Commit Graph

909 Commits (59c077746f062c43905d13fc72e4b5bebecc9af9)
 

Author SHA1 Message Date
Ma Zerun 0d8f918eaa
Bump version to v1.0.0rc5. (#1286) 2022-12-30 17:32:04 +08:00
Mr.Li 4f5350f365
[Doc] Fix typo. (#1281)
* [Fix] Fix imports in transforms. (#1255)

* fix import

* import from mmegine.utils

* 修复错别字

Co-authored-by: Xieyuan Zhang <25652281+Francis777@users.noreply.github.com>
2022-12-30 15:52:57 +08:00
Ezra-Yu 88e5ba28db
[Reproduce] Reproduce RepVGG Training Accuracy. (#1264)
* repr repvgg

* add VisionRRC

* uodate repvgg configs

* add BCD seriers cfgs

* add cv backend config

* add vision configs

* add L2se configs

* add ra configs

* add num-works configs

* add num-works configs

* configs

* update README

* rm extra config

* reset un-needed changes

* update

* reset pbn

* update readme

* update code

* update code

* refine doc
2022-12-30 15:49:56 +08:00
WINDSKY45 e0e6a1f1ae
[Docs] Fix typo. (#1285) 2022-12-30 15:21:51 +08:00
QINGTIAN 74743ef588
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253)
* add efficientnet_v2.py

* add efficientnet_v2 in __init__.py

* add efficientnet_v2_s base config file

* add efficientnet_v2 config file

* add efficientnet_v2 config file

* update tuple output

* update config file

* update model file

* update model file

* update model file

* update config file

* update model file

* update config file

* update model file

* update model file

* update model file

* update model file

* update model file

* update config file

* update config file

* update model file

* update model file

* update model file

* update model file

* update model config file

* Update efficientnet_v2.py

* add config file and modify arch

* add config file and modify arch

* add the file about convert_pth from timm to mmcls

* update efficientnetv2 model file with mmcls style

* add the file about convert_pth from timm to mmcls

* add the file about convert_pth from timm to mmcls

* update convert file

* update model file

* update convert file

* update model file

* update model file

* update model file

* add metefile and README

* Update tools/model_converters/efficientnetv2-timm_to_mmcls.py

Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>

* update model file and convert file

* update model file and convert file

* update model file and convert file

* update model file and convert file

* update model file

* update model file

* update model file

* update config file and README file

* update metafile

* Update efficientnetv2_to_mmcls.py

* update model-index.yml

* update metafile.yml

* update b0 and s train pipeline

* update b0 and s train pipeline

* update b0 and s train pipeline

* add test_efficientnet_v2

* update test_efficientnet_v2

* update model file docs

* update test_efficientnet_v2

* update test_efficientnet_v2

* add efficientnet_v2.py

* add efficientnet_v2 in __init__.py

* add efficientnet_v2_s base config file

* add efficientnet_v2 config file

* add efficientnet_v2 config file

* update tuple output

* update config file

* update model file

* update model file

* update model file

* update model file

* update config file

* update config file

* update model file

* update model file

* update model file

* update model file

* update model file

* update config file

* update config file

* update model file

* update model file

* update model file

* update model file

* update model config file

* Update efficientnet_v2.py

* add config file and modify arch

* add config file and modify arch

* add the file about convert_pth from timm to mmcls

* update efficientnetv2 model file with mmcls style

* add the file about convert_pth from timm to mmcls

* add the file about convert_pth from timm to mmcls

* update convert file

* update model file

* update convert file

* update model file

* update model file

* update model file

* add metefile and README

* Update tools/model_converters/efficientnetv2-timm_to_mmcls.py

Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>

* update model file and convert file

* update model file and convert file

* update model file and convert file

* update model file and convert file

* update model file

* update model file

* update model file

* update config file and README file

* update metafile

* Update efficientnetv2_to_mmcls.py

* update model-index.yml

* update metafile.yml

* update b0 and s train pipeline

* update b0 and s train pipeline

* update b0 and s train pipeline

* add test_efficientnet_v2

* update test_efficientnet_v2

* update model file docs

* update test_efficientnet_v2

* update test_efficientnet_v2

* pass pre-commit hook

* refactor efficientnetv2

* refactor efficientnetv2

* update readme, metafile and weight links

* update model-index.yml

* fix lint

* fix typo

* Update efficientnetv2-b1_8xb32_in1k.py

* Update efficientnetv2-b2_8xb32_in1k.py

* Update efficientnetv2-b3_8xb32_in1k.py

* update two moduals and model file

* update modual file

* update accuracys

* update accuracys

* update metafile

* fix build docs

* update links

* update README.md

Co-authored-by: qingtian <459291290@qq.com>
Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
Ma Zerun 9038c1c255
[Feature] Support TTA and add `--tta` in `tools/test.py`. (#1161)
* [Feature] Support TTA and add `--tta` in `tools/test.py`.

