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docs: add performance data to 910* benchmarks (v0.4.0) #807

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docs: add performance data to 910* benchmarks (v0.4.0) #807

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89 changes: 45 additions & 44 deletions benchmark_results.md
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6 changes: 3 additions & 3 deletions configs/convit/README.md
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Expand Up @@ -29,9 +29,9 @@ performance tested on ascend 910*(8p) with graph mode

<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| ----------- | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------ |-------------|
| convit_tiny | 73.79 | 91.70 | 5.71 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convit/convit_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convit/convit_tiny-1961717e-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| ----------- | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------- |
| convit_tiny | 73.79 | 91.70 | 342.81 | 5.71 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convit/convit_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convit/convit_tiny-1961717e-910v2.ckpt) |

</div>

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6 changes: 3 additions & 3 deletions configs/convnext/README.md
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<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| ------------- | --------- | --------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------- |-------------|
| convnext_tiny | 81.28 | 95.61 | 28.59 | 16 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnext/convnext_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnext/convnext_tiny-db11dc82-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| ------------- | --------- | --------- | ------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------- |
| convnext_tiny | 81.28 | 95.61 | 54.08 | 28.59 | 16 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnext/convnext_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnext/convnext_tiny-db11dc82-910v2.ckpt) |


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8 changes: 4 additions & 4 deletions configs/convnextv2/README.md
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Expand Up @@ -22,11 +22,11 @@ Our reproduced model performance on ImageNet-1K is reported as follows.

performance tested on ascend 910*(8p) with graph mode

<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| --------------- | --------- | --------- | ---------- | ---------- | -------------------------------------------------------------------------------------------------------- |-------------|
| convnextv2_tiny | 82.39 | 95.95 | 28.64 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnextv2/convnextv2_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnextv2/convnextv2_tiny-a35b79ce-910v2.ckpt) |

| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| --------------- | --------- | --------- | ------- | ---------- | ---------- | -------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------- |
| convnextv2_tiny | 82.39 | 95.95 | 360.29 | 28.64 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/convnextv2/convnextv2_tiny_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/convnextv2/convnextv2_tiny-a35b79ce-910v2.ckpt) |

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6 changes: 3 additions & 3 deletions configs/crossvit/README.md
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<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| ---------- | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------- |-------------|
| crossvit_9 | 73.38 | 91.51 | 8.55 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/crossvit/crossvit_9_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/crossvit/crossvit_9-32c69c96-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| ---------- | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------- |
| crossvit_9 | 73.38 | 91.51 | 711.19 | 8.55 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/crossvit/crossvit_9_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/crossvit/crossvit_9-32c69c96-910v2.ckpt) |

</div>

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6 changes: 3 additions & 3 deletions configs/densenet/README.md
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<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| ----------- | --------- | --------- | ---------- | ---------- | --------------------------------------------------------------------------------------------------- |-------------|
| densenet121 | 75.67 | 92.77 | 8.06 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/densenet/densenet_121_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/densenet/densenet121-bf4ab27f-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| ----------- | --------- | --------- | ------- | ---------- | ---------- | --------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------- |
| densenet121 | 75.67 | 92.77 | 50.55 | 8.06 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/densenet/densenet_121_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/densenet/densenet121-bf4ab27f-910v2.ckpt) |

performance tested on ascend 910(8p) with graph mode

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6 changes: 3 additions & 3 deletions configs/edgenext/README.md
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<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| ----------------- | --------- | --------- | ---------- | ---------- | -------------------------------------------------------------------------------------------------------- |-------------|
| edgenext_xx_small | 70.64 | 89.75 | 1.33 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/edgenext/edgenext_xx_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/edgenext/edgenext_xx_small-cad13d2c-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| ----------------- | --------- | --------- | ------- | ---------- | ---------- | -------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------- |
| edgenext_xx_small | 70.64 | 89.75 | 295.88 | 1.33 | 256 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/edgenext/edgenext_xx_small_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/edgenext/edgenext_xx_small-cad13d2c-910v2.ckpt) |


