XinyuYe-Intel

Add quantized yolov4 model

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# YOLOv4 ## Description [YOLOv4](https://github.com/hunglc007/tensorflow-yolov4-tflite) optimizes the speed and accuracy of object detection. It is two times faster than EfficientDet. It improves YOLOv3's AP and FPS by 10% and 12%,...

# Tiny YOLOv3 ## Description This model is a neural network for real-time object detection that detects 80 different classes. It is very fast and accurate. It is a smaller...

Signed-off-by: Xinyu Ye ## Type of Change API helper ## Description detail description JIRA ticket: xxx ## Expected Behavior & Potential Risk the expected behavior that triggered by this PR...

Does BFloat16 model training supported on ARC?

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### Describe the issue Hi, I tried to finetune Llama2 on ARC with BFloat16 data type and AdamW optimizer using transformers.Trainer, but I met `RuntimeError: parameter in optimizer(Adamw) is not...

Optimized inference of Starcoder2 model

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# What does this PR do? ## Works 1. Optimized Starcoder2 model inference. 2. Validated `bigcode/starcoder2-3b` inference on single card. ## Validation results static shape generation ``` python run_generation.py --model_name_or_path...

Added SDXL smooth quant example

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## Type of Change example API not changed ## Description Added SDXL smooth quant example. ## Expected Behavior & Potential Risk the expected behavior that triggered by this PR ##...

Optimized inference of XGLM model on HPU

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# What does this PR do? Optimized inference of XGLM model on HPU. ## Before submitting - [x] Did you make sure to update the documentation with your changes? -...

Optimized inference of Cohere model on HPU

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# What does this PR do? Optimized inference of Cohere model on HPU. ## Before submitting - [x] Did you make sure to update the documentation with your changes? -...

Optimized inference of GPT-NEO model on HPU

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# What does this PR do? Optimized inference of GPT-NEO model on HPU. ## Before submitting - [x] Did you make sure to update the documentation with your changes? -...

## Description Add example for text2image. ## Issues `n/a`. ## Type of change List the type of change like below. Please delete options that are not relevant. - [x] New...