* Add unit tests.

* Rename the TTA model to `AverageClsScoreTTA`.
2022-12-30 11:46:17 +08:00
Colle bac181f393
[Feature] Support Multi-task. (#1229)
* unit test for multi_task_head

* [Feature] MultiTaskHead (#628, #481)

* [Fix] lint for multi_task_head

* [Feature] Add `MultiTaskDataset` to support multi-task training.

* Update MultiTaskClsHead

* Update docs

* [CI] Add test mim CI. (#879)

* [Fix] Remove duplicated wide-resnet metafile.

* [Feature] Support MPS device. (#894)

* [Feature] Support MPS device.

* Add `auto_select_device`

* Add unit tests

* [Fix] Fix Albu crash bug. (#918)

* Fix albu BUG: using albu will cause the label from array(x) to array([x]) and crash the trainning

* Fix common

* Using copy incase potential bug in multi-label tasks

* Improve coding

* Improve code logic

* Add unit test

* Fix typo

* Fix yapf

* Bump version to 0.23.2. (#937)

* [Improve] Use `forward_dummy` to calculate FLOPS. (#953)

* Update README

* [Docs] Fix typo for wrong reference. (#1036)

* [Doc] Fix typo in tutorial 2 (#1043)

* [Docs] Fix a typo in ImageClassifier (#1050)

* add mask to loss

* add another pipeline

* adpat the pipeline if there is no mask

* switch mask and task

* first version of multi data smaple

* fix problem with attribut by getattr

* rm img_label suffix, fix 'LabelData' object has no attribute 'gt_label'

* training  without evaluation

* first version work

* add others metrics

* delete evaluation from dataset

* fix linter

* fix linter

* multi metrics

* first version of test

* change evaluate metric

* Update tests/test_models/test_heads.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update tests/test_models/test_heads.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* add tests

* add test for multidatasample

* create a generic test

* create a generic test

* create a generic test

* change multi data sample

* correct test

* test

* add new test

* add test for dataset

* correct test

* correct test

* correct test

* correct test

* fix : #5

* run yapf

* fix linter

* fix linter

* fix linter

* fix isort

* fix isort

* fix docformmater

* fix docformmater

* fix linter

* fix linter

* fix data sample

* Update mmcls/structures/multi_task_data_sample.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/structures/multi_task_data_sample.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/structures/multi_task_data_sample.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/structures/multi_task_data_sample.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/structures/multi_task_data_sample.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/structures/multi_task_data_sample.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update tests/test_structures/test_datasample.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/structures/multi_task_data_sample.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update tests/test_structures/test_datasample.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update tests/test_structures/test_datasample.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* update data sample

* update head

* update head

* update multi data sample

* fix linter

* fix linter

* fix linter

* fix linter

* fix linter

* fix linter

* update head

* fix problem we don't  set pred or  gt

* fix problem we don't  set pred or  gt

* fix problem we don't  set pred or  gt

* fix linter

* fix : #2

* fix : linter

* update multi head

* fix linter

* fix linter

* update data sample

* update data sample

* fix ; linter

* update test

* test pipeline

* update pipeline

* update test

* update dataset

* update dataset

* fix linter

* fix linter

* update formatting

* add test for multi-task-eval

* update formatting

* fix linter

* update test

* update

* add test

* update metrics

* update metrics

* add doc for functions

* fix linter

* training for multitask 1.x

* fix linter

* run flake8

* run linter

* update test

* add mask in evaluation

* update metric doc

* update metric doc

* Update mmcls/evaluation/metrics/multi_task.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/evaluation/metrics/multi_task.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/evaluation/metrics/multi_task.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/evaluation/metrics/multi_task.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/evaluation/metrics/multi_task.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* Update mmcls/evaluation/metrics/multi_task.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* update metric doc

* update metric doc

* Fix cannot import name MultiTaskDataSample

* fix test_datasets

* fix test_datasets

* fix linter

* add an example of multitask

* change name of configs dataset

* Refactor the multi-task support

* correct test and metric

* add test to multidatasample

* add test to multidatasample

* correct test

* correct metrics and clshead

* Update mmcls/models/heads/cls_head.py

Co-authored-by: Colle <piercus@users.noreply.github.com>

* update cls_head.py documentation

* lint

* lint

* fix: lint

* fix linter

* add eval mask

* fix documentation

* fix: single_label.py back to 1.x

* Update mmcls/models/heads/multi_task_head.py

Co-authored-by: Ma Zerun <mzr1996@163.com>

* Remove multi-task configs.

