Frequenz Resampling
Introduction
frequenz-resampling provides fast, typed resampling for timestamped numeric
data in Python.
The library is backed by the Rust resampler
frequenz-floss/frequenz-resampling-rs
and exposed through a small Python API. It supports incremental stream
resampling through a Resampler object as well as one-shot resampling with the
resample() convenience function.
Main capabilities:
- fixed-interval resampling with timezone-aware
datetimetimestamps - configurable interval semantics via
ClosedandLabel - multiple aggregation functions via
ResamplingFunction:AVERAGE,SUM,MAX,MIN,FIRST,LAST,COUNT,COALESCE - typed Python API (
py.typed) and generated API docs
Supported Platforms
The following platforms are officially supported (tested):
- Python: 3.11, 3.12, 3.13, 3.14
- Operating System: Ubuntu Linux 24.04, Windows, macOS
- Architectures: amd64, arm64
Quick Start
Install
python -m pip install frequenz-resampling
Stream resampling with Resampler
import datetime as dt
from frequenz.resampling import Closed, Label, Resampler, ResamplingFunction
start = dt.datetime(1970, 1, 1, tzinfo=dt.timezone.utc)
step = dt.timedelta(seconds=1)
resampler = Resampler(
dt.timedelta(seconds=5),
ResamplingFunction.AVERAGE,
max_age_in_intervals=1,
start=start,
closed=Closed.LEFT,
label=Label.RIGHT,
)
for i in range(10):
resampler.push_sample(timestamp=start + i * step, value=float(i + 1))
result = resampler.resample(start + 10 * step)
print(result)
# [(1970-01-01 00:00:05+00:00, 3.0), (1970-01-01 00:00:10+00:00, 8.0)]
One-shot resampling with resample()
import datetime as dt
from frequenz.resampling import Closed, Label, ResamplingFunction, resample
start = dt.datetime(1970, 1, 1, tzinfo=dt.timezone.utc)
step = dt.timedelta(seconds=1)
data = [(start + i * step, float(i + 1)) for i in range(10)]
result = resample(
data,
dt.timedelta(seconds=5),
ResamplingFunction.SUM,
closed=Closed.LEFT,
label=Label.RIGHT,
)
print(result)
Documentation
- User and API documentation: https://frequenz-floss.github.io/frequenz-resampling-python/
- Changelog / releases: https://github.com/frequenz-floss/frequenz-resampling-python/releases
Contributing
Contributions are welcome. For development setup, testing, docs, and release workflow, see the Contributing Guide.
License
This project is licensed under the MIT License.
3 maintainers
Metadata
3 maintainers
Release files for frequenz-resampling 0.1.0
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twine/6.1.0 CPython/3.13.12
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Transparency logRelease files / frequenz_resampling-0.1.0-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | frequenz_resampling-0.1.0-cp311-cp311-macosx_10_12_x86_64.whl |
|---|---|
| Size | 281.9 kB |
| Tags | CPython 3.11 macOS 10.12+ x86-64 |
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7ea3ea3b02dc9165bc3c9f9ce06e6a2d8539e697d8bf842a13b1b64716868681
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twine/6.1.0 CPython/3.13.12
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