Multithreading For FastText

An easy to use tool for multithreading fasttext batch inference.

Features

Fast inference using multithreading utilizing all cpu cores.
Predicted labels are encoded as i16 numpy array for small memory footprint and easy serialization.

Performance

On macbook Air M2 chip, the performance is about 4 times faster, which is reasonable since it has 4 performance cores.

❯ python -m unittest discover test
fasttext-parallel 1.7130832079565153s
fasttext          6.7440170829650015s

Usage

pip install fasttext-parallel

import fasttext_parallel as ft
model = ft.load_model("./model/lid.176.bin")

# this uses multiple threads
labels, probabilities = model.batch(["你好", "how are you"])

# labels are in a format of numpy.ndarray (i16) format
# to get actual label, call get_label_by_id
assert model.get_label_by_id(labels[0][0]) == "__label__zh"
assert model.get_label_by_id(labels[1][0]) == "__label__en"

# to view all labels (a dict from label_id to label)
print(model.get_labels())

Metadata

Release files for fasttext-parallel 0.1.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Total release size: 28.6 MB

Release files / fasttext_parallel-0.1.4-cp311-none-win_amd64.whl

Download URL	fasttext_parallel-0.1.4-cp311-none-win_amd64.whl
Size	344.0 kB
Tags	CPython 3.11 Windows x86-64
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Release files / fasttext_parallel-0.1.4-cp311-none-win32.whl

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Uploaded via	`twine/4.0.2 CPython/3.9.16`

Release files / fasttext_parallel-0.1.4-cp37-cp37m-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl

Download URL	fasttext_parallel-0.1.4-cp37-cp37m-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
Size	842.9 kB
Tags	CPython 3.7 CPython 3.7 pymalloc macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`7db89e1682ca5f44a382c7094222764f32050d3adb269540592ee5fd141383b4`
BLAKE2b-256 checksum How to use checksums	`f2e57cc8b814eabb0f18920c25f37746c51b687b26f0eb9bffbfa8a33a052736`
Upload date	Jan 30, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.9.16`

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This release

File	Interpreter	ABI	Platform	Actions Reset
fasttext_parallel-0.1.4-cp311-none-win_amd64.whl 344.0 kB Jan 30, 2023 Without provenance	CPython 3.11	none	Windows x86-64	Details for fasttext_parallel-0.1.4-cp311-none-win_amd64.whl
fasttext_parallel-0.1.4-cp311-none-win32.whl 315.9 kB Jan 30, 2023 Without provenance	CPython 3.11	none	Windows x86-32	Details for fasttext_parallel-0.1.4-cp311-none-win32.whl
fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_28_x86_64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64	Details for fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_28_x86_64.whl
fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_28_aarch64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64	Details for fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_28_aarch64.whl
fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details for fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
fasttext_parallel-0.1.4-cp311-cp311-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl 842.7 kB Jan 30, 2023 Without provenance	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64, macOS 10.9+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64	Details for fasttext_parallel-0.1.4-cp311-cp311-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
fasttext_parallel-0.1.4-cp310-none-win_amd64.whl 343.9 kB Jan 30, 2023 Without provenance	CPython 3.10	none	Windows x86-64	Details for fasttext_parallel-0.1.4-cp310-none-win_amd64.whl
fasttext_parallel-0.1.4-cp310-none-win32.whl 315.9 kB Jan 30, 2023 Without provenance	CPython 3.10	none	Windows x86-32	Details for fasttext_parallel-0.1.4-cp310-none-win32.whl
fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_28_x86_64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64	Details for fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_28_x86_64.whl
fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_28_aarch64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.28+ ARM64	Details for fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_28_aarch64.whl
fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details for fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
fasttext_parallel-0.1.4-cp310-cp310-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl 842.7 kB Jan 30, 2023 Without provenance	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64, macOS 10.9+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64	Details for fasttext_parallel-0.1.4-cp310-cp310-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
fasttext_parallel-0.1.4-cp39-none-win_amd64.whl 344.2 kB Jan 30, 2023 Without provenance	CPython 3.9	none	Windows x86-64	Details for fasttext_parallel-0.1.4-cp39-none-win_amd64.whl
fasttext_parallel-0.1.4-cp39-none-win32.whl 316.2 kB Jan 30, 2023 Without provenance	CPython 3.9	none	Windows x86-32	Details for fasttext_parallel-0.1.4-cp39-none-win32.whl
fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_28_x86_64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.28+ x86-64	Details for fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_28_x86_64.whl
fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_28_aarch64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.28+ ARM64	Details for fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_28_aarch64.whl
fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details for fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
fasttext_parallel-0.1.4-cp39-cp39-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl 843.5 kB Jan 30, 2023 Without provenance	CPython 3.9	CPython 3.9	macOS 10.9+ universal2 (ARM64, x86-64), macOS 10.9+ x86-64, macOS 11.0+ ARM64	Details for fasttext_parallel-0.1.4-cp39-cp39-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
fasttext_parallel-0.1.4-cp38-none-win_amd64.whl 344.3 kB Jan 30, 2023 Without provenance	CPython 3.8	none	Windows x86-64	Details for fasttext_parallel-0.1.4-cp38-none-win_amd64.whl
fasttext_parallel-0.1.4-cp38-none-win32.whl 316.1 kB Jan 30, 2023 Without provenance	CPython 3.8	none	Windows x86-32	Details for fasttext_parallel-0.1.4-cp38-none-win32.whl
fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_28_x86_64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.28+ x86-64	Details for fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_28_x86_64.whl
fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_28_aarch64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.28+ ARM64	Details for fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_28_aarch64.whl
fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details for fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
fasttext_parallel-0.1.4-cp38-cp38-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl 842.9 kB Jan 30, 2023 Without provenance	CPython 3.8	CPython 3.8	macOS 10.9+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64, macOS 10.9+ x86-64	Details for fasttext_parallel-0.1.4-cp38-cp38-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
fasttext_parallel-0.1.4-cp37-none-win_amd64.whl 344.2 kB Jan 30, 2023 Without provenance	CPython 3.7	none	Windows x86-64	Details for fasttext_parallel-0.1.4-cp37-none-win_amd64.whl
fasttext_parallel-0.1.4-cp37-none-win32.whl 316.1 kB Jan 30, 2023 Without provenance	CPython 3.7	none	Windows x86-32	Details for fasttext_parallel-0.1.4-cp37-none-win32.whl
fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_28_x86_64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.28+ x86-64	Details for fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_28_x86_64.whl
fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_28_aarch64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.28+ ARM64	Details for fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_28_aarch64.whl
fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.4 MB Jan 30, 2023 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ x86-64	Details for fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
fasttext_parallel-0.1.4-cp37-cp37m-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl 842.9 kB Jan 30, 2023 Without provenance	CPython 3.7	CPython 3.7 pymalloc	macOS 10.9+ x86-64, macOS 10.9+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64	Details for fasttext_parallel-0.1.4-cp37-cp37m-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl

fasttext-parallel 0.1.4