Bump version to 0.3.1 (#155)

* [Enhance] Add extra dataloader settings in configs (#141) * [Docs] fix md link failure in docs (#142) * [Docs] update Cream readme * delete 'readme.md' in model_zoo.md * fix md link failure in docs * [Docs] add myst_parser to extensions in conf.py * [Docs] delete the deprecated recommonmark * [Docs] delete recommandmark from conf.py * [Docs] fix md link failure and lint failture * [Fix] Fix seed error in mmseg/train_seg.py and typos in train.md (#152) * [Docs] update Cream readme * delete 'readme.md' in model_zoo.md * fix cwd docs and fix seed in #151 * delete readme of cream * [Enhancement]Support broadcast_object_list in multi-machines & support Searcher running in single GPU (#153) * broadcast_object_list support multi-machines * add userwarning * [Fix] Fix configs (#149) * fix configs * fix spos configs * fix readme * replace the official mutable_cfg with the mutable_cfg searched by ourselves * update https prefix Co-authored-by: pppppM <gjf_mail@126.com> * [BUG]Support to prune models containing GroupNorm or InstanceNorm. (#144) * suport GN and IN * test pruner * limit pytorch version * fix pytest * throw an error when tracing groupnorm with torch version under 1.6.0 Co-authored-by: caoweihan <caoweihan@sensetime.com> * Bump version to 0.3.1 Co-authored-by: qiufeng <44188071+wutongshenqiu@users.noreply.github.com> Co-authored-by: PJDong <1115957667@qq.com> Co-authored-by: humu789 <88702197+humu789@users.noreply.github.com> Co-authored-by: whcao <41630003+HIT-cwh@users.noreply.github.com> Co-authored-by: caoweihan <caoweihan@sensetime.com>
open-mmlab · May 4, 2022 · 2dad240 · 2dad240
1 parent e4e9513
commit 2dad240
Show file tree

Hide file tree

Showing 33 changed files with 633 additions and 177 deletions.
diff --git a/configs/distill/cwd/README.md b/configs/distill/cwd/README.md
@@ -15,12 +15,12 @@ Knowledge distillation (KD) has been proven to be a simple and effective tool fo
 ### Segmentation
 |Location|Dataset|Teacher|Student|mIoU|mIoU(T)|mIou(S)|Config | Download |
 :--------:|:---------:|:---------:|:---------:|:---------:|:---------:|:---------:|:------:|:---------|
-| logits     |cityscapes|[pspnet_r101](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/pspnet/pspnet_r101-d8_512x1024_80k_cityscapes.py)|[pspnet_r18](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/pspnet/pspnet_r18-d8_512x1024_80k_cityscapes.py)| 75.54 |    79.76 |    74.87   |[config]()|[teacher](https://download.openmmlab.com/mmsegmentation/v0.5/pspnet/pspnet_r101-d8_512x1024_80k_cityscapes/pspnet_r101-d8_512x1024_80k_cityscapes_20200606_112211-e1e1100f.pth) &#124;[model](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/distill/cwd/cwd_cls_head_pspnet_r101_d8_pspnet_r18_d8_512x1024_cityscapes_80k/cwd_cls_head_pspnet_r101_d8_pspnet_r18_d8_512x1024_cityscapes_80k_mIoU-75.54_20211222-3a26ee1c.pth?versionId=CAEQHxiBgMCPxIKJ7xciIGU1N2JhYzgzYWE0YTRhYmRiZjVmMTA3MTA3NDk1ZWNl) &#124; [log](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/distill/cwd/cwd_cls_head_pspnet_r101_d8_pspnet_r18_d8_512x1024_cityscapes_80k/cwd_cls_head_pspnet_r101_d8_pspnet_r18_d8_512x1024_cityscapes_80k_20211212_205711.log.json?versionId=CAEQHxiBgMDZ_oOJ7xciIDJjYzIxYTYyODYzMzQzNDk5Mjg1NTIwMWFkODliMGFk)|
+| logits     |cityscapes|[pspnet_r101](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/pspnet/pspnet_r101-d8_512x1024_80k_cityscapes.py)|[pspnet_r18](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/pspnet/pspnet_r18-d8_512x1024_80k_cityscapes.py)| 75.54 |    79.76 |    74.87   |[config]()|[teacher](https://download.openmmlab.com/mmsegmentation/v0.5/pspnet/pspnet_r101-d8_512x1024_80k_cityscapes/pspnet_r101-d8_512x1024_80k_cityscapes_20200606_112211-e1e1100f.pth) &#124;[model](https://download.openmmlab.com/mmrazor/v0.1/distill/cwd/cwd_cls_head_pspnet_r101_d8_pspnet_r18_d8_512x1024_cityscapes_80k/cwd_cls_head_pspnet_r101_d8_pspnet_r18_d8_512x1024_cityscapes_80k_mIoU-75.54_20211222-3a26ee1c.pth) &#124; [log](https://download.openmmlab.com/mmrazor/v0.1/distill/cwd/cwd_cls_head_pspnet_r101_d8_pspnet_r18_d8_512x1024_cityscapes_80k/cwd_cls_head_pspnet_r101_d8_pspnet_r18_d8_512x1024_cityscapes_80k_20211212_205711.log.json?)|
 
