diff --git a/RELEASE.md b/RELEASE.md index ec002074456..5e5f7c75b2a 100644 --- a/RELEASE.md +++ b/RELEASE.md @@ -2,6 +2,122 @@ [查看中文](./RELEASE_CN.md) +## MindSpore 2.0.0-alpha Release Notes + +### Major Features and Improvements + +#### PyNative + +- The default mode of MindSpore is switched to PyNative. If you want to manually set the mode, please refer to https://www.mindspore.cn/tutorials/zh-CN/master/advanced/compute_graph.html. +- Support dynamic shape without padding, three networks are supported as demos: Transformer-GPU, YOLOV5-GPU, ASR-Ascend. Transformer-GPU and YOLOV5-GPU can be downloaded from https://gitee.com/mindspore/models/tree/dynamic_shape. Only the following operators are available on Ascend backend：Add、Assign、BatchMatMul、BiasAdd、BiasAddGrad、Cast、Conv2D、Conv2DBackpropFilter、Conv2DBackpropInput、CTCLoss、Div、Dropout、DropoutDoMask、Equal、ExpandDims、Gather、GetNext、LayerNorm、LayerNormGrad、LessEqual、Load、Log、LogicalAnd、LogicalNot、LogicalOr、LogSoftmax、LogSoftmaxGrad、MatMul、Maximum、Mul、Neg、NotEqual、NPUAllocFloatStatus、NPUClearFloatStatus、OneHot、RealDiv、Reciprocal、ReduceMean、ReduceSum、ReLU、ReluGrad、Reshape、Select、Softmax、StridedSlice、Sub、Tile、Transpose、UnsortedSegmentSum、ZerosLike。The remaining operators have not been fully verified, please use them as appropriate. + +#### DataSet + +- The TFRecordDataset API can directly read TFRecord files compressed by GZIP or ZLIB. +- The NumpySliceDataset API can process data of different dimensions at the same time. +- Optimize the structure of error log to display more clear call stack information for debugging. +- Fixed `mindspore.dataset.config.set_seed` does not take effect for random seeds in distributed training scenarios. + +#### AutoParallel + +- Supports more operators with distributed implements. + + Element Wise Operators:AddN, BitwiseAnd, BitwiseOr, BitwiseXor, CumProd, HShrink, HSigmoid, IsFinite, Mish, MulNoNan, Rint, SeLU, SoftShrink, TruncateDiv, TruncateMod, Xdivy Xlogy, InplaceAdd, InplacSub, InplaceUpdate, Cdist, L2Loss, Lerp. + + Math Operators:SquaredDifference, Erfinv, MaskedFill, SplitV, Gamma, KLDivLoss, LinSpace. + + Scatter Operators:ScatterAdd,ScatterDiv,ScatterMax,ScatterMul,ScatterNdAdd,ScatterNdSub,ScatterNdUpdate,ScatterSub,TensorScatterAdd,TensorScatterDiv,TensorScatterMax,TensorScatterMax,TensorScatterMul,TensorScatterAdd,TensorScatterUpdate. + +- Add new apis `transform_checkpoints` and `transform_checkpoint_by_rank` to transfer the distributed checkpoint files by strategy files. Please refer to https://www.mindspore.cn/tutorials/experts/en/master/parallel/resilience_train_and_predict.html。 + +### API Change + +#### operator + +- [STABLE] Add operator primitive for `mindspore.ops.AdaptiveMaxPool3D`. +- [STABLE] Add operator primitive for `mindspore.ops.AdjustHue`. +- [STABLE] Add operator primitive for `mindspore.ops.BartlettWindow`. +- [STABLE] Add operator primitive for `mindspore.ops.BesselJ0`. +- [STABLE] Add operator primitive for `mindspore.ops.BesselJ1`. +- [STABLE] Add operator primitive for `mindspore.ops.BesselK0`. +- [STABLE] Add operator primitive for `mindspore.ops.BesselK0e`. +- [STABLE] Add operator primitive for `mindspore.ops.BesselK1`. +- [STABLE] Add operator primitive for `mindspore.ops.BesselK1e`. +- [STABLE] Add operator primitive for `mindspore.ops.BesselY0`. +- [STABLE] Add operator primitive for `mindspore.ops.BesselY1`. +- [STABLE] Add operator primitive for `mindspore.ops.Betainc`. +- [STABLE] Add operator primitive for `mindspore.ops.Bincount`. +- [STABLE] Add operator primitive for `mindspore.ops.BlackmanWindow`. +- [STABLE] Add operator primitive for `mindspore.ops.Bucketize`. +- [STABLE] Add operator primitive for `mindspore.ops.CombinedNonMaxSuppression`. +- [STABLE] Add operator primitive for `mindspore.ops.CompareAndBitpack`. +- [STABLE] Add operator primitive for `mindspore.ops.Complex`. +- [STABLE] Add operator primitive for `mindspore.ops.DataFormatVecPermute`. +- [STABLE] Add operator primitive for `mindspore.ops.Eig`. +- [STABLE] Add operator primitive for `mindspore.ops.EuclideanNorm`. +- [STABLE] Add operator primitive for `mindspore.ops.Expand`. +- [STABLE] Add operator primitive for `mindspore.ops.ExtractGlimpse`. +- [STABLE] Add operator primitive for `mindspore.ops.FillDiagonal`. +- [STABLE] Add operator primitive for `mindspore.ops.FractionalAvgPool`. +- [STABLE] Add operator primitive for `mindspore.ops.FractionalMaxPool`. +- [STABLE] Add operator primitive for `mindspore.ops.Gcd`. +- [STABLE] Add operator primitive for `mindspore.ops.HammingWindow`. +- [STABLE] Add operator primitive for `mindspore.ops.Histogram`. +- [STABLE] Add operator primitive for `mindspore.ops.HSVToRGB`. +- [STABLE] Add operator primitive for `mindspore.ops.Lcm`. +- [STABLE] Add operator primitive for `mindspore.ops.LeftShift`. +- [STABLE] Add operator primitive for `mindspore.ops.ListDiff`. +- [STABLE] Add operator primitive for `mindspore.ops.LogSpace`. +- [STABLE] Add operator primitive for `mindspore.ops.Lstsq`. +- [STABLE] Add operator primitive for `mindspore.ops.MatrixDiagPartV3`. +- [STABLE] Add operator primitive for `mindspore.ops.MatrixDiagV3`. +- [STABLE] Add operator primitive for `mindspore.ops.MatrixExp`. +- [STABLE] Add operator primitive for `mindspore.ops.MatrixPower`. +- [STABLE] Add operator primitive for `mindspore.ops.MaxPool3DWithArgmax`. +- [STABLE] Add operator primitive for `mindspore.ops.MaxUnpool2D`. +- [STABLE] Add operator primitive for `mindspore.ops.MultilabelMarginLoss`. +- [STABLE] Add operator primitive for `mindspore.ops.NextAfter`. +- [STABLE] Add operator primitive for `mindspore.ops.Orgqr`. +- [STABLE] Add operator primitive for `mindspore.ops.ReduceStd`. +- [STABLE] Add operator primitive for `mindspore.ops.ResizeNearestNeighborV2`. +- [STABLE] Add operator primitive for `mindspore.ops.RGBToHSV`. +- [STABLE] Add operator primitive for `mindspore.ops.RightShift`. +- [STABLE] Add operator primitive for `mindspore.ops.Roll`. +- [STABLE] Add