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Does using FP16 help accelerate generation? (HuggingFace BART)

Unleashing the Speed Demon Does FP 16 Supercharge Hugging Face BART Generation The world of natural language processing NLP is constantly evolving with research

3 min read 06-10-2024 64
Does using FP16 help accelerate generation? (HuggingFace BART)
Does using FP16 help accelerate generation? (HuggingFace BART)

tensorflow - how to use 16 bit precision float

Harnessing the Power of 16 bit Precision in Tensor Flow In the world of deep learning achieving the right balance between performance and accuracy is paramount

2 min read 05-10-2024 55
tensorflow - how to use 16 bit precision float
tensorflow - how to use 16 bit precision float

How to round up or down when converting f32 to bf16 in rust?

Mastering Rounding in Rust Converting f32 to bf16 The world of machine learning and high performance computing often requires manipulating floating point number

3 min read 05-10-2024 75
How to round up or down when converting f32 to bf16 in rust?
How to round up or down when converting f32 to bf16 in rust?

How do I print the half-precision / bfloat16 values from in a (binary) file?

Demystifying Half Precision and bfloat16 Values in Binary Files Have you ever stumbled upon a binary file filled with half precision FP 16 or bfloat16 values an

2 min read 04-10-2024 68
How do I print the half-precision / bfloat16 values from in a (binary) file?
How do I print the half-precision / bfloat16 values from in a (binary) file?

Is there any point in setting `fp16_full_eval=True` if training in `fp16`?

Understanding fp16 full eval True in FP 16 Training A Practical Guide In the world of deep learning training models with lower precision has become increasingly

2 min read 15-09-2024 56
Is there any point in setting `fp16_full_eval=True` if training in `fp16`?
Is there any point in setting `fp16_full_eval=True` if training in `fp16`?

I load a float32 Hugging Face model, cast it to float16, and save it. How can I load it as float16?

Loading Hugging Face Models in Float16 A Guide Hugging Faces Transformers library provides a powerful ecosystem for working with pre trained models But sometime

2 min read 31-08-2024 51
I load a float32 Hugging Face model, cast it to float16, and save it. How can I load it as float16?
I load a float32 Hugging Face model, cast it to float16, and save it. How can I load it as float16?

What is the difference, if any, between model.half() and model.to(dtype=torch.float16) in huggingface-transformers?

Demystifying model half vs model to dtype torch float16 in Hugging Face Transformers In the world of deep learning reducing model size and speeding up training

2 min read 31-08-2024 70
What is the difference, if any, between model.half() and model.to(dtype=torch.float16) in huggingface-transformers?
What is the difference, if any, between model.half() and model.to(dtype=torch.float16) in huggingface-transformers?