 ### Detection
 |Location|Dataset|Teacher|Student|mAP|mAP(T)|mAP(S)|Config | Download |
 :--------:|:---------:|:---------:|:---------:|:---------:|:---------:|:---------:|:------:|:---------|
-| cls head     |COCO|[gfl_r101_2x](https://github.com/open-mmlab/mmdetection/tree/master/configs/gfl/gfl_r101_fpn_mstrain_2x_coco.py)|[gfl_r50_1x](https://github.com/open-mmlab/mmdetection/tree/master/configs/gfl/gfl_r50_fpn_1x_coco.py)| 41.9 |    44.7 |    40.2   |[config]()|[teacher](https://download.openmmlab.com/mmdetection/v2.0/gfl/gfl_r101_fpn_mstrain_2x_coco/gfl_r101_fpn_mstrain_2x_coco_20200629_200126-dd12f847.pth) &#124;[model](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/distill/cwd/cwd_cls_head_gfl_r101_fpn_gfl_r50_fpn_1x_coco/cwd_cls_head_gfl_r101_fpn_gfl_r50_fpn_1x_coco_20211222-655dff39.pth?versionId=CAEQHxiBgMD7.uuI7xciIDY1MDRjYzlkN2ExOTRiY2NhNmU4NGJlMmExNjA2YzMy) &#124; [log](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/distill/cwd/cwd_cls_head_gfl_r101_fpn_gfl_r50_fpn_1x_coco/cwd_cls_head_gfl_r101_fpn_gfl_r50_fpn_1x_coco_20211212_205444.log.json?versionId=CAEQHxiBgID.o_WI7xciIDgyZjRjYTU4Y2ZjNjRjOGU5MTBlMTQ3ZjEyMTE4OTJl)|
+| cls head     |COCO|[gfl_r101_2x](https://github.com/open-mmlab/mmdetection/tree/master/configs/gfl/gfl_r101_fpn_mstrain_2x_coco.py)|[gfl_r50_1x](https://github.com/open-mmlab/mmdetection/tree/master/configs/gfl/gfl_r50_fpn_1x_coco.py)| 41.9 |    44.7 |    40.2   |[config]()|[teacher](https://download.openmmlab.com/mmdetection/v2.0/gfl/gfl_r101_fpn_mstrain_2x_coco/gfl_r101_fpn_mstrain_2x_coco_20200629_200126-dd12f847.pth) &#124;[model](https://download.openmmlab.com/mmrazor/v0.1/distill/cwd/cwd_cls_head_gfl_r101_fpn_gfl_r50_fpn_1x_coco/cwd_cls_head_gfl_r101_fpn_gfl_r50_fpn_1x_coco_20211222-655dff39.pth) &#124; [log](https://download.openmmlab.com/mmrazor/v0.1/distill/cwd/cwd_cls_head_gfl_r101_fpn_gfl_r50_fpn_1x_coco/cwd_cls_head_gfl_r101_fpn_gfl_r50_fpn_1x_coco_20211212_205444.log.json)|
 
 
 ## Citation

diff --git a/configs/distill/cwd/cwd_cls_head_gfl_r101_fpn_gfl_r50_fpn_1x_coco.py b/configs/distill/cwd/cwd_cls_head_gfl_r101_fpn_gfl_r50_fpn_1x_coco.py
@@ -57,8 +57,11 @@
         nms=dict(type='nms', iou_threshold=0.6),
         max_per_img=100))
 
+checkpoint = 'https://download.openmmlab.com/mmdetection/v2.0/gfl/gfl_r101_fpn_mstrain_2x_coco/gfl_r101_fpn_mstrain_2x_coco_20200629_200126-dd12f847.pth'  # noqa: E501
+
 teacher = dict(
     type='mmdet.GFL',
+    init_cfg=dict(type='Pretrained', checkpoint=checkpoint),
     backbone=dict(
         type='ResNet',
         depth=101,

diff --git a/configs/distill/cwd/cwd_cls_head_pspnet_r101_d8_pspnet_r18_d8_512x1024_cityscapes_80k.py b/configs/distill/cwd/cwd_cls_head_pspnet_r101_d8_pspnet_r18_d8_512x1024_cityscapes_80k.py
@@ -50,9 +50,12 @@
     train_cfg=dict(),
     test_cfg=dict(mode='whole'))
 
