Thanks goes to these wonderful people:
Congli Gao, Longfei Li, Yongxiong Liang, Chongming Liu, Pengting Luo, Yanming Miao, Gongchang Ou, Kai Wen, Yue Wang, Lihua Ye, Ximiao Yu, Yunshu Zhang, Ning Ma, Yihui Zhang, Hong Sheng, Ran Mo, Zhaohong Guo, Tianshu Liang, Shuqiang Jiang, Yanjun Peng, Haitao Yang, Jiabin Liu, Han Gao, Xiaohui Li, Ngaifai Ng, Hui Pan, Weifeng Huang, Yifan Xia, Xuefeng Feng, Yanxi Wei, Yufeng Lv, Maohua He, Chuting Liu, Jiaxing Zhu, Yuanwei Song.
Special thanks to Zhiyong Wang, Zhongwei Wang, Rusheng Pan, Yating Wei, Luoxuan Weng, Rongchen Zhu, Jingli Xu, Qinxian Liu, Haozhe Feng, Tong Xu, etc., from State Key Lab of CAD&CG, Zhejiang University led by Prof. Wei Chen, for their contributions of innovative frontend and interaction technology to support strategy perception including Computational Graph Exploration module, Parallel Strategy Analysis module, etc.
Contributions of any kind are welcome!
reviously, we don't set memory limit for offline debugger. In order to use offline debugger in limited environment, we provide with memory limit options when start MindInsight server. View the Offline Debugger Tutorial.
New start command options:
Name | Attribute | Description | Type | Default Value | Range |
---|---|---|---|---|---|
-offline-debugger-mem-limit |
Optional | Specifies the maximum memory limit of a single offline debugger session. When the offline debugger cannot be executed due to insufficient memory, set it according to the device memory. | Integer | 16*1024 | 6*1024~The upper limit of int32 |
--max-offline-debugger-session-num |
Optional | Specifies the maximum session number of the offline debugger. The session number refers to the amount of training jobs that can be debugged at the same time. | Integer | 2 | 1~2 |
Thanks goes to these wonderful people:
Congli Gao, Longfei Li, Yongxiong Liang, Chongming Liu, Pengting Luo, Yanming Miao, Gongchang Ou, Kai Wen, Yue Wang, Lihua Ye, Ximiao Yu, Yunshu Zhang, Ning Ma, Yihui Zhang, Hong Sheng, Ran Mo, Zhaohong Guo, Tianshu Liang, Shuqiang Jiang, Yanjun Peng, Haitao Yang, Jiabin Liu, Han Gao, Xiaohui Li, Ngaifai Ng, Hui Pan, Weifeng Huang, Yifan Xia, Xuefeng Feng, Yanxi Wei, Yufeng Lv, Maohua He, Chuting Liu.
Determine whether collect memory information while profiling.Default is False.
Determine whether collect communication performance information while profiling.Default is False.
NA
Thanks goes to these wonderful people:
Congli Gao, Longfei Li, Yongxiong Liang, Chongming Liu, Pengting Luo, Yanming Miao, Gongchang Ou, Kai Wen, Yue Wang, Lihua Ye, Ximiao Yu, Yunshu Zhang, Ning Ma, Yihui Zhang, Hong Sheng, Ran Mo, Zhaohong Guo, Tianshu Liang, Shuqiang Jiang, Yanjun Peng, Haitao Yang, Jiabin Liu, Han Gao, Xiaohui Li, Ngaifai Ng, Hui Pan, Weifeng Huang, Yifan Xia, Xuefeng Feng, Yanxi Wei.
export_options
for SummaryCollector
and SummaryRecord
(!10881)Perform custom operations on the export data. You can customize the export data with a dictionary. For example, you can set {'tensor_format': 'npy'}
to export tensor as npy file.
raise_exception
for SummaryRecord
(!10436)The parameter raise_exception
determines whether to throw an exception when an exception occurs.
register_uncertainty
for explainer.ImageClassificationRunner
(!11309)register_uncertainty
helps register uncertainty instance to compute the epistemic uncertainty base on the Bayes’ theorem.
register_hierarchical_occlusion
for explainer.ImageClassificationRunner
(!11309)register_hierarchical_occlusion
helps register hierarchical occlusion instances.
MindConverter
removes support for pth format model, --project_path
deleted(!1253:Remove PTH port in mindconverter.)The pth format model is not supported anymore, please use ONNX to migrate.
Thanks goes to these wonderful people:
Congli Gao, Longfei Li, Yongxiong Liang, Chongming Liu, Pengting Luo, Yanming Miao, Gongchang Ou, Kai Wen, Yue Wang, Lihua Ye, Ximiao Yu, Yunshu Zhang, Ning Ma, Yihui Zhang, Hong Sheng, Ran Mo, Zhaohong Guo, Tianshu Liang, Shuqiang Jiang, Yanjun Peng, Haitao Yang, Jiabin Liu, Han Gao, Xiaohui Li, Ngaifai Ng, Hui Pan, Weifeng Huang, Yifan Xia, Xuefeng Feng, Yanxi Wei.
Contributions of any kind are welcome!
Provide explanations and their benchmarks for image classification deep CNN models.
