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Add Pascal Titan X benchmarks
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jcjohnson committed Aug 10, 2016
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Expand Up @@ -260,7 +260,7 @@ switching to ADAM and cuDNN reduces the GPU memory footprint to about 1GB.

## Speed
Speed can vary a lot depending on the backend and the optimizer.
Here are some times for running 500 iterations with `-image_size=512` on a GTX Titan X with different settings:
Here are some times for running 500 iterations with `-image_size=512` on a Maxwell Titan X with different settings:
* `-backend nn -optimizer lbfgs`: 62 seconds
* `-backend nn -optimizer adam`: 49 seconds
* `-backend cudnn -optimizer lbfgs`: 79 seconds
Expand All @@ -269,6 +269,13 @@ Here are some times for running 500 iterations with `-image_size=512` on a GTX T
* `-backend clnn -optimizer lbfgs`: 169 seconds
* `-backend clnn -optimizer adam`: 106 seconds

Here are the same benchmarks on a Pascal Titan X with cuDNN 5.0 on CUDA 8.0 RC:
* `-backend nn -optimizer lbfgs`: 43 seconds
* `-backend nn -optimizer adam`: 36 seconds
* `-backend cudnn -optimizer lbfgs`: 45 seconds
* `-backend cudnn -cudnn_autotune -optimizer lbfgs`: 30 seconds
* `-backend cudnn -cudnn_autotune -optimizer adam`: 22 seconds

## Implementation details
Images are initialized with white noise and optimized using L-BFGS.

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