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Faster LLM Inference: Speeding up Falcon 7b (with QLoRA adapter) Prediction Time
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How can you speed up your LLM inference time?
In this video, we'll optimize the token generation time for our fine-tuned Falcon 7b model with QLoRA. We'll explore various model loading techniques and look into batch inference for faster predictions.
00:00 - Introduction
01:26 - Google Colab Setup
03:58 - Training Config Baseline
07:06 - Loading in 4 Bit
08:26 - Loading in 8 Bit
10:25 - Batch Inference
12:00 - Lit-Parrot
16:57 - Conclusion
Turtle image by stockgiu
#chatgpt #gpt4 #llms #artificialintelligence #promptengineering #chatbot #transformers #python #pytorch
In this video, we'll optimize the token generation time for our fine-tuned Falcon 7b model with QLoRA. We'll explore various model loading techniques and look into batch inference for faster predictions.
00:00 - Introduction
01:26 - Google Colab Setup
03:58 - Training Config Baseline
07:06 - Loading in 4 Bit
08:26 - Loading in 8 Bit
10:25 - Batch Inference
12:00 - Lit-Parrot
16:57 - Conclusion
Turtle image by stockgiu
#chatgpt #gpt4 #llms #artificialintelligence #promptengineering #chatbot #transformers #python #pytorch
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