Update README.md

mit-han-lab · Sep 26, 2023 · 69deca0 · 69deca0
1 parent f2a7b48
commit 69deca0
Showing 1 changed file with 50 additions and 52 deletions.
diff --git a/README.md b/README.md
@@ -60,7 +60,6 @@ random_subnet = ofa_network.get_active_subnet(preserve_weight=True)
 ofa_network.set_active_subnet(ks=7, e=6, d=4)
 manual_subnet = ofa_network.get_active_subnet(preserve_weight=True)
 ```
-If the above scripts failed to download, you download it manually from [Google Drive](https://drive.google.com/drive/folders/10leLmIiMtaRu4J46KwrBaMydvQt0qFuI?usp=sharing) and put them under $HOME/.torch/ofa_nets/.
 
 ### Evaluate
 
@@ -82,7 +81,6 @@ Example: net, image_size = ofa_specialized('flops@595M_top1@80.0_finetune@75', p
 from ofa.model_zoo import ofa_specialized
 net, image_size = ofa_specialized(net_id, pretrained=True)
 ```
-If the above scripts failed to download, you download it manually from [Google Drive](https://drive.google.com/drive/folders/1ez-t_DAHDet2fqe9TZUTJmvrU-AwofAt?usp=sharing) and put them under $HOME/.torch/ofa_specialized/.
 
 ### Evaluate
 
@@ -101,66 +99,66 @@ If the above scripts failed to download, you download it manually from [Google D
 | ofa-resnet50D-09 | resnet50D_MAC@0.9B_top1@76.3_finetune@25 | 76.3 | 92.9 | 14.5M | 0.9B |
 | ofa-resnet50D-06 | resnet50D_MAC@0.6B_top1@75.0_finetune@25 | 75.0 | 92.1 | 9.6M | 0.6B |
 |   **FLOPs** |
-| ofa-595M| [flops@595M_top1@80.0_finetune@75](https://drive.google.com/file/d/1924Ta7J0xPKRef3Psa9X11C8BX872IOB/view?usp=sharing)          | 80.0     | 94.9     | 9.1M   | 595M |
-| ofa-482M | [flops@482M_top1@79.6_finetune@75](https://drive.google.com/file/d/1IQLcolMQsctWbjcqk14CUMCV2HbIpuf7/view?usp=sharing)          | 79.6     | 94.8     | 9.1M   | 482M |
-| ofa-389M | [flops@389M_top1@79.1_finetune@75](https://drive.google.com/file/d/1kmMj5ouaoij4atTcU8l6iOaAQW6gwsFX/view?usp=sharing)          | 79.1     | 94.5     | 8.4M   | 389M |
+| ofa-595M| flops@595M_top1@80.0_finetune@75          | 80.0     | 94.9     | 9.1M   | 595M |
+| ofa-482M | flops@482M_top1@79.6_finetune@75          | 79.6     | 94.8     | 9.1M   | 482M |
+| ofa-389M | flops@389M_top1@79.1_finetune@75          | 79.1     | 94.5     | 8.4M   | 389M |
 |  **LG G8** |
-| ofa-lg-24 | [LG-G8_lat@24ms_top1@76.4_finetune@25](https://drive.google.com/file/d/1IK1TE-79aUbjfQz047XbU8nfXZvLGgQs/view?usp=sharing)      | 76.4     | 93.0     | 5.8M   | 230M |
-| ofa-lg-16 | [LG-G8_lat@16ms_top1@74.7_finetune@25](https://drive.google.com/file/d/1D4zzNZDQY_KMX7dH1wwlbFWFVQ_ibEXp/view?usp=sharing)      | 74.7     | 92.0     | 5.8M   | 151M |
-| ofa-lg-11 | [LG-G8_lat@11ms_top1@73.0_finetune@25](https://drive.google.com/file/d/1g6nUehJ48vBqX19GorqJLh-wg6wjH9Hp/view?usp=sharing)      | 73.0     | 91.1     | 5.0M   | 103M |
-| ofa-lg-8 | [LG-G8_lat@8ms_top1@71.1_finetune@25](https://drive.google.com/file/d/1T6YAdRQsFzlDMOsZReZ7TFd-HlmJ3K0i/view?usp=sharing)       | 71.1     | 89.7     | 4.1M   | 74M  |
