# 官方模型库 [](https://gitee.com/mindspore/docs/blob/r2.3.1/docs/mindspore/source_zh_cn/note/official_models.md) ## 领域套件与扩展包 ### 大语言模型 | model | mindformers | | :--- | :-- | | [llama2](https://gitee.com/mindspore/mindformers/blob/r1.1.0/docs/model_cards/llama2.md) | llama2_7b, llama2_13b, llama2_7b_lora, llama2_13b_lora, llama2_70b | | [llama3](https://gitee.com/mindspore/mindformers/blob/r1.1.0/research/llama3/llama3.md) | llama3_8b | | [glm2](https://gitee.com/mindspore/mindformers/blob/r1.1.0/docs/model_cards/glm2.md) | glm2_6b, glm2_6b_lora | | [glm3](https://gitee.com/mindspore/mindformers/blob/r1.1.0/docs/model_cards/glm3.md) | glm3_6b, glm3_6b_lora | | [gpt2](https://gitee.com/mindspore/mindformers/blob/r1.1.0/docs/model_cards/gpt2.md) | gpt2, gpt2_13b | | [baichuan2](https://gitee.com/mindspore/mindformers/blob/r1.1.0/research/baichuan2/baichuan2.md) | baichuan2_7b, baichuan2_13b, baichuan2_7b_lora, baichuan2_13b_lora | | [qwen](https://gitee.com/mindspore/mindformers/blob/r1.1.0/research/qwen/qwen.md) | qwen_7b, qwen_14b, qwen_7b_lora, qwen_14b_lora | | [qwen1.5](https://gitee.com/mindspore/mindformers/blob/r1.1.0/research/qwen1_5/qwen1_5.md) | qwen1.5-14b, qwen1.5-72b | | [codegeex2](https://gitee.com/mindspore/mindformers/blob/r1.1.0/docs/model_cards/codegeex2.md) | codegeex2_6b | | [codellama](https://gitee.com/mindspore/mindformers/blob/r1.1.0/docs/model_cards/codellama.md) | codellama_34b | | [deepseek](https://gitee.com/mindspore/mindformers/blob/r1.1.0/research/deepseek/deepseek.md) | deepseek-coder-33b-instruct | | [internlm](https://gitee.com/mindspore/mindformers/blob/r1.1.0/research/internlm/internlm.md) | internlm_7b, internlm_20b, internlm_7b_lora | | [mixtral](https://gitee.com/mindspore/mindformers/blob/r1.1.0/research/mixtral/mixtral.md) | mixtral-8x7b | | [wizardcoder](https://gitee.com/mindspore/mindformers/blob/r1.1.0/research/wizardcoder/wizardcoder.md) | wizardcoder_15b | | [yi](https://gitee.com/mindspore/mindformers/blob/r1.1.0/research/yi/yi.md) | yi_6b,yi_34b | ### 图像分类（骨干类） | model | acc@1 | mindcv | | :- | :- | :- | | vgg11 | 71.86 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/vgg) | | vgg13 | 72.87 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/vgg) | | vgg16 | 74.61 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/vgg) | | vgg19 | 75.21 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/vgg) | | resnet18 | 70.21 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnet) | | resnet34 | 74.15 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnet) | | resnet50 | 76.69 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnet) | | resnet101 | 78.24 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnet) | | resnet152 | 78.72 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnet) | | resnetv2_50 | 76.90 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnetv2) | | resnetv2_101 | 78.48 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnetv2) | | dpn92 | 79.46 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/dpn) | | dpn98 | 79.94 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/dpn) | | dpn107 | 80.05 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/dpn) | | dpn131 | 80.07 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/dpn) | | densenet121 | 75.64 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/densenet) | | densenet161 | 79.09 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/densenet) | | densenet169 | 77.26 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/densenet) | | densenet201 | 78.14 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/densenet) | | seresnet18 | 71.81 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/senet) | | seresnet34 | 75.36 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/senet) | | seresnet50 | 78.31 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/senet) | | seresnext26 | 77.18 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/senet) | | seresnext50 | 78.71 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/senet) | | skresnet18 | 73.09 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/sknet) | | skresnet34 | 76.71 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/sknet) | | skresnet50_32x4d | 79.08 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/sknet) | | resnext50_32x4d | 78.53 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnext) | | resnext101_32x4d | 79.83 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnext) | | resnext101_64x4d | 80.30 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnext) | | resnext152_64x4d | 80.52 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnext) | | rexnet_x09 | 77.07 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/rexnet) | | rexnet_x10 | 77.38 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/rexnet) | | rexnet_x13 | 79.06 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/rexnet) | | rexnet_x15 | 79.94 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/rexnet) | | rexnet_x20 | 80.64 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/rexnet) | | resnest50 | 80.81 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnest) | | resnest101 | 82.50 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/resnest) | | res2net50 | 79.35 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/res2net) | | res2net101 | 79.56 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/res2net) | | res2net50_v1b | 80.32 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/res2net) | | res2net101_v1b | 95.41 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/res2net) | | googlenet | 72.68 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/googlenet) | | inceptionv3 | 79.11 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/inceptionv3) | | inceptionv4 | 80.88 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/inceptionv4) | | mobilenet_v1_025 | 53.87 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilenetv1) | | mobilenet_v1_050 | 65.94 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilenetv1) | | mobilenet_v1_075 | 70.44 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilenetv1) | | mobilenet_v1_100 | 72.95 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilenetv1) | | mobilenet_v2_075 | 69.98 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilenetv2) | | mobilenet_v2_100 | 72.27 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilenetv2) | | mobilenet_v2_140 | 75.56 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilenetv2) | | mobilenet_v3_small | 68.10 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilenetv3) | | mobilenet_v3_large | 75.23 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilenetv3) | | shufflenet_v1_g3_x0_5 | 57.05 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/shufflenetv1) | | shufflenet_v1_g3_x1_5 | 67.77 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/shufflenetv1) | | shufflenet_v2_x0_5 | 57.05 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/shufflenetv2) | | shufflenet_v2_x1_0 | 67.77 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/shufflenetv2) | | shufflenet_v2_x1_5 | 57.05 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/shufflenetv2) | | shufflenet_v2_x2_0 | 67.77 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/shufflenetv2) | | xception | 79.01 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/xception) | | ghostnet_50 | 66.03 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/ghostnet) | | ghostnet_100 | 73.78 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/ghostnet) | | ghostnet_130 | 75.50 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/ghostnet) | | nasnet_a_4x1056 | 73.65 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/nasnet) | | mnasnet_0.5 | 68.07 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mnasnet) | | mnasnet_0.75 | 71.81 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mnasnet) | | mnasnet_1.0 | 74.28 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mnasnet) | | mnasnet_1.4 | 76.01 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mnasnet) | | efficientnet_b0 | 76.89 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/efficientnet) | | efficientnet_b1 | 78.95 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/efficientnet) | | regnet_x_200mf | 68.74 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/regnet) | | regnet_x_400mf | 