--enable_debugger
: Support both 1 and True (!1051:fix argument and add default node)ENABLE_MS_DEBUGGER
: Support both 1 and True (!10199)parse_summary
: Add parse_summary function to convert summary file to image file and csv file (!774:support parse_summary function)Thanks goes to these wonderful people:
Congli Gao, Jianfeng Zhu, Zhenzhong Kou, Longfei Li, Yongxiong Liang, Chongming Liu, Pengting Luo, Yanming Miao, Gongchang Ou, Yongxiu Qu, Luyu Qiu, Kai Wen, Yue Wang, Lihua Ye, Ximiao Yu, Yunshu Zhang, Ning Ma, Yihui Zhang, Shuide Wang, Hong Sheng, Ran Mo, Zhaohong Guo, Hui Pan, Weining Wang, Weifeng Huang, Yifan Xia, Chen Cao, Ngaifai Ng, Xiaohui Li, Yi Yang, Luyu Qiu, Yunpeng Wang, Yuhan Shi, Yanxi Wei.
Contributions of any kind are welcome!
Thanks goes to these wonderful people:
Congli Gao, Jianfeng Zhu, Zhenzhong Kou, Hongzhang Li, Longfei Li, Yongxiong Liang, Chongming Liu, Pengting Luo, Yanming Miao, Gongchang Ou, Yongxiu Qu, Luyu Qiu, Kai Wen, Yue Wang, Lihua Ye, Ximiao Yu, Yunshu Zhang, Ning Ma, Yihui Zhang, Shuide Wang, Hong Sheng, Ran Mo, Zhaohong Guo, Hui Pan, Junyan Qin, Weining Wang, Weifeng Huang, Yifan Xia.
Contributions of any kind are welcome!
Thanks goes to these wonderful people:
Congli Gao, Weifeng Huang, Zhenzhong Kou, Hongzhang Li, Longfei Li, Yongxiong Liang, Chongming Liu, Pengting Luo, Yanming Miao, Gongchang Ou, Yongxiu Qu, Hui Pan, Luyu Qiu, Junyan Qin, Kai Wen, Weining Wang, Yue Wang, Zhuanke Wu, Yifan Xia, Lihua Ye, Weibiao Yu, Ximiao Yu, Yunshu Zhang, Ting Zhao, Jianfeng Zhu, Ning Ma, Yihui Zhang, Shuide Wang, Hong Sheng, Lin Pan, Ran Mo.
Contributions of any kind are welcome!
Thanks goes to these wonderful people:
Congli Gao, Weifeng Huang, Zhenzhong Kou, Hongzhang Li, Longfei Li, Yongxiong Liang, Chongming Liu, Pengting Luo, Yanming Miao, Gongchang Ou, Yongxiu Qu, Hui Pan, Luyu Qiu, Junyan Qin, Kai Wen, Weining Wang, Yue Wang, Zhuanke Wu, Yifan Xia, Lihua Ye, Weibiao Yu, Ximiao Yu, Yunshu Zhang, Ting Zhao, Jianfeng Zhu, Ning Ma, Yihui Zhang, Shuide Wang.
Contributions of any kind are welcome!
SummaryCollector
to log most commonly visualization event.SummaryStep
, TrainLineage
and EvalLineage
.SummaryRecord
provide new API add_value
to collect data into cache for summary persistence.SummaryRecord
provide new API set_mode
to distinguish summary persistence mode at different stages.mindspore.dataset.engine.Schema
(!2185:Fix the issue to adapt numpy higher than 1.20.0).Thanks goes to these wonderful people:
Chao Chen, Congli Gao, Ye Huang, Weifeng Huang, Zhenzhong Kou, Hongzhang Li, Longfei Li, Yongxiong Liang, Chongming Liu, Pengting Luo, Yanming Miao, Gongchang Ou, Yongxiu Qu, Hui Pan, Luyu Qiu, Junyan Qin, Kai Wen, Weining Wang, Yue Wang, Zhuanke Wu, Yifan Xia, Lihua Ye, Weibiao Yu, Ximiao Yu, Yunshu Zhang, Ting Zhao, Jianfeng Zhu.
Contributions of any kind are welcome!
SummaryRecord
.LineageCacheItemUpdater
(!114:fix load data thread stuck in LineageCacheItemUpdater).Thanks goes to these wonderful people:
Chao Chen, Congli Gao, Ye Huang, Weifeng Huang, Zhenzhong Kou, Hongzhang Li, Longfei Li, Yongxiong Liang, Pengting Luo, Yanming Miao, Gongchang Ou, Yongxiu Qu, Hui Pan, Luyu Qiu, Junyan Qin, Kai Wen, Weining Wang, Yue Wang, Zhuanke Wu, Yifan Xia, Weibiao Yu, Ximiao Yu, Ting Zhao, Jianfeng Zhu.
Contributions of any kind are welcome!
HistogramSummary
and MindInsight to record and visualize distribution info of tensors. See our tutorial for details.list_summary_directories
(!11:Reduce cyclomatic complexity of list_summary_directories).Thanks goes to these wonderful people:
Ye Huang, Weifeng Huang, Zhenzhong Kou, Pengting Luo, Hongzhang Li, Yongxiong Liang, Gongchang Ou, Hui Pan, Luyu Qiu, Junyan Qin, Kai Wen, Weining Wang, Yifan Xia, Yunshu Zhang, Ting Zhao
Contributions of any kind are welcome!
Training process observation
Training result tracing