+| ofa-lg-24 | LG-G8_lat@24ms_top1@76.4_finetune@25      | 76.4     | 93.0     | 5.8M   | 230M |
+| ofa-lg-16 | LG-G8_lat@16ms_top1@74.7_finetune@25      | 74.7     | 92.0     | 5.8M   | 151M |
+| ofa-lg-11 | LG-G8_lat@11ms_top1@73.0_finetune@25      | 73.0     | 91.1     | 5.0M   | 103M |
+| ofa-lg-8 | LG-G8_lat@8ms_top1@71.1_finetune@25       | 71.1     | 89.7     | 4.1M   | 74M  |
 |  **Samsung S7 Edge** |
-| ofa-s7edge-88 | [s7edge_lat@88ms_top1@76.3_finetune@25](https://drive.google.com/file/d/1u_N1zsJY1ZjjrDfOKz6l6IfEQHS0W0VM/view?usp=sharing)     | 76.3     | 92.9     | 6.4M   | 219M |
-| ofa-s7edge-58| [s7edge_lat@58ms_top1@74.7_finetune@25](https://drive.google.com/file/d/1PsrxebWQ3fxyQjPU-NgIV5xcj-_T808H/view?usp=sharing)     | 74.7     | 92.0     | 4.6M   | 145M |
-| ofa-s7edge-41 | [s7edge_lat@41ms_top1@73.1_finetune@25](https://drive.google.com/file/d/1ETdfEKlf_tdtW534npXplzcm85bp9KYF/view?usp=sharing)     | 73.1     | 91.0     | 4.7M   | 96M |
-| ofa-s7edge-29 | [s7edge_lat@29ms_top1@70.5_finetune@25](https://drive.google.com/file/d/1EiIByUAG-KIgcBaqHVAcLZGr_TRbpspo/view?usp=sharing)     | 70.5     | 89.5     | 3.8M   | 66M  |
+| ofa-s7edge-88 | s7edge_lat@88ms_top1@76.3_finetune@25     | 76.3     | 92.9     | 6.4M   | 219M |
+| ofa-s7edge-58| s7edge_lat@58ms_top1@74.7_finetune@25     | 74.7     | 92.0     | 4.6M   | 145M |
+| ofa-s7edge-41 | s7edge_lat@41ms_top1@73.1_finetune@25     | 73.1     | 91.0     | 4.7M   | 96M |
+| ofa-s7edge-29 | s7edge_lat@29ms_top1@70.5_finetune@25     | 70.5     | 89.5     | 3.8M   | 66M  |
 |  **Samsung Note8** |
-| ofa-note8-65 | [note8_lat@65ms_top1@76.1_finetune@25](https://drive.google.com/file/d/1UZ6NawJqyI2cWTuX6khM47wg4Gx4xCtV/view?usp=sharing)      | 76.1     | 92.7     | 5.3M   | 220M |
-| ofa-note8-49 | [note8_lat@49ms_top1@74.9_finetune@25](https://drive.google.com/file/d/11GyU7_AwLaGrNgGMoPIgavJ42u43jg8R/view?usp=sharing)      | 74.9     | 92.1     | 6.0M   | 164M |
-| ofa-note8-31 | [note8_lat@31ms_top1@72.8_finetune@25](https://drive.google.com/file/d/1b-gZlGtZ88eETXfIE7OwjSLCao6AgGIx/view?usp=sharing)      | 72.8     | 90.8     | 4.6M   | 101M |
-| ofa-note8-22 | [note8_lat@22ms_top1@70.4_finetune@25](https://drive.google.com/file/d/1mOwp6uAuAInIDqXOCru2ilEtmv7LOEj9/view?usp=sharing)      | 70.4     | 89.3     | 4.3M   | 67M  |
+| ofa-note8-65 | note8_lat@65ms_top1@76.1_finetune@25      | 76.1     | 92.7     | 5.3M   | 220M |
+| ofa-note8-49 | note8_lat@49ms_top1@74.9_finetune@25      | 74.9     | 92.1     | 6.0M   | 164M |
+| ofa-note8-31 | note8_lat@31ms_top1@72.8_finetune@25      | 72.8     | 90.8     | 4.6M   | 101M |
+| ofa-note8-22 | note8_lat@22ms_top1@70.4_finetune@25      | 70.4     | 89.3     | 4.3M   | 67M  |
 |  **Samsung Note10** |
-| ofa-note10-64 | [note10_lat@64ms_top1@80.2_finetune@75](https://drive.google.com/file/d/1Fniw7auRPYwn3LXkheb0jtVbz8P5zwzp/view?usp=sharing)     | 80.2     | 95.1     | 9.1M   | 743M |
