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fix and update 2.3.0 release note (PaddlePaddle#4899)
* fix typos: CRS -> CSR * remove ResNeXt class API from 2.3.0 release note
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docs/release_note_cn.md

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- 新增 4 个自动微分 API,11 个线性代数 API,21 个概率分布类 API,更好地支持科学计算、强化学习等场景。
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- 新增 11 个 稀疏张量计算 API,支持创建 COO、CRS 格式的 Sparse Tensor 以及与 Tensor 互相转换等基础功能。
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- 新增 11 个 稀疏张量计算 API,支持创建 COO、CSR 格式的 Sparse Tensor 以及与 Tensor 互相转换等基础功能。
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- 新增 9 个框架性能分析 API,以`paddle.profiler.Profiler`为核心,提供对训练、推理过程中性能数据的收集、导出和统计的功能。
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- 新增 7 个硬件设备管理 API,更好支持硬件相关信息获取。
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- 新增多个视觉、文本领域 API,方便复用 MobileNetV3, ResNeXt等骨干网络,实现快速组网。
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- 新增多个视觉、文本领域 API,方便复用 MobileNetV3, ResNeXt 等骨干网络,实现快速组网。
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### 飞桨高可复用算子库 PHI
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@@ -256,7 +256,7 @@ AssertionError: elu_ only support alpha >= 0, please use elu instead.
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- 新增 `paddle.vision.models.MobileNetV3Small``paddle.vision.models.MobileNetV3Large``paddle.vision.models.mobilenet_v3_small``paddle.vision.models.mobilenet_v3_large`,支持直接使用 MobileNetV3 模型。([#38653](https://github.com/PaddlePaddle/Paddle/pull/38653))
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- 新增 `paddle.vision.models.ResNeXt``paddle.vision.models.resnext50_32x4d``paddle.vision.models.resnext50_64x4d``paddle.vision.models.resnext101_32x4d``paddle.vision.models.resnext101_64x4d``paddle.vision.models.resnext152_32x4d``paddle.vision.models.resnext152_64x4d`,支持直接使用 ResNeXt 模型。([#36070](https://github.com/PaddlePaddle/Paddle/pull/36070))
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- 新增 `paddle.vision.models.resnext50_32x4d``paddle.vision.models.resnext50_64x4d``paddle.vision.models.resnext101_32x4d``paddle.vision.models.resnext101_64x4d``paddle.vision.models.resnext152_32x4d``paddle.vision.models.resnext152_64x4d`,支持直接使用 ResNeXt 模型。([#36070](https://github.com/PaddlePaddle/Paddle/pull/36070))
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- 新增 `paddle.vision.models.ShuffleNetV2``paddle.vision.models.shufflenet_v2_x0_25``paddle.vision.models.shufflenet_v2_x0_33``paddle.vision.models.shufflenet_v2_x0_5``paddle.vision.models.shufflenet_v2_x1_0``paddle.vision.models.shufflenet_v2_x1_5``paddle.vision.models.shufflenet_v2_x2_0``paddle.vision.models.shufflenet_v2_swish`,支持直接使用 ShuffleNetV2 模型。([#36067](https://github.com/PaddlePaddle/Paddle/pull/36067))
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- 新增 `paddle.text.ViterbiDecoder``paddle.text.viterbi_decode` Viterbi 解码 API,主要用于序列标注模型的预测。 ([#35778](https://github.com/PaddlePaddle/Paddle/pull/35778))
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- 新增 11 个 Sparse 类 API,支持创建 COO、CRS 格式的Sparse Tensor,与 Tensor 互相转换等基础功能:
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- 新增 11 个 Sparse 类 API,支持创建 COO、CSR 格式的Sparse Tensor,与 Tensor 互相转换等基础功能:
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- `paddle.sparse.sparse_coo_tensor`,创建 COO 格式的 Sparse Tensor。 ([#40780](https://github.com/PaddlePaddle/Paddle/pull/40780)
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docs/release_note_en.md

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- Add `paddle.vision.models.MobileNetV3Small`, `paddle.vision.models.MobileNetV3Large`, `paddle.vision.models.mobilenet_v3_small`, and `paddle.vision.models.mobilenet_v3_large`, to use MobileNetV3 models directly . ([#38653](https://github.com/PaddlePaddle/Paddle/pull/38653))
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- Add `paddle.vision.models.ResNeXt`, `paddle.vision.models.resnext50_32x4d`, `paddle.vision.models.resnext50_64x4d`, `paddle.vision.models. paddle.vision.models.resnext101_32x4d`, `paddle.vision.models.resnext101_64x4d`, `paddle.vision.models.resnext152_32x4d`, and `paddle.vision.models.resnext152_64x4d`, to use ResNeXt models directly. ([#36070](https://github.com/PaddlePaddle/Paddle/pull/36070))
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- Add `paddle.vision.models.resnext50_32x4d`, `paddle.vision.models.resnext50_64x4d`, `paddle.vision.models. paddle.vision.models.resnext101_32x4d`, `paddle.vision.models.resnext101_64x4d`, `paddle.vision.models.resnext152_32x4d`, and `paddle.vision.models.resnext152_64x4d`, to use ResNeXt models directly. ([#36070](https://github.com/PaddlePaddle/Paddle/pull/36070))
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- Add `paddle.vision.models.ShuffleNetV2`, `paddle.vision.models.shufflenet_v2_x0_25`, `paddle.vision.models.shufflenet_v2_x0_33`, `paddle.vision.models.shufflenet_v2_x0_5`, `paddle.vision.models.shufflenet_v2_x1_0`, `paddle.vision.models.shufflenet_v2_x1_5`, `paddle.vision.models.shufflenet_v2_x2_0`, and `paddle.vision.models.shufflenet_v2_swish`, to use ShuffleNetV2 models directly ([#36067](https://github.com/PaddlePaddle/Paddle/pull/36067))
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- Add `paddle.text.ViterbiDecoder`, and `paddle.text.viterbi_decode` Viterbi decoding API, mainly for sequence tagging model prediction. ([#35778](https://github.com/PaddlePaddle/Paddle/pull/35778))
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- Add 11 Sparse class APIs, to support basic functions, such as creating Sparse Tensor in COO and CRS formats, and add C++ inter-converting with Tensor.
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- Add 11 Sparse class APIs, to support basic functions, such as creating Sparse Tensor in COO and CSR formats, and add C++ inter-converting with Tensor.
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- `paddle.sparse.sparse_coo_tensor`,create Sparse Tensor in COO format. ([#40780](https://github.com/PaddlePaddle/Paddle/pull/40780)
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