operator primitive for `mindspore.ops.SampleDistortedBoundingBoxV2`. +- [STABLE] Add operator primitive for `mindspore.ops.ScaleAndTranslate`. +- [STABLE] Add operator primitive for `mindspore.ops.ScatterAddWithAxis`. +- [STABLE] Add operator primitive for `mindspore.ops.ScatterNdDiv`. +- [STABLE] Add operator primitive for `mindspore.ops.ScatterNdMax`. +- [STABLE] Add operator primitive for `mindspore.ops.ScatterNdMul`. +- [STABLE] Add operator primitive for `mindspore.ops.STFT`. +- [STABLE] Add operator primitive for `mindspore.ops.Trace`. +- [STABLE] Add operator primitive for `mindspore.ops.UpsampleNearest3D`. +- [STABLE] Add operator primitive for `mindspore.ops.UpsampleTrilinear3D`. +- [STABLE] Add distributed weight conversion interface `mindspore.parallel.transform_checkpoints`. +- [STABLE] Add distributed weight conversion interface `mindspore.parallel.transform_checkpoint_by_rank`. + +#### Backwards Incompatible Change + +##### Python API + +- The `mindspore.ms_function` interface is renamed to `mindspore.jit`, and `mindspore.ms_function` will be deprecated and removed in a future version. +- The `mindspore.ms_class` interface is renamed to `mindspore.jit_class`, and `mindspore.ms_class` will be deprecated and removed in a future version. +- The `mindspore.dataset.map` interface parameter `column_order` does not take effect, use`mindspore.dataset.project`. +- The `mindspore.dataset.close_pool` and `mindspore.dataset.to_device` and `mindspore.dataset.set_dynamic_columns` are deprecated and removed in this version. + +### Bug fixes + +- Fixed an issue where the mixed precision functional interface could not modify the backend driver in graph mode +- Fixed the problem that users can automatically transfer device_id in the single-P scenario for the following networks:（mobilenetv1/fasterrcnn/yolov3/yolov4/yolov5/unet/openpose/simplepose/crnn/gnmtv2/faceattribute/facequality/facedetection） + +### Contributors + +Thanks goes to these wonderful people: + +AGroupofProbiotocs, anzhengqi, askmiao, baihuawei, baiyangfan, bai-yangfan, bingyaweng, BowenK, buxue, caifubi, CaoJian, caojian05, caozhou, Cathy, changzherui, chenbo116, chenfei, chengxianbin, chenhaozhe, chenjianping, chenzomi, chenzupeng, chujinjin, cj, cjh9368, Corleone, damon0626, danish, Danish, davidmc, dayschan, doitH, dong-li001, fary86, fuzhiye, Gaoxiong, GAO_HYP_XYJ, gengdongjie, Gogery, gongdaguo, gray0v0, gukecai, guoqi, gzhcv, hangq, hanhuifeng2020, Harshvardhan, He, heleiwang, hesham, hexia, Hoai, HuangBingjian, huangdongrun, huanghui, huangxinjing, huqi, huzhifeng, hwjiaorui, Jiabin Liu, jianghui58, Jiaqi, jin-xiulang, jinyaohui, jjfeing, John, jonyguo, JulyAi, jzg, kai00, kingfo, kingxian, kpy, kswang, liuyongqi, laiyongqiang, leonwanghui, liangchenghui, liangzelang, lichen_101010, lichenever, lihongkang, lilei, limingqi107, ling, linqingke, Lin