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)
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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twine/4.0.2 CPython/3.9.16
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Release files / fasttext_parallel-0.1.4-cp311-none-win32.whl
| Download URL | fasttext_parallel-0.1.4-cp311-none-win32.whl |
|---|---|
| Size | 315.9 kB |
| Tags | CPython 3.11 Windows x86-32 |
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Release files / fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_28_x86_64.whl
| Download URL | fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ x86-64 |
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Release files / fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_28_aarch64.whl
| Download URL | fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ ARM64 |
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Release files / fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | fasttext_parallel-0.1.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
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Release files / fasttext_parallel-0.1.4-cp311-cp311-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
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| Size | 842.7 kB |
| Tags | CPython 3.11 macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64 |
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Release files / fasttext_parallel-0.1.4-cp310-none-win_amd64.whl
| Download URL | fasttext_parallel-0.1.4-cp310-none-win_amd64.whl |
|---|---|
| Size | 343.9 kB |
| Tags | CPython 3.10 Windows x86-64 |
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Release files / fasttext_parallel-0.1.4-cp310-none-win32.whl
| Download URL | fasttext_parallel-0.1.4-cp310-none-win32.whl |
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| Size | 315.9 kB |
| Tags | CPython 3.10 Windows x86-32 |
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Release files / fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_28_x86_64.whl
| Download URL | fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_28_x86_64.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.10 Linux glibc 2.28+ x86-64 |
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Release files / fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_28_aarch64.whl
| Download URL | fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.10 Linux glibc 2.28+ ARM64 |
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Release files / fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | fasttext_parallel-0.1.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
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Release files / fasttext_parallel-0.1.4-cp310-cp310-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
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| Size | 842.7 kB |
| Tags | CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64 |
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Release files / fasttext_parallel-0.1.4-cp39-none-win_amd64.whl
| Download URL | fasttext_parallel-0.1.4-cp39-none-win_amd64.whl |
|---|---|
| Size | 344.2 kB |
| Tags | CPython 3.9 Windows x86-64 |
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Release files / fasttext_parallel-0.1.4-cp39-none-win32.whl
| Download URL | fasttext_parallel-0.1.4-cp39-none-win32.whl |
|---|---|
| Size | 316.2 kB |
| Tags | CPython 3.9 Windows x86-32 |
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Release files / fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_28_x86_64.whl
| Download URL | fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.9 Linux glibc 2.28+ x86-64 |
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Release files / fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_28_aarch64.whl
| Download URL | fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_28_aarch64.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.9 Linux glibc 2.28+ ARM64 |
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| Download URL | fasttext_parallel-0.1.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
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| Size | 843.5 kB |
| Tags | CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64 |
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Release files / fasttext_parallel-0.1.4-cp38-none-win_amd64.whl
| Download URL | fasttext_parallel-0.1.4-cp38-none-win_amd64.whl |
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| Size | 344.3 kB |
| Tags | CPython 3.8 Windows x86-64 |
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| Download URL | fasttext_parallel-0.1.4-cp38-none-win32.whl |
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| Size | 316.1 kB |
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| Download URL | fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_28_x86_64.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.8 Linux glibc 2.28+ x86-64 |
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| Download URL | fasttext_parallel-0.1.4-cp38-cp38-manylinux_2_28_aarch64.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.8 Linux glibc 2.28+ ARM64 |
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| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
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| Size | 842.9 kB |
| Tags | CPython 3.8 macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64 |
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| Download URL | fasttext_parallel-0.1.4-cp37-none-win_amd64.whl |
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| Size | 344.2 kB |
| Tags | CPython 3.7 Windows x86-64 |
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| Download URL | fasttext_parallel-0.1.4-cp37-none-win32.whl |
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| Size | 316.1 kB |
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No |
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twine/4.0.2 CPython/3.9.16
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Release files / fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_28_x86_64.whl
| Download URL | fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.28+ x86-64 |
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twine/4.0.2 CPython/3.9.16
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Release files / fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_28_aarch64.whl
| Download URL | fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.28+ ARM64 |
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SHA-256 checksum How to use checksums |
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Release files / fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | fasttext_parallel-0.1.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 |
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twine/4.0.2 CPython/3.9.16
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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 |
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No |
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twine/4.0.2 CPython/3.9.16
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