+checkpoint = 'https://download.openmmlab.com/mmsegmentation/v0.5/pspnet/pspnet_r101-d8_512x1024_80k_cityscapes/pspnet_r101-d8_512x1024_80k_cityscapes_20200606_112211-e1e1100f.pth'  # noqa: E501
+
 # pspnet r101
 teacher = dict(
     type='mmseg.EncoderDecoder',
+    init_cfg=dict(type='Pretrained', checkpoint=checkpoint),
     backbone=dict(
         type='ResNetV1c',
         depth=101,

diff --git a/configs/distill/wsld/README.md b/configs/distill/wsld/README.md
@@ -27,7 +27,7 @@ effectiveness of our method.
 ### Classification
 |Location|Dataset|Teacher|Student|Acc|Acc(T)|Acc(S)|Config | Download |
 :--------:|:---------:|:---------:|:---------:|:---------:|:---------:|:---------:|:------:|:---------|
-| cls head     |ImageNet|[resnet34](https://github.com/open-mmlab/mmclassification/blob/master/configs/resnet/resnet34_8xb32_in1k.py)|[resnet18](https://github.com/open-mmlab/mmclassification/blob/master/configs/resnet/resnet18_8xb32_in1k.py)| 71.54 |    73.62 |    69.90  |[config](./wsld_cls_head_resnet34_resnet18_8xb32_in1k.py)|[teacher](https://download.openmmlab.com/mmclassification/v0/resnet/resnet50_8xb32_in1k_20210831-ea4938fc.pth) &#124;[model](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/distill/wsld/wsld_cls_head_resnet34_resnet18_8xb32_in1k/wsld_cls_head_resnet34_resnet18_8xb32_in1k_acc-71.54_20211222-91f28cf6.pth?versionId=CAEQHxiBgMC6memK7xciIGMzMDFlYTA4YzhlYTRiMTNiZWU0YTVhY2I5NjVkMjY2) &#124; [log](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/distill/wsld/wsld_cls_head_resnet34_resnet18_8xb32_in1k/wsld_cls_head_resnet34_resnet18_8xb32_in1k_20211221_181516.log.json?versionId=CAEQHxiBgIDLmemK7xciIGNkM2FiN2Y4N2E5YjRhNDE4NDVlNmExNDczZDIxN2E5)|
+| cls head     |ImageNet|[resnet34](https://github.com/open-mmlab/mmclassification/blob/master/configs/resnet/resnet34_8xb32_in1k.py)|[resnet18](https://github.com/open-mmlab/mmclassification/blob/master/configs/resnet/resnet18_8xb32_in1k.py)| 71.54 |    73.62 |    69.90  |[config](./wsld_cls_head_resnet34_resnet18_8xb32_in1k.py)|[teacher](https://download.openmmlab.com/mmclassification/v0/resnet/resnet50_8xb32_in1k_20210831-ea4938fc.pth) &#124;[model](https://download.openmmlab.com/mmrazor/v0.1/distill/wsld/wsld_cls_head_resnet34_resnet18_8xb32_in1k/wsld_cls_head_resnet34_resnet18_8xb32_in1k_acc-71.54_20211222-91f28cf6.pth) &#124; [log](https://download.openmmlab.com/mmrazor/v0.1/distill/wsld/wsld_cls_head_resnet34_resnet18_8xb32_in1k/wsld_cls_head_resnet34_resnet18_8xb32_in1k_20211221_181516.log.json)|
 
 
 

diff --git a/configs/distill/wsld/wsld_cls_head_resnet34_resnet18_8xb32_in1k.py b/configs/distill/wsld/wsld_cls_head_resnet34_resnet18_8xb32_in1k.py
@@ -22,9 +22,12 @@
         topk=(1, 5),
     ))
 
+checkpoint = 'https://download.openmmlab.com/mmclassification/v0/resnet/resnet50_8xb32_in1k_20210831-ea4938fc.pth'  # noqa: E501
+
 # teacher settings
 teacher = dict(
     type='mmcls.ImageClassifier',
+    init_cfg=dict(type='Pretrained', checkpoint=checkpoint),
     backbone=dict(
         type='ResNet',
         depth=34,

diff --git a/configs/nas/darts/README.md b/configs/nas/darts/README.md
@@ -22,8 +22,8 @@ Dataset|Unroll|Config|Download|
 
