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PipeOwl-1.8.1-jp-evalbpb
WangKaiLin/PipeOwl-1.8.1-jp-evalbpb
PipeOwl-1.8.1-jp-evalbpb is a machine learning model from WangKaiLin. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
A transformer-free semantic retrieval engine.
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90
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Repo size
13.4 MB
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0
Public
Repo makeup
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.safetensors13.4 MB · 97%
At a glance
- License
- mit
- Model type
- pipeowl
- Access
- Public
- Created
- Mar 24, 2026
- Updated
- Mar 25, 2026
- SHA
- ab99f3d9
Base models
Model card
From the Hugging Face model README
PipeOwl-1.8.1-jp-evalbpb (Geometric Embedding)
A transformer-free semantic retrieval engine.
PipeOwl performs deterministic vocabulary scoring over a static embedding field:
score = α⋅base + (1 - α⋅base)⋅Δfield
val bpb: 21.417518826563846
where:
- base = cosine similarity in embedding space
- Δfield = static scalar field bias
Features:
- O(n) over vocabulary.
- No attention.
- No transformer weights.
- CPU-friendly (<16MB model)
Architecture
- Static embedding table (V × D)
- Aligned vocabulary index
- Optional scalar bias field (Δfield)
- Linear scoring
- Pluggable decoder stage
- Targeted for CPU environments and low-latency systems (e.g. IME).
Model Specs
| item | value |
|---|---|
| vocab size | 26155 |
| embedding dim | 256 |
| storage format | safetensors (FP16) |
| model size | ~13.2 MB |
| languages | Japanese |
| startup time | <1s |
| query latency | ~1 ms (CPU, full vocabulary scan) |
Quickstart
git clone https://huggingface.co/WangKaiLin/PipeOwl-1.8.1-jp-evalbpb
cd PipeOwl-1.8.1-jp-evalbpb
pip install numpy safetensors
python quickstart.py
Example:
Example semantic retrieval results:
Please enter words： 東京
Top-K Tokens:
0.894 | は
0.739 | 東京
0.674 | 起
0.630 | リーズ
0.609 | ュニ
Please enter words： 大阪
Top-K Tokens:
0.898 | は
0.673 | 大阪
0.670 | 起
0.655 | 東京
0.623 | リーズ
Repository Structure
PipeOwl-1.8.1-jp-evalbpb/
├ README.md
├ config.json
├ DATA_SOURCES.md
├ eval_bpb.py
├ LICENSE
├ quickstart.py
├ engine.py
├ vocabulary.json
└ pipeowl_fp16.safetensors
LICENSE
MIT
- Type
- pipeowl
- License
- mit
- Languages
- ja
- Created
- Mar 24, 2026
- Updated
- Mar 25, 2026