thunder4D
Transverse-resolved Herriott-cell UPPE solver for Nonlinear Dynamics close to Experimental Reality, 4D: a 4D (x, y, z, t) UPPE solver for multipass cells, with a design helper that goes from a laser to a ready-to-run cell, and a graphical interface.
Documentation: https://victorkolt.github.io/thunder4D
Install
pip install thunder4d # or: uv add thunder4d
pip install "thunder4d[gpu]" # NVIDIA GPU (CuPy)
pip install "thunder4d[gui]" # graphical interface: thunder4d-gui
pip install "thunder4d[numba]" # faster CPU runs (Numba kernels)
pip install "thunder4d[fftw]" # FFTW transforms on the CPU (fft_backend="fftw")
Example
1 mJ, 200 fs at 1030 nm through 26 passes of a cell filled with 0.7 bar of argon, then the best uniform compression.
import thunder4d as th
from thunder4d import diagnostics as dg
cfg = th.default_input(
laser={"energy_J": 1e-3, "duration_fs": 200},
medium={"gas": "Ar", "pressure_bar": 0.7},
cell={"roc_m": 0.6, "separation_m": 1.183, "n_passes": 26},
grid={"lambda_min_nm": 900, "lambda_max_nm": 1180},
)
b = th.run_input(cfg) # coarse grid: a few seconds on a laptop
print(dg.compress(b.grid, b.sim.Aw)["fwhm_fs"]) # 23.6 fs
Validation
Against published experiments, on the benchmark grids. Values are simulation (paper).
| experiment | compressed | transmission | run time (CPU) |
|---|---|---|---|
| Grebing 2020, 1 mJ, 200 fs, Ar | 26.9 fs (31 fs) | 0.984 (0.96) | 1 min |
| Kaumanns 2018, 18 mJ, 1.3 ps, Ar | 46.9 fs (41 fs) | 0.955 (0.957) | 16 min |
| Rueda 2021, 0.29 mJ, 42 fs, Ar | 6.9 fs (8.1 fs) | 0.715 (0.737) | 6 min |
Details in the benchmark report.
License
MIT
Metadata
Release files for thunder4d 1.3.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| thunder4d-1.3.0.tar.gz | 119.6 kB | With provenance | Details for thunder4d-1.3.0.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| thunder4d-1.3.0-py3-none-any.whl | Python 3 | none | any | Details for thunder4d-1.3.0-py3-none-any.whl |
Total release size: 257.5 kB
Release files / thunder4d-1.3.0.tar.gz
| Download URL | thunder4d-1.3.0.tar.gz |
|---|---|
| Size | 119.6 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
430765b806c1aca6748336d5f363e75ed23af884bdfff1eeb49563c7f0a08b87
|
|
BLAKE2b-256 checksum How to use checksums |
6fec94e10931fd49a7ae528cbb89594395294e910e636e688ba737f8a9e34e2f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Nov 11, 2026.
Transparency logRelease files / thunder4d-1.3.0-py3-none-any.whl
| Download URL | thunder4d-1.3.0-py3-none-any.whl |
|---|---|
| Size | 137.9 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
31192065ea3d0237c018c713290ede92be3197215e969910dd87a00d63a1060c
|
|
BLAKE2b-256 checksum How to use checksums |
5e5cf898ea724d8a5906a627aa19730db3083b3e3fe653d252f45b5b6e1c3214
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Nov 11, 2026.
Transparency logSecurity for thunder4d 1.3.0
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
Both files in this release have been uploaded with provenance metadata.
Attestation for thunder4d-1.3.0.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Nov 11, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.