 Dataset|Params(M)|Flops(G)|Top-1 Acc|Top-5 Acc|Subnet|Config|Download|Remarks|
 |:---------:|:---------:|:---------:|:---------:|:---------:|:---------:|:------:|:------:|:------:|
-|Cifar10|3.42 | 0.48 | 97.32 |99.94|[mutable](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_acc-97.32_20211222-e5727921_mutable_cfg.yaml?versionId=CAEQHxiBgMDn0ICL7xciIDAwNzUzZTU3ZjE4OTQ0MDg5YmZiMmYzYzExZTQ3YTRm)|[config](./darts_subnetnet_1xb96_cifar10.py)| [model](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_acc-97.32_20211222-e5727921.pth?versionId=CAEQHxiBgID20ICL7xciIDllOWZmNTliMzkwNzQ5YzdhODk2MzY1MWEyOTQ1Yjlk) &#124; [log](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_20211222-e5727921.log.json?versionId=CAEQHxiBgMDz0ICL7xciIGRhMjk0NDU0OTVhZjQwMDg4N2ZkMDAzZDM1ZWU4N2Ri)|MMRazor searched
-|Cifar10|3.83 | 0.55 | 97.27 |99.98|[mutable](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_acc-97.27_20211222-17e42600_mutable_cfg.yaml?versionId=CAEQHxiBgICrnpmL7xciIGFmYzUxYjdmYWM1YzQ3N2I5NGU1MDE2ZjIxYmJhY2E0)|[config](./darts_subnetnet_1xb96_cifar10.py)| [model](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_acc-97.27_20211222-17e42600.pth?versionId=CAEQHxiBgIDQnpmL7xciIGQzOTRkMTViMDgzNzQ2MWI5MmUyNzIxZDk4OTUzZDgz) &#124; [log](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_20211222-17e42600.log.json?versionId=CAEQHxiBgMDPnpmL7xciIDViYTVlYTIyYmQ2OTQ1ZDZhNTNhMjVkODA2NDRlMTI1)|official
+|Cifar10|3.42 | 0.48 | 97.32 |99.94|[mutable](https://download.openmmlab.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_acc-97.32_20211222-e5727921_mutable_cfg.yaml)|[config](./darts_subnetnet_1xb96_cifar10.py)| [model](https://download.openmmlab.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_acc-97.32_20211222-e5727921.pth) &#124; [log](https://download.openmmlab.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_20211222-e5727921.log.json)|MMRazor searched
+|Cifar10|3.83 | 0.55 | 97.27 |99.98|[mutable](https://download.openmmlab.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_acc-97.27_20211222-17e42600_mutable_cfg.yaml)|[config](./darts_subnetnet_1xb96_cifar10.py)| [model](https://download.openmmlab.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_acc-97.27_20211222-17e42600.pth) &#124; [log](https://download.openmmlab.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_20211222-17e42600.log.json)|official
 
 
 ## Citation

diff --git a/...as/darts/darts_subnetnet_1xb96_cifar10.py → ...s/nas/darts/darts_subnet_1xb96_cifar10.py b/...as/darts/darts_subnetnet_1xb96_cifar10.py → ...s/nas/darts/darts_subnet_1xb96_cifar10.py
@@ -28,6 +28,9 @@
         cal_acc=True),
 )
 
+# FIXME: you may replace this with the mutable_cfg searched by yourself
+mutable_cfg = 'https://download.openmmlab.com/mmrazor/v0.1/nas/darts/darts_subnetnet_1xb96_cifar10/darts_subnetnet_1xb96_cifar10_acc-97.32_20211222-e5727921_mutable_cfg.yaml'  # noqa: E501
+
 algorithm = dict(
     type='Darts',
     architecture=dict(type='MMClsArchitecture', model=model),
@@ -69,7 +72,8 @@
             )),
     ),
     retraining=True,
-    unroll=False)
+    unroll=False,
+    mutable_cfg=mutable_cfg)
 
 data = dict(workers_per_gpu=8)
 