Xh, liubuyu, liuwenhao4, liuxiao78, liuxiao93, liuyang_655, liuzhongkai, Lixia, lixian, liyanliu, liyong, lizhenyu, luopengting, lvchangquan, lvliang, lz, maning202007, Margaret_wangrui, mengyuanli, Ming_blue, ms_yan, ougongchang, panfengfeng, panyifeng, Payne, Peilin, peixu_ren, Pengyongrong, qianlong, qianjiahong, r1chardf1d0, riemann_penn, rmdyh, Sheng, shenwei41, simson, Simson, Su, sunsuodong, tao_yunhao, tinazhang, VectorSL, , Wan, wandongdong, wangdongxu, wangmin, wangyue01, wangzhe, wanyiming, Wei, wenchunjiang, wilfChen, WilliamLian, wsc, wudenggang, wukesong, wuweikang, wuxuejian, Xiao Tianci, Xiaoda, xiefangqi, xinyunfan, xuanyue, xuyongfei, yanghaitao, yanghaitao1, yanghaoran, YangLuo, yangruoqi713, yankai, yanzhenxiang2020, yao_yf, yepei6, yeyunpeng, Yi, yoni, yoonlee666, yuchaojie, yujianfeng, yuximiao, zengzitao, Zhang, zhanghuiyao, zhanghui_china, zhangxinfeng3, zhangyihui, zhangz0911gm, zhanke, zhanyuan, zhaodezan, zhaojichen, zhaoting, zhaozhenlong, zhengjun10, zhiqwang, zhoufeng, zhousiyi, zhouyaqiang, zhouyifengCode, Zichun, Ziyan, zjun, ZPaC, wangfengwfwf, zymaa, gerayking, shu-kun-zhang. + +Contributions of any kind are welcome! + ## MindSpore 1.10.0 Release Notes ### Major Features and Improvements diff --git a/RELEASE_CN.md b/RELEASE_CN.md index 38b93cecc6f..89da564ad0e 100644 --- a/RELEASE_CN.md +++ b/RELEASE_CN.md @@ -2,6 +2,120 @@ [View English](./RELEASE.md) +## MindSpore 2.0.0-alpha Release Notes + +### 主要特性和增强 + +#### PyNative + +- MindSpore默认模式切换成PyNative模式。需要手动设置模式可以参考文档:https://www.mindspore.cn/tutorials/zh-CN/master/advanced/compute_graph.html +- 完成动态shape执行方案重构，提升反向构图性能，支持非padding方案的动态shape网络编程，当前主要验证网络Transformer-GPU、YOLOV5-GPU、ASR-Ascend。Transformer-GPU和YOLOV5-GPU可以从以下链接获取：https://gitee.com/mindspore/models/tree/dynamic_shape 。Ascend后端受算子适配度限制，只支持下列算子：Add、Assign、BatchMatMul、BiasAdd、BiasAddGrad、Cast、Conv2D、Conv2DBackpropFilter、Conv2DBackpropInput、CTCLoss、Div、Dropout、DropoutDoMask、Equal、ExpandDims、Gather、GetNext、LayerNorm、LayerNormGrad、LessEqual、Load、Log、LogicalAnd、LogicalNot、LogicalOr、LogSoftmax、LogSoftmaxGrad、MatMul、Maximum、Mul、Neg、NotEqual、NPUAllocFloatStatus、NPUClearFloatStatus、OneHot、RealDiv、Reciprocal、ReduceMean、ReduceSum、ReLU、ReluGrad、Reshape、Select、Softmax、StridedSlice、Sub、Tile、Transpose、UnsortedSegmentSum、ZerosLike。其余算子未经过完整验证, 请酌情使用。 + +#### DataSet + +- TFRecordDataset API支持直接读取通过GZIP或ZLIB压缩后的TFRecord文件。 +- NumpySliceDataset API支持同时处理不同维度的数据。 +- 优化错误日志信息的结构，展示更清晰的调用栈信息便于调试、定位问题。 +- 修复分布式训练场景下 `mindspore.dataset.config.set_seed` 对随机种子设置不生效的问题。 + +#### AutoParallel + +- 支持更多算子分布式能力。 + + Element Wise类算子：AddN、 BitwiseAnd、 BitwiseOr、 BitwiseXor、 CumProd、 HShrink、 HSigmoid、 IsFinite、 Mish、 MulNoNan、 Rint、 SeLU、 SoftShrink、 TruncateDiv、 TruncateMod、 Xdivy Xlogy、 InplaceAdd、 InplacSub、 InplaceUpdate、 Cdist、 L2Loss、 Lerp。 + + Math类算子：SquaredDifference、 Erfinv、 MaskedFill、 SplitV、 Gamma、 KLDivLoss、 LinSpace。Scatter类算子：ScatterAdd、ScatterDiv、ScatterMax、ScatterMul、ScatterNdAdd、ScatterNdSub、ScatterNdUpdate、ScatterSub、TensorScatterAdd、TensorScatterDiv、TensorScatterMax、TensorScatterMax、TensorScatterMul、TensorScatterAdd、TensorScatterUpdate。 + +- 增加`transform_checkpoints`和`transform_checkpoint_by_rank`接口。给定转换前后的策略文件，即可实现对分布式权重转换。详情可以参考：https://www.mindspore.cn/tutorials/experts/zh-CN/master/parallel/resilience_train_and_predict.html 。 + +### API变更 + +#### 算子 + +- [STABLE] `mindspore.ops.AdaptiveMaxPool3D` 新增算子原语。 +- [STABLE] `mindspore.ops.AdjustHue` 新增算子原语。 +- [STABLE] `mindspore.ops.BartlettWindow` 新增算子原语。 +- [STABLE] `mindspore.ops.BesselJ0` 新增算子原语。 +- [STABLE] `mindspore.ops.BesselJ1` 新增算子原语。 +- [STABLE] `mindspore.ops.BesselK0` 新增算子原语。 +- [STABLE] `mindspore.ops.BesselK0e` 新增算子原语。 +- [STABLE] `mindspore.ops.BesselK1` 新增算子原语。 +- [STABLE] `mindspore.ops.BesselK1e` 新增算子原语。 +- [STABLE] `mindspore.ops.BesselY0` 新增算子原语。 +- [STABLE] `mindspore.ops.BesselY1` 新增算子原语。 +- [STABLE] `mindspore.ops.Betainc` 新增算子原语。 +- [STABLE] `mindspore.ops.Bincount` 新增算子原语。 +- [STABLE] `mindspore.ops.BlackmanWindow` 新增算子原语。 +- [STABLE] `mindspore.ops.Bucketize` 新增算子原语。 +- [STABLE] `mindspore.ops.CombinedNonMaxSuppression` 新增算子原语。 +- [STABLE] `mindspore.ops.CompareAndBitpack` 新增算子原语。 +- [STABLE] `mindspore.ops.Complex` 新增算子原语。 +- [STABLE] `mindspore.ops.DataFormatVecPermute` 新增算子原语。 +- [STABLE] `mindspore.ops.Eig` 新增算子原语。 +- [STABLE] `mindspore.ops.EuclideanNorm` 新增算子原语。 +- [STABLE] `mindspore.ops.Expand` 新增算子原语。 +- [STABLE] `mindspore.ops.ExtractGlimpse` 新增算子原语。 +- [STABLE] `mindspore.ops.FillDiagonal` 新增算子原语。 +- [STABLE] `mindspore.ops.FractionalAvgPool` 新增算子原语。 +- [STABLE] `mindspore.ops.FractionalMaxPool` 新增算子原语。 +- [STABLE] `mindspore.ops.Gcd` 新增算子原语。 +- [STABLE] `mindspore.ops.HammingWindow` 新增算子原语。 +- [STABLE] `mindspore.ops.Histogram` 新增算子原语。 +- [STABLE] `mindspore.ops.HSVToRGB` 新增算子原语。 +- [STABLE] `mindspore.ops.Lcm` 新增算子原语。 +- [STABLE] `mindspore.ops.LeftShift` 新增算子原语。 +- [STABLE] `mindspore.ops.ListDiff` 新增算子原语。 +- [STABLE] `mindspore.ops.LogSpace` 新增算子原语。 +- [STABLE] `mindspore.ops.Lstsq` 新增算子原语。 +- [STABLE] `mindspore.ops.MatrixDiagPartV3` 新增算子原语。 +- [STABLE] `mindspore.ops.MatrixDiagV3` 新增算子原语。 +- [STABLE] `mindspore.ops.MatrixExp` 新增算子原语。 +- [STABLE] `mindspore.ops.MatrixPower` 新增算子原语。 +- [STABLE] `mindspore.ops.MaxPool3DWithArgmax` 新增算子原语。 +- [STABLE] `mindspore.ops.MaxUnpool2D` 新增算子原语。 +- [STABLE] `mindspore.ops.MultilabelMarginLoss` 新增算子原语。 +- [STABLE] `mindspore.ops.NextAfter` 新增算子原语。 +- [STABLE] `mindspore.ops.Orgqr` 新增算子原语。 +- [STABLE] `mindspore.ops.ReduceStd` 新增算子原语。 +- [STABLE] `mindspore.ops.ResizeNearestNeighborV2` 新增算子原语。 +- [STABLE] `mindspore.ops.RGBToHSV` 新增算子原语。 +- [STABLE] `mindspore.ops.RightShift` 新增算子原语。 +- [STABLE] `mindspore.ops.Roll` 新增算子原语。 +- [STABLE] `mindspore.ops.SampleDistortedBoundingBoxV2` 新增算子原语。 +- [STABLE] `mindspore.ops.ScaleAndTranslate` 新增算子原语。 +- [STABLE] `mindspore.ops.ScatterAddWithAxis` 新增算子原语。 +- [STABLE] `mindspore.ops.ScatterNdDiv` 新增算子原语。 +- [STABLE] `mindspore.ops.ScatterNdMax` 新增算子原语。 +- [STABLE] `mindspore.ops.ScatterNdMul` 新增算子原语。 +- [STABLE] `mindspore.ops.STFT` 新增算子原语。 +- [STABLE] `mindspore.ops.Trace` 新增算子原语。 +- [STABLE] `mindspore.ops.UpsampleNearest3D` 新增算子原语。 +- [STABLE] `mindspore.ops.UpsampleTrilinear3D` 新增算子原语。 +- [STABLE]`mindspore.parallel.transform_checkpoints` 新增分布式权重转换接口。 +- [STABLE]`mindspore.parallel.transform_checkpoint_by_rank` 新增分布式权重转换接口。 + +#### 非兼容性变更 + +##### Python API + +- `mindspore.ms_function`接口名替换为`mindspore.jit`，`mindspore.ms_function` 将在未来版本中弃用并删除。 +- `mindspore.ms_class`接口名替换为`mindspore.jit_class`，`mindspore.ms_class` 将在未来版本中弃用并删除。 +- `mindspore.dataset.map`接口参数 `column_order` 不再生效，使用`mindspore.dataset.project`替换。 +- `mindspore.dataset.close_pool`、`mindspore.dataset.to_device`、`mindspore.dataset.set_dynamic_columns` 接口在之前版本已废弃，当前版本正式删除。 + +### Bug fixes + +- 修复混合精度函数式接口在图模式下不能修改后端驱动的问题。 +- 修复以下网络在单P场景下用户可自动传入device_id（mobilenetv1/fasterrcnn/yolov3/yolov4/yolov5/unet/openpose/simplepose/crnn/gnmtv2/faceattribute/facequality/facedetection） 。 + +### 贡献者 + +感谢以下人员做出的贡献: + +AGroupofProbiotocs, anzhengqi, askmiao, baihuawei, baiyangfan, bai-yangfan, bingyaweng, BowenK, buxue, caifubi, CaoJian, caojian05, caozhou, Cathy, changzherui, chenbo116, chenfei, chengxianbin, chenhaozhe, chenjianping, chenzomi, chenzupeng, chujinjin, cj, cjh9368, Corleone, damon0626, danish, Danish, davidmc, dayschan, doitH, dong-li001, fary86, fuzhiye, Gaoxiong, GAO_HYP_XYJ, gengdongjie, Gogery, gongdaguo, gray0v0, gukecai, guoqi, gzhcv, hangq, hanhuifeng2020, Harshvardhan, He, heleiwang, hesham, hexia, Hoai, HuangBingjian, huangdongrun, huanghui, huangxinjing, huqi, huzhifeng, hwjiaorui, Jiabin Liu, jianghui58, Jiaqi, jin-xiulang, jinyaohui, jjfeing, John, jonyguo, JulyAi, jzg, kai00, kingfo, kingxian, kpy, kswang, liuyongqi, laiyongqiang, leonwanghui, liangchenghui, liangzelang, lichen_101010, lichenever, lihongkang, lilei, limingqi107, ling, linqingke, Lin Xh, liubuyu, liuwenhao4, liuxiao78, liuxiao93, liuyang_655, liuzhongkai, Lixia, lixian, liyanliu, liyong, lizhenyu, luopengting, lvchangquan, lvliang, lz, maning202007, Margaret_wangrui, mengyuanli, Ming_blue, ms_yan, ougongchang, panfengfeng, panyifeng, Payne, Peilin, peixu_ren, Pengyongrong, qianlong, qianjiahong, r1chardf1d0, riemann_penn, rmdyh, Sheng, shenwei41, simson, Simson, Su, sunsuodong, tao_yunhao, tinazhang, VectorSL, , Wan, wandongdong, wangdongxu, wangmin, wangyue01, wangzhe, wanyiming, Wei, wenchunjiang, wilfChen, WilliamLian, wsc, wudenggang, wukesong, wuweikang, wuxuejian, Xiao Tianci, Xiaoda, xiefangqi, xinyunfan, xuanyue, xuyongfei, yanghaitao, yanghaitao1, yanghaoran, YangLuo, yangruoqi713, yankai, yanzhenxiang2020, yao_yf, yepei6, yeyunpeng, Yi, yoni, yoonlee666, yuchaojie, yujianfeng, yuximiao, zengzitao, Zhang, zhanghuiyao, zhanghui_china, zhangxinfeng3, zhangyihui, zhangz0911gm, zhanke, zhanyuan, zhaodezan, zhaojichen, zhaoting, zhaozhenlong, zhengjun10, zhiqwang, zhoufeng, zhousiyi, zhouyaqiang, zhouyifengCode, Zichun, Ziyan, zjun, ZPaC, wangfengwfwf, zymaa, gerayking, shu-kun-zhang. + +欢迎以任何形式对项目提供贡献！ + ## MindSpore 1.10.0 Release Notes ### 主要特性和增强