Co-authored-by: mzr1996 <mzr1996@163.com>
Co-authored-by: HinGwenWoong <peterhuang0323@qq.com>
Co-authored-by: Ming-Hsuan-Tu <alec.tu@acer.com>
Co-authored-by: Lei Lei <18294546+Crescent-Saturn@users.noreply.github.com>
Co-authored-by: WRH <12756472+wangruohui@users.noreply.github.com>
Co-authored-by: marouaneamz <maroineamil99@gmail.com>
Co-authored-by: marouane amzil <53240092+marouaneamz@users.noreply.github.com>
2022-12-30 10:36:00 +08:00
Rongjie Li 5b266d9e7c
[Feature] Add clip backbone. (#1258)
* clip backbone added

* passed precommit

* update readme

* update according to PR review

* add missing file

* add unittest

* refine metafile

* refine metafile and readme for readdocs

* refine metafile

* refine metafile

* Update metafile

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-12-22 16:33:57 +08:00
Wangbo Zhao(黑色枷锁) 14dcb69092
[Feature] Add mixmim backbone with checkpoints. (#1224)
* add mixmim backbone

* add mixmim inference

* add docstring, metafile, test and modify readme

* Update README and metafile

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-12-20 16:52:54 +08:00
Ma Zerun 7dcf34533d
[Docs] Update TinyViT links. (#1277) 2022-12-20 16:22:31 +08:00
Songyang Zhang 5547f4cac4
[Feature] Add TinyViT for dev-1.x. (#1042)
* [Feature] add TinyViT for dev-1.x

* [Feature] update readme

* fix lint error

* refactor the code

* [Update] update the args

* [Update] add unit test and fix bugs

* Rename the configuration file

* delete invalid files

* [Feature] update tinyvit readme

* [Feature] update tinyvit readme

* [Feature] update metafile

* Update tinyvit metafile
2022-12-20 13:04:00 +08:00
takuoko 9e82db6032
[Enhance] Support ConvNeXt More Weights. (#1240)
* convnext more weights

* Update metafile and README

* Fix link

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-12-19 17:17:57 +08:00
Ma Zerun 3006fa26ab
[Fix] Fix CAM visualization. (#1248) 2022-12-19 13:54:52 +08:00
Ma Zerun b63515111b
[Reproduce] Update ConvNeXt config files. (#1256)
* Update ConvNeXt training configs.

* Update ConvNeXt network.

* Update metafile and README.

* Update README
2022-12-19 13:54:24 +08:00
Ma Zerun 0e4163668f
[Feature] Add some scripts for development. (#1257)
* [Feature] Add some scripts for development.

* Add `generate_readme.py`.

* Update according to comments
2022-12-19 13:53:13 +08:00
Ma Zerun 6ea59bd846
[Fix] Fix the requirements and lazy register mmcls models. (#1275) 2022-12-19 13:01:11 +08:00
Xieyuan Zhang e9f9bb200e
[Fix] Fix imports in transforms. (#1255)
* fix import

* import from mmegine.utils
2022-12-19 13:00:48 +08:00
Ma Zerun 46af7d3ed2
[CI] Update CI to test PyTorch 1.13.0. (#1260) 2022-12-14 13:47:32 +08:00
takuoko 2535c1ecd7
[Feature] Support EVA. (#1239)
* add eva

* add eva

* add eva

* sklearn -> scikit-learn

* add large

* Update model names and links.

* Fix resize pos embed error when loading fp16 weight.

* Remove verbose configs.

