Pruning/Integrate new-developed pruning API with old one (#257)

* add pruning v2

Signed-off-by: wenhuach21 <[email protected]>

* DATASETS->Datasets

Signed-off-by: wenhuach21 <[email protected]>

* pruner README v2

Signed-off-by: Lu, Yintong <[email protected]>

* prune README v2

Signed-off-by: Lu, Yintong <[email protected]>

* prune README v2

Signed-off-by: Lu, Yintong <[email protected]>

* prune README v2

Signed-off-by: Lu, Yintong <[email protected]>

* prune README v2

Signed-off-by: Lu, Yintong <[email protected]>

* recover code in experimental

Signed-off-by: wenhuach21 <[email protected]>

* recover config

Signed-off-by: wenhuach21 <[email protected]>

Signed-off-by: wenhuach21 <[email protected]>
Signed-off-by: Lu, Yintong <[email protected]>
Co-authored-by: Lu, Yintong <[email protected]>
Signed-off-by: zehao-intel <[email protected]>

Author: 2 people

.azure-pipelines/scripts/codeScan/pyspelling/inc_dict.txt

@@ -150,6 +150,7 @@ berts
 bertsquad
 BertTokenizer
 bfloat
+blockwise
 BFP
 BGR
 Bianchi
@@ -327,6 +328,7 @@ convolutional
 Convolutional
 ConvPerStage
 ConvReLU
+cooldown
 copt
 coreml
 CoreML
@@ -741,6 +743,7 @@ horovodrun
 hostfile
 Hounsfield
 howpublished
+hyp
 HqEgzS
 href
 html
@@ -1179,6 +1182,7 @@ ngatang
 NGPUS
 ngram
 NHWC
+ni
 NIC
 nifti
 niftis
@@ -1240,8 +1244,11 @@ nvidia
 NVIDIA
 NVIDIA's
 nvme
+nw
 Nx
+NxM
 nyu
+oc
 ok
 ol
 Omer
@@ -1251,6 +1258,7 @@ oneapi
 oneAPI
 onednn
 oneDNN
+oneshot
 onlinedocs
 onnx
 ONNX
@@ -1885,6 +1893,7 @@ UI
 UID
 uint
 uk
+ultralytics
 un
 uncomment
 uncompress
@@ -1895,6 +1904,7 @@ unidecode
 uniq
 unittest
 unref
+unscale
 unsqueeze
 unstack
 upenn
@@ -2121,6 +2131,7 @@ tensorrt
 hardwares
 BenchmarkConf
 PruningConf
+Pruning's
 DistillationConf
 grey
 ModelZoo
@@ -2445,3 +2456,8 @@ QuantizationAwareTrainingConfig
 Startup
 doesn
 startup
+Ajanthan
+WeightPruningConfig
+Namhoon
+Thalaiyasingam
+Torr

docs/source/_static/imgs/pruning/Pruning_patterns.PNG

@@ -32,7 +32,7 @@ Neural network pruning (briefly known as pruning or sparsity) is one of the most
 Pruning patterns defines the rules of pruned weights' arrangements in space.
 
 <a target="_blank" href="./_static/imgs/pruning/pruning_pattern.png">
-    <img src="./_static/imgs/pruning/pruning_patterns.png" width=600 height=225 alt="Sparsity Pattern">
+    <img src="_static/imgs/pruning/pruning_patterns.png" width=600 height=225 alt="Sparsity Pattern">
 </a>