981bea93e6429b1625a78477b583fa50ebd6868e2867dd60262fb0e69e
|
|
| MD5 |
95c51dd3723f9adaf4db0f1dc993b47f
|
|
| BLAKE2b-256 |
dd989442069cd5c2882355ac4e9e1633e087f9976887c628550498ad356d52f3
|
File details
Details for the file ssm_simulators-0.14.0-cp312-cp312-musllinux_1_2_x86_64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp312-cp312-musllinux_1_2_x86_64.whl
- Upload date:
- Size: 13.4 MB
- Tags: CPython 3.12, musllinux: musl 1.2+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
7e0540915f463ff4bccd797184791e8a1c537eb1b2cd65381a46425b5eb98cb4
|
|
| MD5 |
006b42a73144b4ec51fffe0e46dbffb5
|
|
| BLAKE2b-256 |
22f311ae7c2dde4d261ff899b534b0bf7cb54c4bde72bf8e136e710fe6e6f169
|
File details
Details for the file ssm_simulators-0.14.0-cp312-cp312-musllinux_1_2_aarch64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp312-cp312-musllinux_1_2_aarch64.whl
- Upload date:
- Size: 12.9 MB
- Tags: CPython 3.12, musllinux: musl 1.2+ ARM64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
a2bd7ffd318e8dc0df7c6453b5b37d80cd46b10015fc12338590cbb591d40c1d
|
|
| MD5 |
09573ac19566422a6828b8777dd2ad9f
|
|
| BLAKE2b-256 |
d4d5c502b0408eacae0bdc74dbe9ff66db89d5630d372471fef07b48373329ff
|
File details
Details for the file ssm_simulators-0.14.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
- Upload date:
- Size: 13.4 MB
- Tags: CPython 3.12, manylinux: glibc 2.17+ x86-64, manylinux: glibc 2.28+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
525dcfa480513ff6cb8a581d045d4885fbdff45867224eda78e276c12b1c203b
|
|
| MD5 |
65d49195edbf8457fb348155d6702df0
|
|
| BLAKE2b-256 |
d0495515ba46be53c96a9e68c21a7a3b9e38e52e7a758f50d4ffdaa212c99f9b
|
File details
Details for the file ssm_simulators-0.14.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
- Upload date:
- Size: 13.1 MB
- Tags: CPython 3.12, manylinux: glibc 2.17+ ARM64, manylinux: glibc 2.28+ ARM64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
6b625b149f444d148abd1bc5bc3b7ce2d44b33c31f0e61df8b01c63d06834ec1
|
|
| MD5 |
137543a38fba77acbed599e975d4e064
|
|
| BLAKE2b-256 |
56358ca6d89f0e44647ff9f612ae00c3f5f7d67c1dfb6602b156ce982e515eda
|
File details
Details for the file ssm_simulators-0.14.0-cp312-cp312-macosx_11_0_arm64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp312-cp312-macosx_11_0_arm64.whl
- Upload date:
- Size: 4.3 MB
- Tags: CPython 3.12, macOS 11.0+ ARM64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
854e915d9bc9879849cbb30c3389c851429392a6c3aba6a0853cbe5d409aa919
|
|
| MD5 |
321c14235a5e6fc0ed36ec8fe4d1faaa
|
|
| BLAKE2b-256 |
7d60a5e0c4d4da5097aa39879a750c6877e31d99e9f9deb38cfbbb2aeb0f3456
|
File details
Details for the file ssm_simulators-0.14.0-cp312-cp312-macosx_10_13_x86_64.whl.
File metadata
- Download URL: ssm_simulators-0.14.0-cp312-cp312-macosx_10_13_x86_64.whl
- Upload date:
- Size: 4.4 MB
- Tags: CPython 3.12, macOS 10.13+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.14
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
08efa7ffd1dee8b3ea7ec70f8109f8e26c9347a78142f0623501e040417aa77c
|
|
| MD5 |
01e5294503aa9c4f493f75dbfb9d9d6a
|
|
| BLAKE2b-256 |
dd5a31373e8671e3c45bd3b3b79922871d4246065a14c9195ba0fe449502c51b
|
