Instructions to use xberg-io/gliner-models with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- GLiNER
How to use xberg-io/gliner-models with GLiNER:
from gliner import GLiNER model = GLiNER.from_pretrained("xberg-io/gliner-models") - Notebooks
- Google Colab
- Kaggle
xberg-io/gliner-models
xberg-managed span-mode ONNX exports of the GLiNER v2.5 models, packaged for the Xberg document-intelligence engine. Weights are unmodified from upstream โ only the serialization format is converted from PyTorch to ONNX.
Contents
models/gliner_small-v2.5/span/fp32/{model.onnx,tokenizer.json}
models/gliner_medium-v2.5/span/fp32/{model.onnx,tokenizer.json}
models/gliner_large-v2.5/span/fp32/{model.onnx,tokenizer.json}
checksums.sha256
Each model.onnx is a full-precision (fp32) span-mode (markerV0) export at ONNX opset 19, exposing
the GLiNER span tensor interface โ inputs input_ids, attention_mask, words_mask, text_lengths,
span_idx, span_mask; output logits. checksums.sha256 pins the SHA-256 of every artifact
(standard sha256sum format) so consumers can verify downloads.
Source models & attribution
These exports are produced from the gliner-community
v2.5 models, which are licensed Apache-2.0:
| Export | Upstream source |
|---|---|
gliner_small-v2.5 |
gliner-community/gliner_small-v2.5 |
gliner_medium-v2.5 |
gliner-community/gliner_medium-v2.5 |
gliner_large-v2.5 |
gliner-community/gliner_large-v2.5 |
GLiNER: Zaratiana et al., GLiNER: Generalist Model for Named Entity Recognition using Bidirectional
Transformer (2023). The gliner-community v2.5 models are the Apache-2.0-licensed line of GLiNER;
see the upstream repositories for full model cards and citation details.
Producing the exports
Exported with the gliner library's export_to_onnx (fp32, no
quantization). The export and validation tooling lives in
xberg-io/paddle-to-onnx (tools/export_gliner_models.py).
License
Apache-2.0, inherited from the upstream gliner-community models. See
LICENSE.
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Model tree for xberg-io/gliner-models
Base model
gliner-community/gliner_large-v2.5