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-12-14 13:21:33 +08:00
Songyang Zhang 210373c093
[Feature] Implementation of RevViT. (#1127)
* [Feature] implement rev-vit network

* can reproduce the RevViT-Small accuracy 79.9

* update

* [Feature] update revvit

* [Feature] update revvit readme

* Update links

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-12-14 11:46:39 +08:00
Ezra-Yu 1c6b077bb1
[Project] Add ACCV workshop 1st Solution. (#1245)
* add accv workshop 1st project

* update projects

* update projects

* fix lint

* Update projects/fgia_accv2022_1st/README.md

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>

* Update projects/fgia_accv2022_1st/README.md

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>

* Update projects/fgia_accv2022_1st/README.md

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>

* update

* Update projects/fgia_accv2022_1st/README.md

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>

* Update projects/fgia_accv2022_1st/README.md

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>

* Update projects/fgia_accv2022_1st/README.md

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>

* update

* Update projects/fgia_accv2022_1st/README.md

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>

* Update projects/fgia_accv2022_1st/README.md

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>

* Update projects/fgia_accv2022_1st/README.md

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>

* Update projects/fgia_accv2022_1st/README.md

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>

* update

* update

* update

Co-authored-by: Yuan Liu <30762564+YuanLiuuuuuu@users.noreply.github.com>
2022-12-12 18:55:09 +08:00
Ma Zerun ea53bce580
[Project] Add Example project. (#1254) 2022-12-12 17:57:09 +08:00
mzr1996 458ac4c89a Merge remote-tracking branch 'origin/dev-1.x' into 1.x 2022-12-06 18:00:59 +08:00
Ma Zerun 12eca5b94a
Bump version to v1.0.0rc4. (#1243)
* Bump version to v1.0.0rc4

* Update according to comments
2022-12-06 18:00:01 +08:00
kitecats ef3610d962
[Bug] Fix `reparameterize_model.py` doesn't save meta info. (#1221)
* fix reparameterize_model.py don't save meta info

* fix error

* Fix symbol link

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-12-06 17:06:31 +08:00
Ma Zerun a4ec2799d6
[Docs] Update install tutorial. (#1223)
* [Docs] Update install tutorial.

* Update collapsed sections.

* Update requirements

* Update install tutorial.
2022-12-06 17:00:32 +08:00
Ma Zerun c127c474b9
[Feature] Support getting model from the name defined in the model-index file. (#1236)
* [Feature] Support getting model from the name defined in the model-index file.

* Add unit tests.

* Prevent import `timm` if the `TIMMBackbone` is not used.

* Fix Windows CI.

* Move `init_model` to `mmcls.apis.hub`, and support pass nn.Module to all
model components.

* Fix requirements

* Rename `hub.py` to `model.py` and add unit tests.
2022-12-06 17:00:22 +08:00
Jiahao Wang d990982fc0
[Docs] Update MobileNetv2 & MobileNetv3 readme. (#1222)
* update mobilenetv2/v3 doc

* update mobilenetv2/v3 doc

* update mobilenetv2/v3 doc
2022-12-06 11:53:03 +08:00
Yixiao Fang df2f122daa
[Fix] Fix dict update in BeIT. (#1234)
* fix dict update

* remove breakpoint

* fix key error

* fix lint

* update

* update
2022-12-05 17:59:36 +08:00
Ma Zerun 7b9a1010f5
[Enhance] Support evaluate on both EMA and non-EMA models. (#1204)
* [Enhance] Support evaluate on both EMA and original models.

* Fix lint
2022-12-05 14:16:12 +08:00
Yixiao Fang d80ec5a4b8
[Refactor] Refactor BEiT backbone and support v1/v2 inference. (#1144)
* refactor beit backbone

* use LinearClsHead

* fix mean and std value

* fix lint

* support inference if beit-v2

* update encoder layer and init

* update

* add ut

* add prepare_relative_position_bias_table function

* add cls_token

* fix lint

* add pos_embed check

* update metafile and readme

* update weights link

* update link of weights

* update metafile

* update

* update docstrings

* update according to review

* rename readme

* update docstring

* fix lint
2022-11-29 12:56:33 +08:00
mzr1996 35fb03a577 Remove wrong files. 2022-11-25 09:54:36 +08:00
Ma Zerun f9be21ab74
[Docs] Add version selection in the banner. (#1217)
* [Docs] Add version selection in the banner.