-| ofa-note10-50 | [note10_lat@50ms_top1@79.7_finetune@75](https://drive.google.com/file/d/1xFVQaOV2-jdHzT8YI_lG3wMLjpWoS-nV/view?usp=sharing)     | 79.7     | 94.9     | 9.1M   | 554M |
-| ofa-note10-41 | [note10_lat@41ms_top1@79.3_finetune@75](https://drive.google.com/file/d/1Dg_MK2WE6iE4jYBlzN_2SOmaA2i1sGo5/view?usp=sharing)     | 79.3     | 94.5     | 9.0M   | 457M |
-| ofa-note10-30 | [note10_lat@30ms_top1@78.4_finetune@75](https://drive.google.com/file/d/1I31s1iYJsxh8eBPnpC9k4WyQwrvJvVN0/view?usp=sharing)     | 78.4     | 94.2     | 7.5M   | 339M |
-| ofa-note10-22 | [note10_lat@22ms_top1@76.6_finetune@25](https://drive.google.com/file/d/1t2tf-y_OWZvBr-3nPx-PB7qasz-l5TrU/view?usp=sharing)     | 76.6     | 93.1     | 5.9M   | 237M |
-| ofa-note10-16 | [note10_lat@16ms_top1@75.5_finetune@25](https://drive.google.com/file/d/1xgkW4he1midlvdCtWugL2VIg4TNLxa-l/view?usp=sharing)     | 75.5     | 92.3     | 4.9M   | 163M |
-| ofa-note10-11 | [note10_lat@11ms_top1@73.6_finetune@25](https://drive.google.com/file/d/1mxvU0NSNFmfpxSuqcGhv5u_UbWh_ohqx/view?usp=sharing)     | 73.6     | 91.2     | 4.3M   | 110M |
-| ofa-note10-08 | [note10_lat@8ms_top1@71.4_finetune@25](https://drive.google.com/file/d/1f8cmdR3-4hMXrEpf3oYecKrTJbTR4B3P/view?usp=sharing)      | 71.4     | 89.8     | 3.8M   | 79M  |
+| ofa-note10-64 | note10_lat@64ms_top1@80.2_finetune@75     | 80.2     | 95.1     | 9.1M   | 743M |
+| ofa-note10-50 | note10_lat@50ms_top1@79.7_finetune@75     | 79.7     | 94.9     | 9.1M   | 554M |
+| ofa-note10-41 | note10_lat@41ms_top1@79.3_finetune@75     | 79.3     | 94.5     | 9.0M   | 457M |
+| ofa-note10-30 | note10_lat@30ms_top1@78.4_finetune@75     | 78.4     | 94.2     | 7.5M   | 339M |
+| ofa-note10-22 | note10_lat@22ms_top1@76.6_finetune@25     | 76.6     | 93.1     | 5.9M   | 237M |
+| ofa-note10-16 | note10_lat@16ms_top1@75.5_finetune@25     | 75.5     | 92.3     | 4.9M   | 163M |
+| ofa-note10-11 | note10_lat@11ms_top1@73.6_finetune@25     | 73.6     | 91.2     | 4.3M   | 110M |
+| ofa-note10-08 | note10_lat@8ms_top1@71.4_finetune@25      | 71.4     | 89.8     | 3.8M   | 79M  |
 |  **Google Pixel1** |
-| ofa-pixel1-143 | [pixel1_lat@143ms_top1@80.1_finetune@75](https://drive.google.com/file/d/1I70UqBDJRbjwW5-q4bMAp-kUJwEAvnef/view?usp=sharing)     | 80.1     | 95.0     | 9.2M   | 642M |
-| ofa-pixel1-132 | [pixel1_lat@132ms_top1@79.8_finetune@75](https://drive.google.com/file/d/1mhtTGOJCkwF5n0bOluSdGeIDtCqoLd7l/view?usp=sharing)     | 79.8     | 94.9     | 9.2M   | 593M |
-| ofa-pixel1-79 | [pixel1_lat@79ms_top1@78.7_finetune@75](https://drive.google.com/file/d/1DHwA4JWPPT3XplT4yUrVXmtx-JBzjRG6/view?usp=sharing)     | 78.7     | 94.2     | 8.2M   | 356M |
-| ofa-pixel1-58 | [pixel1_lat@58ms_top1@76.9_finetune@75](https://drive.google.com/file/d/1yjO7JoXv8lj1_igPP1gkwfXSMXyKEnim/view?usp=sharing)     | 76.9     | 93.3     | 5.8M   | 230M |