diff --git a/configs/nas/detnas/README.md b/configs/nas/detnas/README.md
@@ -38,21 +38,21 @@ python ./tools/mmdet/search_mmdet.py \
 python ./tools/mmcls/train_mmcls.py \
   configs/nas/detnas/detnas_subnet_shufflenetv2_8xb128_in1k.py \
   --work-dir $WORK_DIR \
-  --cfg-options algorithm.mutable_cfg=$STEP3_SUBNET_YAML
+  --cfg-options algorithm.mutable_cfg=$STEP3_SUBNET_YAML  # or modify the config directly
 ```
 
 ### Step 5: Subnet fine-tuning on COCO
 ```
 python ./tools/mmdet/train_mmdet.py \
   configs/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco.py \
   --work-dir $WORK_DIR \
-  --cfg-options algorithm.mutable_cfg=$STEP3_SUBNET_YAML load_from=$STEP4_CKPT
+  --cfg-options algorithm.mutable_cfg=$STEP3_SUBNET_YAML load_from=$STEP4_CKPT  # or modify the config directly
 ```
 
 ## Results and models
 |Dataset|  Supernet       | Subnet      |Params(M)| Flops(G) | mAP | Config | Download | Remarks|
 |:---------------:|:---------------:|:-----------:|:-----------:|:-----------:|:--------------:|:------:|:--------:|:--------:|
-|COCO| FRCNN-ShuffleNetV2| [mutable](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco_bbox_backbone_flops-0.34M_mAP-37.5_20211222-67fea61f_mutable_cfg.yaml?versionId=CAEQHxiBgMDU3taI7xciIDUzMmM4MTg4YTgwZDRhYjY4NjA3M2NkZDA0NWExNmY1) | 3.35(backbone)|0.34(backbone) |  37.5      |[config](./detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco.py)|[pretrain](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco/detnas_subnet_shufflenetv2_8xb128_in1k_acc-74.08_20211223-92e9b66a.pth?versionId=CAEQHxiBgICBxuuL7xciIGEyNzZkZmRmZmM5NzRjNDViOTNjOWZkNjk0OWYyYTdm) &#124;[model](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco_bbox_backbone_flops-0.34M_mAP-37.5_20211222-67fea61f.pth?versionId=CAEQHxiBgIDd3taI7xciIDIxYmUzMDE4ZmZmMjQ4ZGNiNzI1YjcxOGM4OGM5NDZl) &#124; [log](https://openmmlab-share.oss-cn-hangzhou.aliyuncs.com/mmrazor/v0.1/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco_bbox_backbone_flops-0.34M_mAP-37.5_20211222-67fea61f.log.json?versionId=CAEQHxiBgMCSq9mM7xciIDViODRmMDE1Yjk1MDQwMTViMDBmYzZlMjg0OTJjYTlh)|MMRazor searched
+|COCO| FRCNN-ShuffleNetV2| [mutable](https://download.openmmlab.com/mmrazor/v0.1/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco_bbox_backbone_flops-0.34M_mAP-37.5_20211222-67fea61f_mutable_cfg.yaml) | 3.35(backbone)|0.34(backbone) |  37.5      |[config](./detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco.py)|[pretrain](https://download.openmmlab.com/mmrazor/v0.1/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco/detnas_subnet_shufflenetv2_8xb128_in1k_acc-74.08_20211223-92e9b66a.pth) &#124;[model](https://download.openmmlab.com/mmrazor/v0.1/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco_bbox_backbone_flops-0.34M_mAP-37.5_20211222-67fea61f.pth) &#124; [log](https://download.openmmlab.com/mmrazor/v0.1/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco_bbox_backbone_flops-0.34M_mAP-37.5_20211222-67fea61f.log.json)|MMRazor searched
 
 
 **Note**:

diff --git a/configs/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco.py b/configs/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco.py
@@ -1,3 +1,6 @@
 _base_ = ['./detnas_supernet_frcnn_shufflenetv2_fpn_1x_coco.py']
 
-algorithm = dict(retraining=True)
+# FIXME: you may replace this with the mutable_cfg searched by yourself
+mutable_cfg = 'https://download.openmmlab.com/mmrazor/v0.1/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco_bbox_backbone_flops-0.34M_mAP-37.5_20211222-67fea61f_mutable_cfg.yaml'  # noqa: E501
+
+algorithm = dict(retraining=True, mutable_cfg=mutable_cfg)
diff --git a/configs/nas/detnas/detnas_subnet_shufflenetv2_8xb128_in1k.py b/configs/nas/detnas/detnas_subnet_shufflenetv2_8xb128_in1k.py
@@ -1,3 +1,8 @@
 _base_ = [
     '../spos/spos_subnet_shufflenetv2_8xb128_in1k.py',
 ]
+
+# FIXME: you may replace this with the mutable_cfg searched by yourself
+mutable_cfg = 'https://download.openmmlab.com/mmrazor/v0.1/nas/detnas/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco/detnas_subnet_frcnn_shufflenetv2_fpn_1x_coco_bbox_backbone_flops-0.34M_mAP-37.5_20211222-67fea61f_mutable_cfg.yaml'  # noqa: E501
+
+algorithm = dict(mutable_cfg=mutable_cfg)