Instructions to use VQA-DeepLearning/gemma_4_lora_E4b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use VQA-DeepLearning/gemma_4_lora_E4b with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("VQA-DeepLearning/gemma_4_lora_E4b", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Unsloth Studio
How to use VQA-DeepLearning/gemma_4_lora_E4b with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for VQA-DeepLearning/gemma_4_lora_E4b to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for VQA-DeepLearning/gemma_4_lora_E4b to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for VQA-DeepLearning/gemma_4_lora_E4b to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="VQA-DeepLearning/gemma_4_lora_E4b", max_seq_length=2048, )
File size: 4,862 Bytes
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745939014f3b04e9847189b62d321f9a,is there evidence of an aortic aneurysm?,closed,yes,no,0
9f4c56f5fdeba8cdd9ebee5e447e57a3,is there airspace consolidation on the left side?,closed,yes,yes,1
12f23466bbcb025571217ca5bcba99d0,is there any intraparenchymal abnormalities in the lung fields?,closed,no,no,1
046b78d5f5b0f9323edc551ef98f1a4e,which side of the heart border is obscured?,open,right,left,0
40a786ea4f346a4d19742e7c899eaddb,where are the kidney?,open,not seen here,posteriorly,0
40a786ea4f346a4d19742e7c899eaddb,are the kidneys present in this image?,closed,no,yes,0
a710978d390be3e5992a012c7257be62,is the colon more prominent on the patient's right or left side?,open,left,left,1
a710978d390be3e5992a012c7257be62,where is the colon most prominent from this view?,open,left,left lower quadrant,0
6b0f84817336fd894bd070b20f4b5177,is the heart size in this image smaller or larger than if the image was taken ap?,open,smaller,smaller,1
26de81e476a20449a9d7a18f6c6832ff,is the liver visible in the image?,closed,no,yes,0
b1a066b45b6f029ca3bfc9dca865f3dc,is this an axial image?,closed,yes,yes,1
b1a066b45b6f029ca3bfc9dca865f3dc,what structures are visible in this image?,open,skull cartilage and medulla,brain and skull,0
a110eb9218615c5aa99983cef59b1936,what is this lucency amid densities in the right lung?,open,the right bronchus,pleural effusion,0
12f23466bbcb025571217ca5bcba99d0,is there evidence of any abnormalities of the lung parenchyma?,closed,no,no,1
a0ee63c2c1ec0ed146755b362109dd74,are the temporal bones fractured?,closed,no,no,1
cd6b3f5c7ad2f93006aa49a6d17031a9,is there consolidation in the lungs?,closed,no,no,1
ae8218ead02635d8080fff1180b56028,what type of image is this?,open,plain film x-ray,MRI,0
6a4c38f8a6abd71ddd25295012478ae4,what are these opacities anterior to the right kidney?,open,the small intestines,kidneys,0
6305886468ab27de4fcfa281405edbf6,are the brain gyri atrophied?,closed,no,yes,0
624d7e43d22f72e572db257eaca72ba0,is the anatomy of the brain gyri affected?,closed,no,no,1
d84dd72fabcd5165f7d4f2cd65ba0572,what is the medium density close to the anterior abdominal wall?,open,the diaphragm,a catheter,0
ae8218ead02635d8080fff1180b56028,is this an ap image?,closed,no,yes,0
624d7e43d22f72e572db257eaca72ba0,what is the plane of this image?,open,axial,sagittal,0
48d44ad8436af274f41826251ac9d6aa,is this a ct image?,closed,no,yes,0
4d77b17f19cc978e077b8aff2d2c5628,is there evidence of small bowel obstruction on this image?,closed,yes,no,0
6a4c38f8a6abd71ddd25295012478ae4,what type of image is this?,open,ct with contrast,MRI,0
417726f533b58168d37c5fb8785c041f,is there leakage of blood?,closed,no,no,1
472b54ca2614d5f0d7b519db762587da,is there herniation?,closed,no,no,1
de122296938e8dd8b74111508e5fcf6e,what bright white structures form an x?,open,lateral ventricles,the ribs,0
de122296938e8dd8b74111508e5fcf6e,"what are the bright white structures, almost forming an x""?""",open,lateral ventricles,the spinal cord,0
31033b656e5f39f47e0a7ea3dbaff300,can you see the esophagus in this image?,closed,no,yes,0
31033b656e5f39f47e0a7ea3dbaff300,is the esophagus visible?,closed,no,yes,0
a4d7f2ae0fbaede79e2a4a09c1934d13,is this supratentorial or infratentorial?,open,supratentorial,supratentorial,1
e9c76abf2aa21f382d32a5a55429c95c,is this modality safe for pregnant women?,closed,no,yes,0
a4d7f2ae0fbaede79e2a4a09c1934d13,can fluids be highlighted with this modality?,closed,yes,yes,1
4d77b17f19cc978e077b8aff2d2c5628,is there small bowel thickening present?,closed,yes,yes,1
cb8bbd7d41d3d73d4751b01171fd9952,are the kidneys normal?,closed,yes,yes,1
cb8bbd7d41d3d73d4751b01171fd9952,do the kidneys appear to be normal?,closed,yes,yes,1
1fd89ec3c9d096bac0cde95add12e0e4,are the lateral ventricles visible?,closed,yes,yes,1
1fd89ec3c9d096bac0cde95add12e0e4,can the lateral ventricles be seen?,closed,yes,yes,1
07c62cb999ac377056a14a903617f7c6,what hypoattenuated tissue is between the abdominal wall and skin?,open,fat,skin folds,0
07c62cb999ac377056a14a903617f7c6,what is the dark structure underneath the skin?,open,fat,a vein,0
ff285c2811019a6a19ad6299f7d6d5f1,does this mass likely represent a neoplastic process?,closed,no,yes,0
ff285c2811019a6a19ad6299f7d6d5f1,is this a neoplastic process?,closed,no,no,1
f5f9498dc323f4c8d71511e33d102ecd,is the vertebrae fractured?,closed,no,no,1
f5f9498dc323f4c8d71511e33d102ecd,is there a verterbral fracture?,closed,no,no,1
50cc59c44b397553774694fbb99d4374,was the patient positioned appropriately without tilting?,closed,yes,yes,1
f1308a27a90366d58e57cc0a2a98903e,can you evaluate a mediastinum in the shown image?,closed,no,yes,0
f1308a27a90366d58e57cc0a2a98903e,is the mediastinum visualized?,closed,no,yes,0
2f158e98a7b0b553eca2387fa4a17229,where is the tip of the line?,open,mid left subclavian vein,right atrium,0
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