is-it-slop-preprocessing
Fast TF-IDF text vectorization for training AI text detection models.
Implementation in Rust with Python bindings.
Note for inference users: If you only want to use the AI text detection model for predictions, install
is-it-slopinstead. This preprocessing library is primarily for the training step or accessing the preprocessing pipeline directly.
The Python bindings allow us to use the same Rust-based text preprocessing at training and inference time, ensuring consistency between model training and deployment.
Features
- Token n-grams: Uses tiktoken BPE token sequences (not characters/words)
- sklearn-compatible API: Drop-in replacement for training pipelines
- Parallel processing: Automatic multi-threading via Rust/rayon
- Multiple serialization formats: rkyv (default), bincode, and JSON support
Installation
pip install is-it-slop-preprocessing
Quick Start
from is_it_slop_preprocessing import TfidfVectorizer, VectorizerParams
# Configure vectorizer (n-gram range is fixed at 2-4 tokens)
params = VectorizerParams(
min_df=10, # Ignore terms in < 10 docs
max_df=0.8, # Ignore terms in > 80% of docs
sublinear_tf=True # Apply log scaling to term frequencies
)
# Fit and transform training data
vectorizer, X_train = TfidfVectorizer.fit_transform(train_texts, params)
# Transform test data
X_test = vectorizer.transform(test_texts)
# Save vectorizer for inference
vectorizer.save("tfidf_vectorizer.rkyv")
Platform Support
Pre-built wheels available for:
- Linux: x86_64, aarch64 (manylinux_2_28)
- macOS: Apple Silicon (ARM64)
- Windows: x86_64
License
MIT
1 maintainer
Metadata
1 maintainer
Release files for is-it-slop-preprocessing 0.6.3
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Built distributions (wheels)
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Release files / is_it_slop_preprocessing-0.6.3.tar.gz
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ac0bd52c848515bc599d10398e256908169bfb7ef912728d2e00dbde77c8c9f6
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Yes |
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uv/0.11.18 {"installer":{"name":"uv","version":"0.11.18","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / is_it_slop_preprocessing-0.6.3-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | is_it_slop_preprocessing-0.6.3-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 18.4 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
69ab6346f97db8ca80b97fb5e6d68889aa94d59242cd404ea66e65cd85d4f482
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BLAKE2b-256 checksum How to use checksums |
5a6ea509de62ec2598d389e677952558625b9598726af32f25fc4066090de24e
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.11.18 {"installer":{"name":"uv","version":"0.11.18","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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