ai-operator-standard 优化器算子接口 框架版本： Tensorflow：2.9.0 PyTorch：1.11.0 算子 TensorFlow PyTorch MindSpore Paddle sgd tf.keras.optimizers.SGD torch.optim.SGD momentum tf.keras.optimizers.SGD torch.optim.SGD adagrad tf.keras.optimizers.Adagrad torch.optim.Adagrad adadelta tf.keras.optimizers.Adadelta torch.optim.Adadelta rmsprop tf.keras.optimizers.RMSprop torch.optim.RMSprop centeredrmsprop tf.raw_ops.ApplyCenteredRMSProp / adam tf.keras.optimizers.Adam torch.optim.Adam adamax tf.keras.optimizers.Adamax torch.optim.Adamax 图像处理算子接口 框架版本： Tensorflow：2.9.0 PyTorch：1.11.0 torchvision：0.12 算子 TensorFlow PyTorch MindSpore Paddle adjust_brightness tf.image.adjust_brightness torchvision.transforms.functional.adjust_brightness adjust_contrast tf.image.adjust_contrast torchvision.transforms.functional.adjust_contrast adjust_gamma tf.image.adjust_gamma torchvision.transforms.functional.adjust_gamma adjust_hue tf.image.adjust_hue torchvision.transforms.functional.adjust_hue adjust_saturation tf.image.adjust_saturation torchvision.transforms.functional.adjust_saturation random_brightness tf.image.random_brightness / random_contrast tf.image.random_contrast / random_hue tf.image.random_hue / random_saturation tf.image.random_saturation / rgb_to_grayscale tf.image.rgb_to_grayscale torchvision.transforms.functional.rgb_to_grayscale grayscale_to_rgb tf.image.grayscale_to_rgb / rgb_to_hsv tf.image.rgb_to_hsv / hsv_to_rgb tf.image.hsv_to_rgb / rgb_to_yuv tf.image.rgb_to_yuv / yuv_to_rgb tf.image.yuv_to_rgb / rgb_to_yiq tf.image.rgb_to_yiq / yiq_to_rgb tf.image.yiq_to_rgb / convert_image_dtype tf.image.convert_image_dtype torchvision.transforms.functional.convert_image_dtype horizontal_flip tf.image.flip_left_right torchvision.transforms.functional.hflip vertical_flip tf.image.flip_up_down torchvision.transforms.functional.vflip random_horizontal_flip tf.image.random_flip_left_right torchvision.transforms.RandomHorizontalFlip random_vertical_flip tf.image.random_flip_up_down torchvision.transforms.RandomVerticalFlip image_transpose tf.image.transpose torch.transpose rot90 tf.image.rot90 torch.rot90 center_crop tf.image.central_crop torchvision.transforms.CenterCrop random_crop tf.image.random_crop torchvision.transforms.RandomCrop crop_to_bounding_box tf.image.crop_to_bounding_box / pad_to_bounding_box tf.image.pad_to_bounding_box torchvision.transforms.Pad resize_with_crop_or_pad tf.image.resize_with_crop_or_pad torchvision.transforms.functional.resized_crop resize tf.image.resize torchvision.transforms.functional.resize Gaussian_blur / torchvision.transforms.functional.gaussian_blur image_gradients tf.image.image_gradients / image_normalize / torchvision.transforms.functional.normalize 分布式训练算子接口 框架版本： Tensorflow：2.9.0 PyTorch：1.11.0 算子 TensorFlow PyTorch MindSpore Paddle comm_init tf.raw_ops.CollectiveInitializeCommunicator torch.distributed.init_process_group comm_create_by_ranks / torch.distributed.new_group comm_dup / / comm_destroy / / comm_get_size / torch.distributed.get_world_size comm_get_rank / torch.distributed.get_rank get_async_op_status / is_completed wait / wait comm_send tf.raw_ops.Send torch.distributed.send comm_recv tf.raw_ops.Recv torch.distributed.recv comm_broadcast tf.raw_ops.NcclBroadcast torch.distributed.broadcast comm_all_reduce tf.distribute.NcclAllReduce torch.distributed.all_reduce comm_reduce tf.raw_ops.NcclReduce torch.distributed.reduce comm_all_gather / torch.distributed.all_gather comm_gather tf.raw_ops.CollectiveGatherV2 torch.distributed.gather comm_scatter / torch.distributed.scatter comm_reduce_scatter / torch.distributed.reduce_scatter comm_all_to_all tf.raw_ops.AllToAll torch.distributed.all_to_all comm_barrier / torch.distributed.barrier comm_send_async / torch.distributed.isend comm_recv_async / torch.distributed.irecv comm_broadcast_async / torch.distributed.broadcast comm_all_reduce_async / torch.distributed.all_reduce comm_reduce_async / torch.distributed.reduce comm_all_gather_async / torch.distributed.all_gather comm_gather_async / torch.distributed.gather comm_scatter_async / torch.distributed.scatter comm_reduce_scatter_async / torch.distributed.reduce_scatter comm_all_to_all_async / torch.distributed.all_to_all comm_barrier_async / torch.distributed.barrier