Skip to content

add inference benchmark data #6267

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Merged
luotao1 merged 2 commits into from
Dec 11, 2017
Merged

add inference benchmark data #6267

Changes from 1 commit
Commits
Show all changes
2 commits
Select commit Hold shift + click to select a range
ee0d365
add inference benchmark data
tensor-tang Dec 5, 2017
3ba75c7
update inference benchmark data
luotao1 Dec 11, 2017
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
30 changes: 30 additions & 0 deletions benchmark/IntelOptimizedPaddle.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -23,6 +23,8 @@ On each machine, we will test and compare the performance of training on single
## Benchmark Model

### Server

#### Training
Test on batch size 64, 128, 256 on Intel(R) Xeon(R) Gold 6148 CPU @ 2.40GHz

Input image size - 3 * 224 * 224, Time: images/second
Expand Down Expand Up @@ -62,6 +64,34 @@ TBD
chart on batch size 128
TBD

#### Inference
Test on batch size 1, 2, 4, 8, 16 on Intel(R) Xeon(R) Gold 6148 CPU @ 2.40GHz
- VGG-19

| BatchSize | 1 | 2 | 4 | 8 | 16 |
|-----------|-------|-------|-------|-------|-------|
| OpenBLAS | 0.36 | 0.48 | 0.56 | 0.50 | 0.43 |
| MKLML | 5.41 | 9.52 | 14.71 | 20.46 | 29.35 |
| MKL-DNN | 65.52 | 89.94 | 83.92 | 94.77 | 95.78 |
Copy link
Contributor

@luotao1 luotao1 Dec 8, 2017 •
edited
Loading

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

BatchSize 1 2 4 8 16
OpenBLAS 1.07 1.08 1.06 0.88 0.65
MKLML 5.58 9.80 15.15 21.21 28.67
MKL-DNN 75.07 88.64 82.58 92.29 96.75


- ResNet-50

| BatchSize | 1 | 2 | 4 | 8 | 16 |
|-----------|-------|--------|--------|--------|--------|
| OpenBLAS | 0.29 | 0.43 | 0.71 | 0.85 | 0.71 |
| MKLML | 6.26 | 11.88 | 21.37 | 39.67 | 59.01 |
| MKL-DNN | 90.27 | 134.03 | 136.03 | 153.66 | 211.22 |
Copy link
Contributor

@luotao1 luotao1 Dec 8, 2017 •
edited
Loading

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

BatchSize 1 2 4 8 16
OpenBLAS 3.35 3.19 3.09 2.55 1.96
MKLML 6.33 12.02 22.88 40.53 63.09
MKL-DNN 107.83 148.84 177.78 189.35 217.69



- GoogLeNet

| BatchSize | 1 | 2 | 4 | 8 | 16 |
|-----------|--------|--------|--------|--------|--------|
| OpenBLAS | 12.47 | 12.36 | 12.25 | 12.13 | 12.08 |
| MKLML | 22.50 | 43.90 | 81.22 | 132.92 | 199.69 |
| MKL-DNN | 221.69 | 341.33 | 428.09 | 528.24 | 624.18 |
Copy link
Contributor

@luotao1 luotao1 Dec 8, 2017 •
edited
Loading

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

BatchSize 1 2 4 8 16
OpenBLAS 12.04 11.31 10.00 9.07 4.34
MKLML 22.74 41.56 81.22 133.47 210.53
MKL-DNN 175.10 272.92 450.70 512.00 600.94



### Laptop
TBD
### Desktop
Expand Down