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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())

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)

Table of built distributions (wheels) for fasttext-parallel 0.1.4
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fasttext_parallel-0.1.4-cp311-none-win_amd64.whl CPython 3.11 none Windows x86-64 Details
fasttext_parallel-0.1.4-cp311-none-win32.whl CPython 3.11 none Windows x86-32 Details
fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64 Details
fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64 Details
fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
fasttext_parallel-0.1.4-cp311-cp311-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64, macOS 10.9+ x86-64, macOS 10.9+ universal2 (ARM64, x86-64) Details
fasttext_parallel-0.1.4-cp310-none-win_amd64.whl CPython 3.10 none Windows x86-64 Details
fasttext_parallel-0.1.4-cp310-none-win32.whl CPython 3.10 none Windows x86-32 Details
fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64 Details
fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_28_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64 Details
fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
fasttext_parallel-0.1.4-cp310-cp310-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl CPython 3.10 CPython 3.10 macOS 10.9+ x86-64, macOS 10.9+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64 Details
fasttext_parallel-0.1.4-cp39-none-win_amd64.whl CPython 3.9 none Windows x86-64 Details
fasttext_parallel-0.1.4-cp39-none-win32.whl CPython 3.9 none Windows x86-32 Details
fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_28_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.28+ x86-64 Details
fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_28_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.28+ ARM64 Details
fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
fasttext_parallel-0.1.4-cp39-cp39-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl CPython 3.9 CPython 3.9 macOS 10.9+ x86-64, macOS 10.9+ universal2 (ARM64, x86-64), macOS 11.0+ ARM64 Details
fasttext_parallel-0.1.4-cp38-none-win_amd64.whl CPython 3.8 none Windows x86-64 Details
fasttext_parallel-0.1.4-cp38-none-win32.whl CPython 3.8 none Windows x86-32 Details
fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_28_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.28+ x86-64 Details
fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_28_aarch64.whl CPython 3.8 CPython 3.8 Linux glibc 2.28+ ARM64 Details
fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
fasttext_parallel-0.1.4-cp38-cp38-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl CPython 3.8 CPython 3.8 macOS 11.0+ ARM64, macOS 10.9+ x86-64, macOS 10.9+ universal2 (ARM64, x86-64) Details
fasttext_parallel-0.1.4-cp37-none-win_amd64.whl CPython 3.7 none Windows x86-64 Details
fasttext_parallel-0.1.4-cp37-none-win32.whl CPython 3.7 none Windows x86-32 Details
fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_28_x86_64.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.28+ x86-64 Details
fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_28_aarch64.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.28+ ARM64 Details
fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 Details
fasttext_parallel-0.1.4-cp37-cp37m-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl CPython 3.7 CPython 3.7 pymalloc macOS 11.0+ ARM64, macOS 10.9+ x86-64, macOS 10.9+ universal2 (ARM64, x86-64) Details

Total release size: 28.6 MB

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