Mixed Precision
optimization_technique
Overview
Developed byNVIDIA
Use casereducing memory usage and accelerating training of deep neural networks
Technical
Protocols
Integrates with
Knowledge graph stats
Claims18
Avg confidence91%
Avg freshness99%
Last updatedUpdated 5 days ago
Trust distribution
100% unverified
Governance
Not assessed
Mixed Precision
concept
Using different numerical precisions for different operations to balance computational speed and numerical accuracy.
Compare with...primary use case
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| reducing memory usage and accelerating training of deep neural networks | ○Unverified | High | Fresh | 1 |
| reducing memory usage and improving training speed in deep learning | ○Unverified | High | Fresh | 1 |
integrates with
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| PyTorch | ○Unverified | High | Fresh | 1 |
| TensorFlow | ○Unverified | High | Fresh | 1 |
| Hugging Face Transformers | ○Unverified | Moderate | Fresh | 1 |
| NVIDIA Apex | ○Unverified | Moderate | Fresh | 1 |
uses data type
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| FP16 | ○Unverified | High | Fresh | 1 |
| FP32 | ○Unverified | High | Fresh | 1 |
alternative to
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| full precision training | ○Unverified | High | Fresh | 1 |
supports model
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| Convolutional Neural Networks | ○Unverified | High | Fresh | 1 |
| Transformer models | ○Unverified | High | Fresh | 1 |
supports protocol
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| CUDA | ○Unverified | High | Fresh | 1 |
requires
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| NVIDIA Tensor Core GPUs | ○Unverified | High | Fresh | 1 |
supports architecture
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| Turing GPU architecture | ○Unverified | High | Fresh | 1 |
| Ampere GPU architecture | ○Unverified | High | Fresh | 1 |
| Volta GPU architecture | ○Unverified | High | Fresh | 1 |
based on
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| IEEE 754 half-precision floating point format | ○Unverified | High | Fresh | 1 |
developed by
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| NVIDIA | ○Unverified | Moderate | Fresh | 1 |