-| ofa-pixel1-40 | [pixel1_lat@40ms_top1@74.9_finetune@25](https://drive.google.com/file/d/1slT_GD7SeLTy2p7OPAHvc0NXpmTEkjNW/view?usp=sharing)     | 74.9     | 92.1     | 6.0M   | 162M |
-| ofa-pixel1-28 | [pixel1_lat@28ms_top1@73.3_finetune@25](https://drive.google.com/file/d/1D5gwpF9UA31Bcz53DLQII1sCMLJZ_Ky4/view?usp=sharing)     | 73.3     | 91.0     | 5.2M   | 109M |
-| ofa-pixel1-20 | [pixel1_lat@20ms_top1@71.4_finetune@25](https://drive.google.com/file/d/1sm5vBxjapw_wWrO8NFwiiCTZHCqZfVMx/view?usp=sharing)     | 71.4     | 89.8     | 4.3M   | 77M |
+| ofa-pixel1-143 | pixel1_lat@143ms_top1@80.1_finetune@75     | 80.1     | 95.0     | 9.2M   | 642M |
+| ofa-pixel1-132 | pixel1_lat@132ms_top1@79.8_finetune@75     | 79.8     | 94.9     | 9.2M   | 593M |
+| ofa-pixel1-79 | pixel1_lat@79ms_top1@78.7_finetune@75     | 78.7     | 94.2     | 8.2M   | 356M |
+| ofa-pixel1-58 | pixel1_lat@58ms_top1@76.9_finetune@75     | 76.9     | 93.3     | 5.8M   | 230M |
+| ofa-pixel1-40 | pixel1_lat@40ms_top1@74.9_finetune@25     | 74.9     | 92.1     | 6.0M   | 162M |
+| ofa-pixel1-28 | pixel1_lat@28ms_top1@73.3_finetune@25     | 73.3     | 91.0     | 5.2M   | 109M |
+| ofa-pixel1-20 | pixel1_lat@20ms_top1@71.4_finetune@25     | 71.4     | 89.8     | 4.3M   | 77M |
 |  **Google Pixel2** |
-| ofa-pixel2-62 | [pixel2_lat@62ms_top1@75.8_finetune@25](https://drive.google.com/file/d/1FexSgoOJ_tar1fXcyxbTr4ZNH564bYFh/view?usp=sharing)      | 75.8     | 92.7     | 5.8M   | 208M |
-| ofa-pixel2-50 | [pixel2_lat@50ms_top1@74.7_finetune@25](https://drive.google.com/file/d/1TfDCZFGzlzQ65r3GhA0GIdVD49-hWKtZ/view?usp=sharing)      | 74.7     | 91.9     | 4.7M   | 166M |
-| ofa-pixel2-35 | [pixel2_lat@35ms_top1@73.4_finetune@25](https://drive.google.com/file/d/1e4J0p4BlRI34lvo9K7JG5aCuWoLhGUbg/view?usp=sharing)      | 73.4     | 91.1     | 5.1M   | 113M |
-| ofa-pixel2-25 | [pixel2_lat@25ms_top1@71.5_finetune@25](https://drive.google.com/file/d/1BWZY1UvvqPKIZmbHRgItWPcFwOs8Ke1_/view?usp=sharing)      | 71.5     | 90.1     | 4.1M   | 79M  |
+| ofa-pixel2-62 | pixel2_lat@62ms_top1@75.8_finetune@25      | 75.8     | 92.7     | 5.8M   | 208M |
+| ofa-pixel2-50 | pixel2_lat@50ms_top1@74.7_finetune@25      | 74.7     | 91.9     | 4.7M   | 166M |
+| ofa-pixel2-35 | pixel2_lat@35ms_top1@73.4_finetune@25      | 73.4     | 91.1     | 5.1M   | 113M |
+| ofa-pixel2-25 | pixel2_lat@25ms_top1@71.5_finetune@25      | 71.5     | 90.1     | 4.1M   | 79M  |
 |  **1080ti GPU (Batch Size 64)** |
-| ofa-1080ti-27 | [1080ti_gpu64@27ms_top1@76.4_finetune@25](https://drive.google.com/file/d/1_bxtAmBYVy-2joF2od_D1AXkHiGLav8y/view?usp=sharing)      | 76.4     | 93.0     | 6.5M   | 397M |
-| ofa-1080ti-22 | [1080ti_gpu64@22ms_top1@75.3_finetune@25](https://drive.google.com/file/d/16BvFoiJKwcXybp_LHK_2zvbykvVGmbL7/view?usp=sharing)      | 75.3     | 92.4     | 5.2M   | 313M |
