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dcuai
dlexamples
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8ad0b803
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8ad0b803
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Apr 18, 2022
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unknown
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8ad0b803
...
...
@@ -12,13 +12,9 @@ DCU深度学习样例
| 框架 | 版本 | DCU | 精度 | 多DCU | 支持网络 | 代码位置
| :----------: | :----------: | :----------: | :----------: | :----------: | :----------: | :----------: |
| TensorFlow | v1.15 | Yes | FP32/FP16 | Yes | ResNet50/VGG/Inception/MobileNet |
[
classfication
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/TensorFlow/ComputeVision/Classification
)
|
| PyTorch | v1.5 | Yes | FP32/FP16 | Yes | ResNet50/VGG/Inception/MobileNet |
[
classfication
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/PyTorch/Compute-Vision/Classification
)
|
| MxNet | v1.4 | Yes | FP32/FP16 | Yes | ResNet50/VGG/Inception/MobileNet |
[
classfication
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/MXNet/ComputeVision/Classification/mxnet-hip_port_v1.4.x
)
|
| PaddlePaddle | v1.8 |Yes | FP32/FP16 | Yes | - | - |
| TensorFlow | v1.15 |Yes | FP32/FP16 | Yes | ResNet50 |
[
准确性验证
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/TensorFlow/ComputeVision/Accuracy_Validation/ResNet50_Official
)
|
| PyTorch | v1.5 | Yes | FP32/FP16 | Yes | ResNet50 |
[
准确性验证
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/PyTorch/Compute-Vision/Accuracy_Validation/ResNet50
)
|
| PaddlePaddle | v1.8 | Yes | FP32/FP16 | Yes | ResNet50 | [准确性验证] |
| TensorFlow | v1.15 | Yes | FP32/FP16 | Yes | ResNet50/VGG16/Inception-V3/MobileNet-V2 |
[
classfication
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/TensorFlow/ComputeVision/Classification
)
|
| TensorFlow | v2.7 | Yes | FP32/FP16 | Yes | ResNet50/VGG16/Inception-V3 |
[
classfication
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/TensorFlow2x/Classification
)
|
| PyTorch | v1.10 | Yes | FP32/FP16 | Yes | ResNet50/Vgg16/Inception-V3/MobileNet-V2 |
[
classfication
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/PyTorch/Compute-Vision/Classification
)
|
<br>
...
...
@@ -26,15 +22,15 @@ DCU深度学习样例
| 框架 | 版本 | DCU | 精度 | 多DCU | 代码位置 |
| :----------: | :----------: | :----------: | :----------: | :----------: | :----------: |
| TensorFlow | v
1.14
| Yes | FP32/FP16 | Yes |
[
Faster-Rcnn
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/
develop
/TensorFlow/ComputeVision/
Obj
ection/
FasterRcnn_SSD
)
|
| TensorFlow | v
1.15
| Yes | FP32/FP16 | Yes |
[
YOLO-V3
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/
develop
/TensorFlow/ComputeVision/
Obj
ection/
YOLOv3
)
|
| TensorFlow | v
1.15
| Yes | FP32/FP16 | Yes |
[
Mask-Rcnn
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/
develop
/TensorFlow/ComputeVision/
Obj
ection/
MaskRCNN
)
|
|
TensorFlow
| v1.1
4
| Yes | FP32
/FP16
| Yes |
[
SSD
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/
develop/TensorFlow
/ComputeVision/Objection/Faster
R
cnn
_SSD
)
|
| PyTorch
| v1.
5
| Yes | FP32 | Yes |
[
Faster-Rcnn
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/
develop
/PyTorch/Compute-Vision/Objection/
Faster-rcnn
)
|
| PyTorch | v1.
5
| Yes | FP32/FP16 | Yes |
[
YOLO-V
3
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/
develop
/PyTorch/Compute-Vision/Objection/
YOLOv3
)
|
| PyTorch | v1.
5
| Yes | FP32/FP16 | Yes |
[
Mask-Rcnn
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/
develop
/PyTorch/Compute-Vision/Objection/MaskRCNN/vision
)
|
| PyTorch | v1.
5
| Yes | FP32/FP16 | Yes |
[
SSD
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/
develop
/PyTorch/Compute-Vision/Objection/ssd
)
|
| PaddlePaddle | v1.0 | Yes | FP32/FP16 | Yes | - |
| TensorFlow | v
2.7
| Yes | FP32/FP16 | Yes |
[
YOLO-V3
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples
_new
/-/tree/
main
/TensorFlow
2x
/ComputeVision/
Det
ection/
YOLOv3
)
|
| TensorFlow | v
2.7
| Yes | FP32/FP16 | Yes |
[
Mask-Rcnn
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples
_new
/-/tree/
main
/TensorFlow
2x
/ComputeVision/
Det
ection/
MaskRCNN
)
|
| TensorFlow | v
2.7
| Yes | FP32/FP16 | Yes |
[
SSD
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples
_new
/-/tree/
main
/TensorFlow
2x
/ComputeVision/
Det
ection/
SSD
)
|
|
PyTorch
| v1.1
0
| Yes | FP32 | Yes |
[
Faster-Rcnn
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples
_new
/-/tree/
main/PyTorch
/Compute
-
Vision/Objection/Faster
-r
cnn
)
|
| PyTorch | v1.
10
| Yes | FP32
/FP16
| Yes |
[
YOLO-V3
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples
_new
/-/tree/
main
/PyTorch/Compute-Vision/Objection/
YOLOv3
)
|
| PyTorch | v1.
