| ---
|
| license: mit
|
| language:
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| - en
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| base_model:
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| - google/gemma-3-4b-it
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| pipeline_tag: text-generation
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| tags:
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| - Vision language model (VLM)
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| - Slovenian
|
| ---
|
| # SVILA - Slovenian Vision Language Assistant - is a Vision Language Model for Slovenian.#
|
|
|
| ## The model is based on google/gemma-3-4b-it and was fine-tuned on curated instruction-tuning text-image Slovenian dataset using a custom SFT trainer.
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| ## Dataset is available here: https://clarin.si/repository/xmlui/handle/11356/2050
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|
|
|
|
| ## How to use it: ##
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|
|
| ```python
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| from transformers import AutoProcessor, Gemma3ForConditionalGeneration
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| import torch
|
|
|
|
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| model_id = "GaMS-Beta/SVILA-1-4B"
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| model = Gemma3ForConditionalGeneration.from_pretrained(
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| model_id, device_map="auto"
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| ).eval()
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|
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| processor = AutoProcessor.from_pretrained(model_id)
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|
|
|
|
| messages = [
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| {
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| "role": "system",
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| "content": [{"type": "text", "text": ""}]
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| },
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| {
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| "role": "user",
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| "content": [
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| {"type": "image", "image": "https://www.dangerous-business.com/wp-content/uploads/2024/02/DSC02109.jpg"},
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| {"type": "text", "text": "Kaj je na sliki?"}
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| ]
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| }
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| ]
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|
|
| print(processor.apply_chat_template(messages, tokenize=False))
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|
|
| inputs = processor.apply_chat_template(
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| messages, add_generation_prompt=True, tokenize=True,
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| return_dict=True, return_tensors="pt"
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| ).to(model.device, dtype=torch.bfloat16)
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|
|
|
|
| input_len = inputs["input_ids"].shape[-1]
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|
|
| with torch.inference_mode():
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| generation = model.generate(**inputs, max_new_tokens=500)
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| generation = generation[0][input_len:]
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|
|
| decoded = processor.decode(generation, skip_special_tokens=True)
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| print(decoded)
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| ```
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|
|