73.16 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/regnet) | | regnet_x_600mf | 73.34 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/regnet) | | regnet_x_800mf | 76.04 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/regnet) | | regnet_y_200mf | 70.30 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/regnet) | | regnet_y_400mf | 73.91 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/regnet) | | regnet_y_600mf | 75.69 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/regnet) | | regnet_y_800mf | 76.52 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/regnet) | | mixnet_s | 75.52 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mixnet) | | mixnet_m | 76.64 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mixnet) | | mixnet_l | 78.73 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mixnet) | | hrnet_w32 | 80.64 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/hrnet) | | hrnet_w48 | 81.19 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/hrnet) | | bit_resnet50 | 76.81 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/bit) | | bit_resnet50x3 | 80.63 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/bit) | | bit_resnet101 | 77.93 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/bit) | | repvgg_a0 | 72.19 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repvgg) | | repvgg_a1 | 74.19 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repvgg) | | repvgg_a2 | 76.63 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repvgg) | | repvgg_b0 | 74.99 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repvgg) | | repvgg_b1 | 78.81 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repvgg) | | repvgg_b2 | 79.29 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repvgg) | | repvgg_b3 | 80.46 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repvgg) | | repvgg_b1g2 | 78.03 |[config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repvgg) | | repvgg_b1g4 | 77.64 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repvgg) | | repvgg_b2g4 | 78.80 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repvgg) | | repmlp_t224 | 76.71 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/repmlp) | | convnext_tiny | 81.91 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/convnext) | | convnext_small | 83.40 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/convnext) | | convnext_base | 83.32 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/convnext) | | vit_b_32_224 | 75.86 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/vit) | | vit_l_16_224 | 76.34| [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/vit) | | vit_l_32_224 | 73.71 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/vit) | | swintransformer_tiny | 80.82 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/swintransformer) | | pvt_tiny | 74.81 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pvt) | | pvt_small | 79.66 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pvt) | | pvt_medium | 81.82 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pvt) | | pvt_large | 81.75 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pvt) | | pvt_v2_b0 | 71.50 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pvtv2) | | pvt_v2_b1 | 78.91 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pvtv2) | | pvt_v2_b2 | 81.99 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pvtv2) | | pvt_v2_b3 | 82.84 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pvtv2) | | pvt_v2_b4 | 83.14 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pvtv2) | | pit_ti | 72.96 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pit) | | pit_xs | 78.41 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pit) | | pit_s | 80.56 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pit) | | pit_b | 81.87 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/pit) | | coat_lite_tiny | 77.35 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/coat) | | coat_lite_mini | 78.51 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/coat) | | coat_tiny | 79.67 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/coat) | | convit_tiny | 73.66 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/convit) | | convit_tiny_plus | 77.00 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/convit) | | convit_small | 81.63 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/convit) | | convit_small_plus | 81.80 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/convit) | | convit_base | 82.10 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/convit) | | convit_base_plus | 81.96 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/convit) | | crossvit_9 | 73.56 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/crossvit) | | crossvit_15 | 81.08 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/crossvit) | | crossvit_18 | 81.93 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/crossvit) | | mobilevit_xx_small | 68.90 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilevit) | | mobilevit_x_small | 74.98 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilevit) | | mobilevit_small | 78.48 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/mobilevit) | | visformer_tiny | 78.28 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/visformer) | | visformer_tiny_v2 | 78.82 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/visformer) | | visformer_small | 81.76 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/visformer) | | visformer_small_v2 | 82.17 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/visformer) | | edgenext_xx_small | 71.02 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/edgenext) | | edgenext_x_small | 75.14 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/edgenext) | | edgenext_small | 79.15 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/edgenext) | | edgenext_base | 82.24 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/edgenext) | | poolformer_s12 | 77.33 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/poolformer) | | xcit_tiny_12_p16 | 77.67 | [config](https://github.com/mindspore-lab/mindcv/tree/main/configs/xcit) | ### OCR #### 文本检测 | model |dataset | fscore | mindocr | :-: | :-: | :-: | :-: | | dbnet_mobilenetv3 | icdar2015 | 77.23 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet) | | dbnet_resnet18 | icdar2015 | 81.73 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet) | | dbnet_resnet50 | icdar2015 | 85.05 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet) | | dbnet++_resnet50 | icdar2015 | 86.74 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/dbnet) | | psenet_resnet152 | icdar2015 | 82.06 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/psenet) | | east_resnet50 | icdar2015 | 84.87 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/east) | | fcenet_resnet50 | icdar2015 | 84.12 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/det/fcenet) | #### 文本识别 | model | dataset | acc | mindocr | :-: | :-: | :-: | :-: | | svtr_tiny | IC03,13,15,IIIT,etc | 89.02 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/svtr) | | crnn_vgg7 | IC03,13,15,IIIT,etc | 82.03 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/crnn) | | crnn_resnet34_vd | IC03,13,15,IIIT,etc | 84.45 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/crnn) | | rare_resnet34_vd | IC03,13,15,IIIT,etc | 85.19 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/rec/rare) | #### 文本方向分类 | model | dataset | acc | mindocr | :-: | :-: | :-: | :-: | | mobilenetv3 | RCTW17,MTWI,LSVT | 94.59 | [config](https://github.com/mindspore-lab/mindocr/tree/main/configs/cls/mobilenetv3) | ### 目标检测 #### YOLO系列 | model | map | mindyolo | |:-: | :-: | :-: | | yolov8_n | 37.2 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov8) | | yolov8_s | 44.6 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov8) | | yolov8_m | 50.5 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov8) | | yolov8_l | 52.8 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov8) | | yolov8_x | 53.7 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov8) | | yolov7_t | 37.5 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov7) | | yolov7_l | 50.8 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov7) | | yolov7_x | 52.4| [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov7) | | yolov5_n | 27.3 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov5) | | yolov5_s | 37.6 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov5) | | yolov5_m | 44.9 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov5) | | yolov5_l | 48.5 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov5) | | yolov5_x | 50.5 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov5) | | yolov4_csp | 45.4 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov4) | | yolov4_csp(silu) | 45.8 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov4) | | yolov3_darknet53 | 45.5 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolov3) | | yolox_n | 24.1 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolox) | | yolox_t | 33.3 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolox) | | yolox_s | 40.7 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolox) | | yolox_m | 46.7 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolox) | | yolox_l | 49.2 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolox) | | yolox_x | 51.6 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolox) | | yolox_darknet53 | 47.7 | [config](https://github.com/mindspore-lab/mindyolo/tree/master/configs/yolox) | ### 强化学习 | 算法 | 离散行动空间 | 连续行动空间 | CPU | GPU | Ascend | 环境 | Reward | | --- | --- | --- | --- | --- | --- | --- | --- | | [DQN](https://github.com/mindspore-lab/mindrl/tree/master/example/dqn) | ✅ | / | ✅ | ✅ | ✅ | [CartPole-v0](https://www.gymlibrary.dev/environments/classic_control/cart_pole/) | 195 | | [PPO](https://github.com/mindspore-lab/mindrl/tree/master/example/ppo) | / | ✅ | ✅ | ✅ | ✅ | [HalfCheetah-v2](https://www.gymlibrary.dev/environments/mujoco/half_cheetah/) | 4800 | | [AC](https://github.com/mindspore-lab/mindrl/tree/master/example/ac) | ✅ | / | ✅ | ✅ | ✅ | [CartPole-v0](https://www.gymlibrary.dev/environments/classic_control/cart_pole/) | 195 | | [A2C](https://github.com/mindspore-lab/mindrl/tree/master/example/a2c) | ✅ | / | ✅ | ✅ | ✅ | [CartPole-v0](https://www.gymlibrary.dev/environments/classic_control/cart_pole/) | 195 | | [DDPG](https://github.com/mindspore-lab/mindrl/tree/master/example/ddpg) | / | ✅ | ✅ | ✅ | ✅ | [HalfCheetah-v2](https://www.gymlibrary.dev/environments/mujoco/half_cheetah/) | 4800 | | [QMIX](https://github.com/mindspore-lab/mindrl/tree/master/example/qmix) | ✅ | / | ✅ | ✅ | ✅ | [SMAC/Simple Spread](https://github.com/oxwhirl/smac/) | 90%/-145 | | [SAC](https://github.com/mindspore-lab/mindrl/tree/master/example/sac) | / | ✅ | ✅ | ✅ | ✅ | [HalfCheetah-v2](https://www.gymlibrary.dev/environments/mujoco/half_cheetah/) | 4800 | | [TD3](https://github.com/mindspore-lab/mindrl/tree/master/example/td3) | / | ✅ | ✅ | ✅ | ✅ | [HalfCheetah-v2](https://www.gymlibrary.dev/environments/mujoco/half_cheetah/) | 4800 | | [C51](https://github.com/mindspore-lab/mindrl/tree/master/example/c51) | ✅ | / | ✅ | ✅ | ✅ | [CartPole-v0](https://www.gymlibrary.dev/environments/classic_control/cart_pole/) | 195 | | [A3C](https://github.com/mindspore-lab/mindrl/tree/master/example/a3c) | ✅ | / | / | ✅ | ✅ | [CartPole-v0](https://www.gymlibrary.dev/environments/classic_control/cart_pole/) | 195 | | [CQL](https://github.com/mindspore-lab/mindrl/tree/master/example/cql) | / | ✅ | ✅ | ✅ | ✅ | [Hopper-v0](https://www.gymlibrary.dev/environments/mujoco/hopper) | 3500 | | [MAPPO](https://github.com/mindspore-lab/mindrl/tree/master/example/mappo) | ✅ | / | ✅ | ✅ | ✅ | [Simple Spread](https://github.com/openai/multiagent-particle-envs) | -145 | | [GAIL](https://github.com/mindspore-lab/mindrl/tree/master/example/gail) | / | ✅ | ✅ | ✅ | ✅ | [HalfCheetah-v2](https://www.gymlibrary.dev/environments/mujoco/half_cheetah/) | 4800 | | [AWAC](https://github.com/mindspore-lab/mindrl/tree/master/example/awac) | / | ✅ | ✅ | ✅ | ✅ | [Ant-v2](https://www.gymlibrary.dev/environments/mujoco/ant) | 5000 | | [Dreamer](https://github.com/mindspore-lab/mindrl/tree/master/example/dreamer) | / | ✅ | / | ✅ | ✅ | [Walker-walk](https://github.com/deepmind/dm_control) | 900 | | [IQL](https://github.com/mindspore-lab/mindrl/tree/master/example/iql) | / | ✅ | ✅ | ✅ | ✅ | [Walker2d-v2](https://www.gymlibrary.dev/environments/mujoco/walker2d/) | 3000 | | [MADDPG](https://github.com/mindspore-lab/mindrl/tree/master/example/maddpg) | ✅ | / | ✅ | ✅ | ✅ | [simple_spread](https://pettingzoo.farama.org/environments/mpe/simple_spread/) | -140 | | [Double DQN](https://github.com/mindspore-lab/mindrl/tree/master/example/double_dqn) | ✅ | / | ✅ | ✅ | ✅ | [CartPole-v0](https://www.gymlibrary.dev/environments/classic_control/cart_pole/) | 195 | | [Policy Gradient](https://github.com/mindspore-lab/mindrl/tree/master/example/pg) | ✅ | / | ✅ | ✅ | ✅ | [CartPole-v0](https://www.gymlibrary.dev/environments/classic_control/cart_pole/) | 195 | | [Dueling DQN](https://github.com/mindspore-lab/mindrl/tree/master/example/dueling_dqn) | ✅ | / | ✅ | ✅ | ✅ | [CartPole-v0](https://www.gymlibrary.dev/environments/classic_control/cart_pole/) | 195 | ### 推荐 | model | dataset | auc | mindrec | mindspore | | --- | --- | --- | --- | --- | | Wide&Deep | Criteo | 0.8 | [link](https://github.com/mindspore-lab/mindrec/tree/master/models/wide_deep) | [link](https://gitee.com/mindspore/models/tree/master/official/recommend/Wide_and_Deep) | | Deep&Cross Network (DCN) | Criteo | 0.8 | [link](https://github.com/mindspore-lab/mindrec/tree/master/models/deep_and_cross) | [link](https://gitee.com/mindspore/models/tree/master/research/recommend/deep_and_cross) | ## 科学计算套件 | 领域 | 网络 | MindSpore实现 | Ascend | GPU | |-------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------:|:------:|:---:| | 通用物理 | [auq_pinns](https://www.sciencedirect.com/science/article/pii/S0021999119303584) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/auq_pinns/README_CN.md) | ✅ | ✅ | | 通用物理 | [cpinns](https://www.sciencedirect.com/science/article/abs/pii/S0045782520302127) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/cpinns/README_CN.md) | ✅ | ✅ | | 通用物理 | [deep_hpms](https://www.jmlr.org/papers/volume19/18-046/18-046.pdf) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/deep_hpms/README_CN.md) | ✅ | ✅ | | 通用物理 | [deep_ritz](https://arxiv.org/abs/1710.00211) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/deep_ritz/README_CN.md) | ✅ | ✅ | | 通用物理 | [deepbsde](https://www.pnas.org/doi/10.1073/pnas.1718942115) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/deepbsde/README.md) | | ✅ | | 通用物理 | [deeponet](https://www.nature.com/articles/s42256-021-00302-5) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/deeponet/README_CN.md) | | ✅ | | 通用物理 | [dgm](https://arxiv.org/abs/1708.07469) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/dgm/README_CN.md) | ✅ | ✅ | | 通用物理 | [fbsnns](https://arxiv.org/abs/1804.07010) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/fbsnns/README_CN.md) | ✅ | ✅ | | 通用物理 | [fpinns](https://arxiv.org/abs/1811.08967) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/fpinns/README_CN.md) | ✅ | ✅ | | 通用物理 | [gradient_pathologies_pinns](https://arxiv.org/abs/2001.04536) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/gradient_pathologies_pinns/README_CN.md) | ✅ | ✅ | | 通用物理 | [hp_vpinns](https://arxiv.org/abs/2003.05385) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/hp_vpinns/README_CN.md) | ✅ | ✅ | | 通用物理 | [laaf](https://doi.org/10.1016/j.jcp.2019.109136) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/laaf/README_CN.md) | ✅ | ✅ | | 通用物理 | [mgnet](https://link.springer.com/article/10.1007/s11425-019-9547-2) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/mgnet/README_CN.md) | ✅ | ✅ | | 通用物理 | [multiscale_pinns](https://www.sciencedirect.com/science/article/abs/pii/S0045782521002759) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/multiscale_pinns/README_CN.md) | ✅ | ✅ | | 通用物理 | [pfnn](https://www.sciencedirect.com/science/article/abs/pii/S0021999120308597) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pfnn/README_CN.md) | | ✅ | | 通用物理 | [phygeonet](https://www.sciencedirect.com/science/article/abs/pii/S0021999120308536) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/phygeonet/README_CN.md) | ✅ | ✅ | | 通用物理 | [pi_deeponet](https://www.sciencedirect.com/science/article/abs/pii/S0021999122009184) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pi_deeponet/README_CN.md) | | ✅ | | 通用物理 | [pinns](https://www.sciencedirect.com/science/article/abs/pii/S0021999118307125) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinns/README_CN.md) | | ✅ | | 通用物理 | [pinns_ntk](https://www.sciencedirect.com/science/article/pii/S002199912100663X) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinns_ntk/README_CN.md) | ✅ | ✅ | | 通用物理 | [ppinns](https://www.sciencedirect.com/science/article/abs/pii/S0045782520304357) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/ppinns/README_CN.md) | ✅ | ✅ | | 通用物理 | [xpinns](https://doi.org/10.4208/cicp.OA-2020-0164) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/xpinns/README_CN.md) | ✅ | ✅ | | 哈密顿系统 | [sympnets](https://www.sciencedirect.com/science/article/pii/S0893608020303063) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/sympnets/README_CN.md) | ✅ | ✅ | | 弹性动力学 | [pinn_elastodynamics](https://arxiv.org/abs/2006.08472) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinn_elastodynamics/README_CN.md) | ✅ | ✅ | | 热力学 | [pinn_heattransfer](https://arxiv.org/abs/1711.10561) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinn_heattransfer/README_CN.md) | ✅ | ✅ | | 气象学 | [enso](https://doi.org/10.1038/s41586-019-1559-7) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/enso/README_CN.md) | ✅ | ✅ | | 地质学 | [inversion_net](https://ieeexplore.ieee.org/abstract/document/8918045/) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/inversion_net/README_CN.md) | ✅ | ✅ | | 地质学 | [pinn_helmholtz](https://academic.oup.com/gji/article-abstract/228/3/1750/6409132) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinn_helmholtz/README_CN.md) | ✅ | ✅ | | 海洋物理 | [ocean_model](https://gmd.copernicus.org/articles/12/4729/2019/) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/ocean_model/README_CN.md) | | ✅ | | 海洋物理 | [pinns_swe](https://arxiv.org/abs/2104.00615) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinns_swe/README_CN.md) | ✅ | ✅ | | 电磁学 | [meta_auto_decoder](https://arxiv.org/abs/2111.08823) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/incremental_learning/README_CN.md) | ✅ | ✅ | | 电磁学 | [pinn_fwi](https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2021JB023120) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/pinn_fwi/README.md) | ✅ | ✅ | | 电磁学 | [time_domain_maxwell](https://www.ijcai.org/proceedings/2022/533) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/time_domain_maxwell/README_CN.md) | ✅ | ✅ | | 电磁学 | [frequency_domain_maxwell](https://arxiv.org/abs/2107.06164) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/frequency_domain_maxwell/README_CN.md) | ✅ | ✅ | | 电磁学 | [AD_FDTD](https://www.mindspore.cn/mindelec/docs/zh-CN/r0.2/AD_FDTD.html) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/AD_FDTD/README_CN.md) | | ✅ | | 电磁学 | [SED_ANN](https://gitee.com/mindspore/mindscience/tree/master/MindElec/examples/data_driven/sed_ann) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/data_driven/sed_ann/README_CN.md) | ✅ | ✅ | | 电磁学 | [Metasurface_holograms](https://www.researching.cn/articles/OJ44d3746c3db8c1e1) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/metasurface/metasurface_holograms/README_CN.md) | ✅ | ✅ | | 电磁学 | [maxwell_net](https://arxiv.org/abs/2107.06164) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/maxwell_net/README_CN.md) | ✅ | ✅ | | 计算生物 | [MEGA-Fold](https://arxiv.org/abs/2206.12240v1) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MEGAProtein.md) | ✅ | ✅ | | 计算生物 | [MEGA-EvoGen](https://arxiv.org/abs/2208.09652) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MEGAProtein.md) | ✅ | ✅ | | 计算生物 | [MEGA-Assessment](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MEGAProtein.md) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MEGAProtein.md) | ✅ | ✅ | | 计算生物 | [ColabDesign](https://www.biorxiv.org/content/10.1101/2021.11.10.468128.abstract) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/ColabDesign.md) | ✅ | ✅ | | 计算生物 | [DeepFRI](https://www.nature.com/articles/s41467-021-23303-9) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/DeepFri.md) | ✅ | ✅ | | 计算生物 | [FAAST](https://www.biorxiv.org/content/10.1101/2023.04.14.536890v1) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/FAAST/README_CN.md#) | ✅ | ✅ | | 计算生物 | [JT-VAE](https://www.biorxiv.org/content/10.1101/2023.04.14.536890v1) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/research/JT-VAE/README.md#) | ✅ | ✅ | | 计算生物 | [MG-BERT](https://academic.oup.com/bib/article-abstract/22/6/bbab152/6265201) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MGBERT.MD) | ✅ | ✅ | | 计算生物 | [Multimer](https://www.biorxiv.org/content/10.1101/2021.10.04.463034v1) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/afmultimer.md) | ✅ | ✅ | | 计算生物 | [ProteinMPNN](https://www.science.org/doi/abs/10.1126/science.add2187) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/ProteinMPNN.MD) | ✅ | ✅ | | 计算生物 | [UFold](https://doi.org/10.1093/nar/gkab1074) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/UFold.md) | ✅ | ✅ | | 计算生物 | [ESM-IF1](https://proceedings.mlr.press/v162/hsu22a.html) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/ESM-IF1.md) | ✅ | ✅ | | 计算生物 | [ESM2](https://www.biorxiv.org/content/10.1101/2022.07.20.500902v1.full.pdf) | [Link](https://gitee.com/mindspore/mindscience/tree/master/MindSPONGE/src/mindsponge/pipeline/models/esm2) | ✅ | ✅ | | 计算生物 | [Grover](https://proceedings.neurips.cc/paper/2020/file/94aef38441efa3380a3bed3faf1f9d5d-Paper.pdf) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/GROVER.MD) | ✅ | ✅ | | 计算生物 | [Pafnucy](https://doi.org/10.1093/bioinformatics/bty374) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/pafnucy.md) | ✅ | ✅ | | 计算流体 | [FNO1D](https://arxiv.org/abs/2010.08895) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/burgers/fno1d/README.MD) | ✅ | ✅ | | 计算流体 | [KNO1D](https://arxiv.org/abs/2301.10022) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/burgers/kno1d/README.md) | ✅ | ✅ | | 计算流体 | [FNO2D](https://arxiv.org/abs/2010.08895) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/navier_stokes/fno2d/README.md) | ✅ | ✅ | | 计算流体 | [KNO2D](https://arxiv.org/abs/2301.10022) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/navier_stokes/kno2d/README.md) | ✅ | ✅ | | 计算流体 | [FNO3D](https://arxiv.org/abs/2010.08895) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/navier_stokes/fno3d/README.md) | ✅ | ✅ | | 计算流体 | [CAE-LSTM](https://doi.org/10.13700/j.bh.1001-5965.2022.0085) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/research/cae_lstm/README_CN.md#) | ✅ | ✅ | | 计算流体 | [eHDNN](https://doi.org/10.1016/j.ast.2022.107636) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/research/transonic_buffet_ehdnn/README_CN.md#) | ✅ | ✅ | | 计算流体 | [HDNN](https://doi.org/10.1016/j.ast.2022.107636) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/research/move_boundary_hdnn/README_CN.md#) | ✅ | ✅ | | 计算流体 | [ViT](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/airfoil/2D_steady/2D_steady_CN.ipynb) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/airfoil/2D_steady/README_CN.md#) | ✅ | ✅ | | 计算流体 | [PeRCNN](https://www.nature.com/articles/s42256-023-00685-7) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_mechanism_fusion/percnn/README_CN.md#) | ✅ | ✅ | | 计算流体 | [Burgers1D](https://www.sciencedirect.com/science/article/abs/pii/S0021999118307125) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/physics_driven/burgers/README_CN.md#) | ✅ | ✅ | | 计算流体 | [Cylinder Flow](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/physics_driven/navier_stokes/cylinder_flow_forward/navier_stokes2D_CN.ipynb) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/physics_driven/navier_stokes/cylinder_flow_forward/README_CN.md#) | ✅ | ✅ | | 计算流体 | [PDE-Net](https://arxiv.org/abs/1710.09668) | [Link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_mechanism_fusion/pde_net/README_CN.md#) | ✅ | ✅ | | 计算流体 | [hfm](https://www.science.org/doi/abs/10.1126/science.aaw4741) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/hfm/README_CN.md) | ✅ | ✅ | | 计算流体 | [label_free_dnn_surrogate](https://www.sciencedirect.com/science/article/pii/S004578251930622X) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/label_free_dnn_surrogate/README_CN.md) | ✅ | ✅ | | 计算流体 | [nsf_nets](https://www.sciencedirect.com/science/article/pii/S0021999120307257) | [Link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/nsf_nets/README_CN.md) | ✅ | ✅ |