10
| Yes | FP32/FP16 | Yes |
[
YOLO-V
5
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples
_new
/-/tree/
main
/PyTorch/Compute-Vision/Objection/
yolov5
)
|
| PyTorch | v1.
10
| Yes | FP32/FP16 | Yes |
[
Mask-Rcnn
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples
_new
/-/tree/
main
/PyTorch/Compute-Vision/Objection/MaskRCNN/vision
)
|
| PyTorch | v1.
10
| Yes | FP32/FP16 | Yes |
[
SSD
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples
_new
/-/tree/
main
/PyTorch/Compute-Vision/Objection/ssd
)
|
<br>
...
...
@@ -42,8 +38,7 @@ DCU深度学习样例
| 框架 | 版本 | DCU | 精度 | 多DCU | 代码位置 |
| :----------: | :----------: | :----------: | :----------: | :----------: | :----------: |
| TensorFlow | v1.13 | Yes | FP32/FP16 | Yes |
[
UNet
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/TensorFlow/ComputeVision/Segmentation/UNet_Industrial
)
|
| TensorFlow | v1.13 | Yes | FP32/FP16 | Yes |
[
VNet
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/TensorFlow/ComputeVision/Segmentation/VNet
)
|
| TensorFlow | v2.7 | Yes | FP32/FP16 | Yes |
[
UNet
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/TensorFlow2x/ComputeVision/Segmentation/UNet
)
|
<br>
...
...
@@ -51,44 +46,22 @@ DCU深度学习样例
| 框架 | 版本 |DCU | 精度 | 多DCU | 代码位置 |
| :----------: | :----------: | :----------: | :----------: | :----------: | :----------: |
| TensorFlow | v1.15 | Yes | FP32/FP16 | Yes |
[
Bert
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/TensorFlow/NLP/Bert
)
|
| TensorFlow | v1.15 | Yes | FP32/FP16 | Yes |
[
Transformer
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/TensorFlow/NLP/Transformer_mlperf
)
|
| TensorFlow | v1.0 | Yes | FP32/FP16 | Yes | [Transformer-XL] |
| PyTorch | v1.0 | Yes | FP32/FP16 | Yes |
[
Bert
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/PyTorch/NLP/BERT
)
|
| PyTorch | v1.5 | Yes | FP32/FP16 | Yes |
[
GNMT
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/PyTorch/NLP/gnmt
)
|
| PyTorch | v1.0 | Yes | FP32/FP16 | Yes | [Transformer] |
| PyTorch | v1.0 | Yes | FP32/FP16 | Yes | [GPT2] |
<br>
## Speech
| TensorFlow | v1.15 | Yes | FP32/FP16 | Yes |
[
Bert
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/TensorFlow/NLP/Bert
)
|
| TensorFlow | v2.7 | Yes | FP32/FP16 | Yes |
[
Bert
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/TensorFlow2x/NLP/BERT/official
)
|
| TensorFlow | v1.15 | Yes | FP32/FP16 | Yes |
[
Transformer
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/TensorFlow/NLP/Transformer_mlperf
)
|
| PyTorch | v1.10 | Yes | FP32/FP16 | Yes |
[
Bert
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/PyTorch/NLP/BERT
)
|
| PyTorch | v1.10 | Yes | FP32/FP16 | Yes |
[
GNMT
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/PyTorch/NLP/gnmt
)
|
| PyTorch | v1.10 | Yes | FP32/FP16 | Yes |
[
Transformer
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/PyTorch/NLP/Transformer
)
|
| 框架 | 版本 | DCU | 精度 | 多DCU | 代码位置 |
| :----------: | :----------: | :----------: | :----------: | :----------: | :----------: |
| PyTorch | v1.x | Yes | FP32/FP16 | Yes | [FastPitch] |
| PyTorch | v1.x | Yes | FP32/FP16 | Yes | [Tacotron2] |
<br>
## Recommendation
| 框架 | 版本 | DCU | 精度 | 多DCU | 代码位置 |
| :----------: | :----------: | :----------: | :----------: | :----------: | :----------: |
| TensorFlow | v1.x | Yes | FP32/FP16 | Yes | [NCF] |
| TensorFlow | v1.x | Yes | FP32/FP16 | Yes | [VAE-CF] |
| TensorFlow | v1.x | Yes | FP32/FP16 | Yes | [WideAndDeep] |
| PyTorch | v1.5 | Yes | FP32/FP16 | Yes |
[
NCF
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/develop/PyTorch/Recommendation/NCF
)
|
| PyTorch | v1.x | Yes | FP32/FP16 | Yes | [DLRM] |
<br>
## Speech
## NAS
| 框架 | 版本 | DCU | 精度 | 多DCU | 代码位置 |
| :----------: | :----------: | :----------: | :----------: | :----------: | :----------: |
| PyTorch | v1.1
5
| Yes | FP32/FP16 | Yes |
[
Darts
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples/-/tree/
develop
/PyTorch/
NAS/Darts
)
|
| PyTorch
| v1.1
0
| Yes | FP32/FP16 | Yes |
[
FastPitch
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples
_new
/-/tree/
main
/PyTorch/
Speech/FastPitch
)
|
| PyTorch | v1.10 | Yes | FP32/FP16 | Yes |
[
Tacotron2
](
http://10.0.100.3/dcutoolkit/deeplearing/dlexamples_new/-/tree/main/PyTorch/Speech/Tacotron2
)
|
<br>
...
...
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