* Small fix.
2022-11-23 13:38:23 +08:00
mzr1996 75e502ed75 Update Chinese translation. 2022-11-22 15:19:03 +08:00
mzr1996 a4cfd55dd2 Update chinese translation. 2022-11-22 11:39:49 +08:00
mzr1996 44d2886422 [Docs] Add some Chinese translation for API pages. 2022-11-22 09:49:39 +08:00
Ma Zerun 13ff394985
Bump version to v1.0.0rc3. (#1211)
* Bump version to v1.0.0rc3

* Update pre-commit hook
2022-11-21 18:21:48 +08:00
Ezra-Yu b0007812d6
[Enhance] Enhance ArcFaceClsHead. (#1181)
* update arcface

* fix unit tests

* add adv-margins

add adv-margins

update arcface

* rebase

* update doc and fix ut

* rebase

* update code

* rebase

* use label data

* update set-margins

* Modify Arcface related method names.

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-11-21 18:10:39 +08:00
takuoko 4fb44f8770
[Feature] EfficientNets NoisyStudent & L2. (#1122)
* add mvit 21k

* add mvit 21k

* add effnet noisy student

* Revert "add mvit 21k"

This reverts commit f51067c559.

* revert mvit pr

* update link and readme

* update readme

* update l2 link

* update link

Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-11-21 16:57:13 +08:00
marouane amzil 743ca2d602
[Fix] Fix the torchserve. (#1143)
* rebase

* update docker and rm deprecated deployment tools

* update docs

* rebase

Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-11-21 11:18:42 +08:00
Ma Zerun 940a06f645
[Refactor] Refactor to use new fileio API in MMEngine. (#1176)
* [Refactor] Refactor to use new fileio API in MMEngine.

* Add comment about why use `backend`
2022-11-21 10:56:35 +08:00
Ezra-Yu 4969830c8a
[Enhance] Reproduce mobileone training accuracy. (#1191)
* add switch hook and UTs

* update doc

* update doc

* fix lint

* fix ci

* fix ci

* fix typo

* fix ci

* update configs names

* update configs

* update configs

* update links

* update readme

* update vis_scheduler

* update metafile

* update configs

* rebase

* fix ci

* rebase
2022-11-21 10:43:34 +08:00
Hubert 629f6447ef
[Feature] Migrate CSRA head to 1.x. (#1177)
* [Feat] add csra to 1x

* minor fix

* add voc metrics

* refine

* add unittest

* minor fix

* add more comments

* Fix docs and metafile.

* Fix docs.

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-11-21 10:39:16 +08:00
Ma Zerun 0e8cfa6286
[Docs] Add not-found page extension. (#1207)
* [Docs] Add not-found page extension.

* Mock rich during generate docs.

* Fix multiple broken links in docs.

* Fix "right" to "left".
2022-11-21 10:34:05 +08:00
Jiahao Wang 72c6bc4864
[Feature] Support RepLKnet backbone. (#1129)
* update replknet configs

* update replknet test

* update replknet model

* update replknet model

* update replknet model

* update replknet model

* Fix docs and config names

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-11-21 10:18:58 +08:00
Ezra-Yu c3c1cb93aa
[Feature] Add Switch Recipe Hook. (#1101)
* add switch hook and UTs

* update doc

* update doc

* fix lint

* fix ci

* fix ci

* fix typo

* fix ci

* switchTrainAugHook to switchRecipeHook

* fix lint

* Refactor the `SwitchRecipeHook`.

* Fix windows CI

* Fix windows CI

* Fix windows CI.

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-11-18 18:12:03 +08:00
Songyang Zhang f458bf5a64
[Docs] update visualization doc. (#1160)
* [Docs] update visualization doc

* update doc

* update folder

* update analysis

* Update print config tool

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-11-18 12:44:55 +08:00
XingyuXie e51ecfb129
[Feature] Add adan optimizer. (#1180)
* add adan optimizer

* uppdate adan optimizer

* uppdate adan optimizer

* uppdate adan optimizer

* uppdate adan optimizer

* uppdate adan optimizer

* uppdate adan optimizer

* uppdate adan optimizer

* uppdate adan optimizer

* uppdate adan optimizer

* uppdate init
2022-11-17 08:11:25 +08:00
takuoko c4f3883a22
[Feature] Support DaViT. (#1105)
* add davit

* fix mixup config

* convert scripts

* lint

* test

* test

* Add checkpoint links.

Co-authored-by: mzr1996 <mzr1996@163.com>
2022-11-16 17:23:55 +08:00
Hubert 992d13e772
[Enhance] add deleting params info in swinv2. (#1142) 2022-11-14 17:07:21 +08:00