Text Classification
Transformers
Safetensors
GLiNER2
English
Text classification
Intent classification
Sentiment Analysis
Topic classification
Named Entity Recognition
decision-model
Instructions to use fastino/GLiNER2.5-Decide with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use fastino/GLiNER2.5-Decide with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="fastino/GLiNER2.5-Decide")# pip install -U transformers accelerate # Load model directly from transformers import Gliner2ForSchemaExtraction model = Gliner2ForSchemaExtraction.from_pretrained("fastino/GLiNER2.5-Decide", device_map="auto") - GLiNER2
How to use fastino/GLiNER2.5-Decide with GLiNER2:
from gliner2 import AutoExtractor extractor = AutoExtractor.from_pretrained("fastino/GLiNER2.5-Decide") # Extract entities text = "Apple CEO Tim Cook announced iPhone 15 in Cupertino yesterday." result = extractor.extract_entities(text, ["company", "person", "product", "location"]) print(result) - Inference
- Notebooks
- Google Colab
- Kaggle
Commit History
17 days ago
-
Install with the local extra; tag as text-classification (#8)
- Install with the local extra; tag as text-classification (b89c9c31cfe10de6d5b5775df8f75e28a2eeab38) - Rebase onto main; keep only pipeline_tag: text-classification (affb6ae800f6e0c65ae93604a3b82757f863a13c) - Merge main into PR; keep only pipeline_tag: text-classification (a9c7c187cfaecccaa82836871a00756ac30dc1d7) Co-authored-by: Bhushan Sanjay Kinge <bkinge@users.noreply.huggingface.co>9d1bfb8 -
Install with the local extra: pip install "gliner2[local]" (#13)
- Install with the local extra: pip install "gliner2[local]" (91cccf845b6f86931815e83a48cc3407e770c48a)b0c78b4 -
Add a Fine-tuning section with training-row formats (#12)
- Add a Fine-tuning section with training-row formats (7d046fdb8b5dafdf1dd0a86c3e0c19e9dd528184) Co-authored-by: Kelton Zhang <kzfastino@users.noreply.huggingface.co>f87a56c -
Load this checkpoint as a Transformers schema-extraction model. (#11)
- Load this checkpoint as a Transformers schema-extraction model. (c5ac444f78bbc1bd0ad0e8f0cc0236898e099370) Co-authored-by: Matthew Thomas <MattThomas-fastino@users.noreply.huggingface.co>2125c8a -
Add decision-model tag (#10)
- Add decision-model tag (24793867a04d1f7d347b0ae525deffc1d0d75e72) Co-authored-by: Victor Mustar <victor@users.noreply.huggingface.co>a6ef71c
27 days ago
-
Point the fine-tune button to agent.fastino.ai
Verified signature5a7adf7 -
Point the fine-tune banner to agent.fastino.ai
Verified signatureec2a5d1
-
Normalize model card and move benchmark near top
Verified signature7ee5da4 -
Update the Fastino GLiNER skill
Verified signatureaf5e41e -
Update GLiNER2 deployment badge link (#6)
- Update GLiNER2 deployment badge link (68ac0a1dc6241dde93ef7f5b8a8a1d86aa226f3b) Co-authored-by: Jaanavi Thanamala <jaanavi@users.noreply.huggingface.co>bbe10ff -
Update GLiNER2.5 fine-tuning badge link (#5)
- Update GLiNER2.5 fine-tuning badge link (02c48f40afcd0bb36b4225639419281aa6c7e252) Co-authored-by: Jaanavi Thanamala <jaanavi@users.noreply.huggingface.co>01eaa61 -
Update Fastino API link (#4)
- Update Fastino API link (7bbaf7f8933373a3cfa9b2279a35c161e73bdfe7) Co-authored-by: Jaanavi Thanamala <jaanavi@users.noreply.huggingface.co>55dba8d -
Update the Fastino GLiNER skill
Verified signature65624f1 -
Mention hosted fine-tuning via the Fastino API (#3)
- Mention hosted fine-tuning via the Fastino API (150a7205c4394e617352b70240b2b07ed8a8fe28) Co-authored-by: javier fernandez rico <javi-fastino@users.noreply.huggingface.co>0872ab1 -
Update the Fastino GLiNER skill
Verified signature4069ac8 -
Add the Fastino GLiNER skill
Verified signature79c3fb9 -
Point the benchmark at fastino/fast-decisions
Verified signature8d7170d -
Add question, book, label, and ordinal examples
Verified signatureb49028a -
Explain each classification use case on the model card
Verified signature1e2df4e -
Rewrite the model card for release
Verified signatureee4abe5 -
Add classification task examples to the model card
Verified signaturef05b122 -
Update to step 126500 with benchmark table
Verified signatureda05b29 -
upload banner (#1)
- upload banner (3587a54425f024a4345f09ad0ae69ebb34b1d7f6) Co-authored-by: Thao Nguyen <thaooonguyennn@users.noreply.huggingface.co>bb8e3f9 -
update banner (#2)
- update banner (bc8e2794021a8c042a9479d2dde047cbb4a91493) Co-authored-by: Thao Nguyen <thaooonguyennn@users.noreply.huggingface.co>3846d9d
-
Upload large classification finetune at step 95500
Verified signature91c8b6b -
initial commit
Verified signaturee4ab809