cast-value-rs
Python bindings for cast-value.rs, a Rust
implementation of the cast_value Zarr codec.
The cast_value codec converts array elements between numeric data types as part of the Zarr v3
codec pipeline. This package exposes that conversion to Python as a pair of numpy-aware functions.
The hot path applies per-element work -- scalar map lookups, rounding, and range checking -- to every value in the array. In pure Python/numpy this requires multiple passes over the data; the Rust implementation fuses all steps into a single pass over contiguous memory, avoiding intermediate allocations.
Installation
pip install cast-value-rs
Usage
import numpy as np
from cast_value_rs import cast_array
# Convert float64 to uint8 with clamping.
data = np.array([1.7, 2.3, 300.0, -5.0], dtype=np.float64)
result = cast_array(
data,
target_dtype="uint8",
rounding_mode="nearest-even",
out_of_range_mode="clamp",
)
print(result) # [2, 2, 255, 0]
target_dtype accepts a string name, a numpy dtype object, or a numpy scalar type:
cast_array(data, target_dtype="uint8", ...)
cast_array(data, target_dtype=np.dtype("uint8"), ...)
cast_array(data, target_dtype=np.uint8, ...)
A scalar map handles special values such as NaN before conversion:
from math import nan, inf
result = cast_array(
np.array([1.0, nan, inf], dtype=np.float64),
target_dtype="uint8",
rounding_mode="nearest-even",
out_of_range_mode="clamp",
scalar_map_entries={nan: 0, inf: 255},
)
print(result) # [1, 0, 255]
Use cast_array_into to write into a pre-allocated array instead of allocating a new one:
from cast_value_rs import cast_array_into
src = np.array([1.0, 2.0, 3.0], dtype=np.float64)
dst = np.zeros(3, dtype=np.uint8)
cast_array_into(
src, dst,
rounding_mode="nearest-even",
out_of_range_mode="clamp",
)
print(dst) # [1, 2, 3]
Supported types and modes
| Category | Values |
|---|---|
| Signed integers | int8, int16, int32, int64 |
| Unsigned integers | uint8, uint16, uint32, uint64 |
| Floats | float16, float32, float64 |
| Rounding modes | nearest-even, towards-zero, towards-positive, towards-negative, nearest-away |
| Out-of-range modes | clamp, wrap, or None to raise an error |
Documentation
Full documentation, including the Rust API, is at https://zarr-developers.github.io/cast-value.rs/.
License
Licensed under either of Apache License, Version 2.0 or MIT license at your option.
Release files for cast-value-rs 0.4.2
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|---|---|---|---|---|
| cast_value_rs-0.4.2.tar.gz | 86.9 kB | With provenance | Details |
Built distributions (wheels)
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Release files / cast_value_rs-0.4.2.tar.gz
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