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6 changes: 3 additions & 3 deletions configs/efficientnet/README.md
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Expand Up @@ -35,9 +35,9 @@ performance tested on ascend 910*(8p) with graph mode

<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| --------------- | --------- | --------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------------- |-------------|
| efficientnet_b0 | 76.88 | 93.28 | 5.33 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/efficientnet/efficientnet_b0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/efficientnet/efficientnet_b0-f8d7aa2a-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| --------------- | --------- | --------- | ------- | ---------- | ---------- | ---------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------- |
| efficientnet_b0 | 76.88 | 93.28 | 168.78 | 5.33 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/efficientnet/efficientnet_b0_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/efficientnet/efficientnet_b0-f8d7aa2a-910v2.ckpt) |


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6 changes: 3 additions & 3 deletions configs/googlenet/README.md
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Expand Up @@ -26,9 +26,9 @@ performance tested on ascend 910*(8p) with graph mode

<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| --------- | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------- |-------------|
| googlenet | 72.89 | 90.89 | 6.99 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/googlenet/googlenet_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/googlenet/googlenet-de74c31d-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| --------- | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------- |
| googlenet | 72.89 | 90.89 | 24.29 | 6.99 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/googlenet/googlenet_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/googlenet/googlenet-de74c31d-910v2.ckpt) |

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6 changes: 3 additions & 3 deletions configs/hrnet/README.md
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<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| --------- | --------- | --------- | ---------- | ---------- | --------------------------------------------------------------------------------------------- |-------------|
| hrnet_w32 | 80.66 | 95.30 | 41.30 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/hrnet/hrnet_w32_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/hrnet/hrnet_w32-e616cdcb-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| --------- | --------- | --------- | ------- | ---------- | ---------- | --------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------- |
| hrnet_w32 | 80.66 | 95.30 | 303.01 | 41.30 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/hrnet/hrnet_w32_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/hrnet/hrnet_w32-e616cdcb-910v2.ckpt) |



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6 changes: 3 additions & 3 deletions configs/inceptionv3/README.md
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Expand Up @@ -27,9 +27,9 @@ performance tested on ascend 910*(8p) with graph mode

<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| ------------ | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------------ |-------------|
| inception_v3 | 79.25 | 94.47 | 27.20 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv3/inception_v3_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v3/inception_v3-61a8e9ed-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| ------------ | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------- |
| inception_v3 | 79.25 | 94.47 | 79.87 | 27.20 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv3/inception_v3_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v3/inception_v3-61a8e9ed-910v2.ckpt) |

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6 changes: 3 additions & 3 deletions configs/inceptionv4/README.md
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<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| ------------ | --------- | --------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------------ |-------------|
| inception_v4 | 80.98 | 95.25 | 42.74 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv4/inception_v4_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v4/inception_v4-56e798fc-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| ------------ | --------- | --------- | ------- | ---------- | ---------- | ------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------- |
| inception_v4 | 80.98 | 95.25 | 84.59 | 42.74 | 32 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/inceptionv4/inception_v4_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/inception_v4/inception_v4-56e798fc-910v2.ckpt) |

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6 changes: 3 additions & 3 deletions configs/mixnet/README.md
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<div align="center">

| Model | Top-1 (%) | Top-5 (%) | Params (M) | Batch Size | Recipe | Download |
| -------- | --------- | --------- | ---------- | ---------- | --------------------------------------------------------------------------------------------- |-------------|
| mixnet_s | 75.58 | 95.54 | 4.17 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mixnet/mixnet_s_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mixnet/mixnet_s-fe4fcc63-910v2.ckpt) |
| Model | Top-1 (%) | Top-5 (%) | ms/step | Params (M) | Batch Size | Recipe | Download |
| -------- | --------- | --------- | ------- | ---------- | ---------- | --------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------- |
| mixnet_s | 75.58 | 95.54 | 306.16 | 4.17 | 128 | [yaml](https://github.com/mindspore-lab/mindcv/blob/main/configs/mixnet/mixnet_s_ascend.yaml) | [weights](https://download-mindspore.osinfra.cn/toolkits/mindcv/mixnet/mixnet_s-fe4fcc63-910v2.ckpt) |


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