paperus-ml
Machine learning service of paperus: text embeddings for search by meaning, reranking of search hits, and OCR of scanned pages, with ONNX Runtime on the CPU or an NVIDIA GPU. Models are downloaded from Hugging Face on first use and unloaded when idle.
pip install paperus-ml
PAPERUS_ML_TOKEN=… paperus-ml --host 0.0.0.0 # port 3003
Settings are environment variables:
| Variable | Default | Meaning |
|---|---|---|
PAPERUS_ML_TOKEN |
none | Shared secret; requests need Authorization: Bearer <token> |
PAPERUS_ML_CACHE_PATH |
~/.cache/paperus-ml |
Downloaded models |
PAPERUS_ML_PRELOAD |
[] |
Models to load at start and keep, e.g. ["arctic-embed-m-v2"] (paperus then sends the one in use) |
PAPERUS_ML_MODEL_TTL |
300 |
Unload other models after this many idle seconds (0: never) |
PAPERUS_ML_INTRA_OP_THREADS |
0 |
CPU cores per model at start (0: all it sees); paperus' administration sets it afterwards |
PAPERUS_ML_MAX_BATCH_TEXTS / _TOKENS |
32 / 16384 |
Batch size (memory grows with both) |
paperus sends its settings with PUT /config (cores, models to keep
loaded). One batch runs at a time per model, using all its cores; simultaneous
requests take turns batch by batch.
Most installations use the paperus-ml container image instead. Status:
early version (0.0.x); expect breaking changes.
1 maintainer
Metadata
1 maintainer
Release files for paperus-ml 0.0.12
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| paperus_ml-0.0.12.tar.gz | 22.9 kB | With provenance | Details for paperus_ml-0.0.12.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| paperus_ml-0.0.12-py3-none-any.whl | Python 3 | none | any | Details for paperus_ml-0.0.12-py3-none-any.whl |
Total release size: 50.3 kB
Release files / paperus_ml-0.0.12.tar.gz
| Download URL | paperus_ml-0.0.12.tar.gz |
|---|---|
| Size | 22.9 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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twine/7.0.0 CPython/3.13.16
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Transparency logRelease files / paperus_ml-0.0.12-py3-none-any.whl
| Download URL | paperus_ml-0.0.12-py3-none-any.whl |
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| Size | 27.4 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
545178543e3a1cbfd2269d59baef12bbdeb0a780682f8a07331b3d0ed99261b8
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
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Signed by GitHub Actions, verified by PyPI on Nov 7, 2026.
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