README.md

metadata

license: mit
language:
  - en

dolly-v2-3b-fp16-ov

• Model creator: Databricks
• Original model: dolly-v2-3b

Description

This is dolly-v2-3b model converted to the OpenVINO™ IR (Intermediate Representation) format.

Compatibility

The provided OpenVINO™ IR model is compatible with:

• OpenVINO version 2024.1.0 and higher
• Optimum Intel 1.16.0 and higher

Running Model Inference

1. Install packages required for using Optimum Intel integration with the OpenVINO backend:

   pip install optimum[openvino]
   

2. Run model inference:

   from transformers import AutoTokenizer
   from optimum.intel.openvino import OVModelForCausalLM
   
   model_id = "OpenVINO/dolly-v2-3b-fp16-ov"
   tokenizer = AutoTokenizer.from_pretrained(model_id)
   model = OVModelForCausalLM.from_pretrained(model_id)
   
   inputs = tokenizer("What is OpenVINO?", return_tensors="pt")
   
   outputs = model.generate(**inputs, max_length=200)
   text = tokenizer.batch_decode(outputs)[0]
   print(text)
   

For more examples and possible optimizations, refer to the OpenVINO Large Language Model Inference Guide.

Limitations

Check the original model card for limitations.

Legal information

The original model is distributed under mit license. More details can be found in original model card.