-| ofa-1080ti-15 | [1080ti_gpu64@15ms_top1@73.8_finetune@25](https://drive.google.com/file/d/1mBgNJ8TEEr0gc4Zd5AXPx3swHgLxun9J/view?usp=sharing)      | 73.8     | 91.3     | 6.0M   | 226M |
-| ofa-1080ti-12 | [1080ti_gpu64@12ms_top1@72.6_finetune@25](https://drive.google.com/file/d/1QdiyXZ9HIxi_f3snpJNNQ5mvd8Wei2WN/view?usp=sharing)      | 72.6     | 90.9     | 5.9M   | 165M  |
+| ofa-1080ti-27 | 1080ti_gpu64@27ms_top1@76.4_finetune@25      | 76.4     | 93.0     | 6.5M   | 397M |
+| ofa-1080ti-22 | 1080ti_gpu64@22ms_top1@75.3_finetune@25      | 75.3     | 92.4     | 5.2M   | 313M |
+| ofa-1080ti-15 | 1080ti_gpu64@15ms_top1@73.8_finetune@25      | 73.8     | 91.3     | 6.0M   | 226M |
+| ofa-1080ti-12 | 1080ti_gpu64@12ms_top1@72.6_finetune@25      | 72.6     | 90.9     | 5.9M   | 165M  |
 |  **V100 GPU (Batch Size 64)** |
-| ofa-v100-11 | [v100_gpu64@11ms_top1@76.1_finetune@25](https://drive.google.com/file/d/1KOuj9Coyl8wTO-YzOtk3Ld-upo_UrIJD/view?usp=sharing)      | 76.1     | 92.7     | 6.2M   | 352M |
-| ofa-v100-09 | [v100_gpu64@9ms_top1@75.3_finetune@25](https://drive.google.com/file/d/1fUHJ0Ad-h0ReJpV8zvt4uoa4Kzp1Q2U1/view?usp=sharing)      | 75.3     | 92.4     | 5.2M   | 313M |
-| ofa-v100-06 | [v100_gpu64@6ms_top1@73.0_finetune@25](https://drive.google.com/file/d/1XhaH_8XUFzHwR1rNQ4bMaVC86DvMq6xj/view?usp=sharing)      | 73.0     | 91.1     | 4.9M   | 179M |
-| ofa-v100-05 | [v100_gpu64@5ms_top1@71.6_finetune@25](https://drive.google.com/file/d/1vTg7s5xd5vAcDHZu_eUNHkI8aFauIerU/view?usp=sharing)      | 71.6     | 90.3     | 5.2M   | 141M  |
+| ofa-v100-11 | v100_gpu64@11ms_top1@76.1_finetune@25      | 76.1     | 92.7     | 6.2M   | 352M |
+| ofa-v100-09 | v100_gpu64@9ms_top1@75.3_finetune@25      | 75.3     | 92.4     | 5.2M   | 313M |
+| ofa-v100-06 | v100_gpu64@6ms_top1@73.0_finetune@25      | 73.0     | 91.1     | 4.9M   | 179M |
+| ofa-v100-05 | v100_gpu64@5ms_top1@71.6_finetune@25      | 71.6     | 90.3     | 5.2M   | 141M  |
 |  **Jetson TX2 GPU (Batch Size 16)** |
-| ofa-tx2-96 | [tx2_gpu16@96ms_top1@75.8_finetune@25](https://drive.google.com/file/d/1oQoFNDZhTIreAInVGFKtiYX_CiAJmCZa/view?usp=sharing)      | 75.8     | 92.7     | 6.2M   | 349M |
-| ofa-tx2-80 | [tx2_gpu16@80ms_top1@75.4_finetune@25](https://drive.google.com/file/d/19lbh5U9s4l6KqxcQ2MnnQZZjMMdjz63c/view?usp=sharing)      | 75.4     | 92.4     | 5.2M   | 313M |
-| ofa-tx2-47 | [tx2_gpu16@47ms_top1@72.9_finetune@25](https://drive.google.com/file/d/1dqa14vskudMKF5MZtivdfgGDgztsLEFA/view?usp=sharing)      | 72.9     | 91.1     | 4.9M   | 179M |
-| ofa-tx2-35 | [tx2_gpu16@35ms_top1@70.3_finetune@25](https://drive.google.com/file/d/1HRnVmY0khszffEsv8ZtJlTaOcixzz9C4/view?usp=sharing)      | 70.3     | 89.4     | 4.3M   | 121M  |
+| ofa-tx2-96 | tx2_gpu16@96ms_top1@75.8_finetune@25      | 75.8     | 92.7     | 6.2M   | 349M |
+| ofa-tx2-80 | tx2_gpu16@80ms_top1@75.4_finetune@25      | 75.4     | 92.4     | 5.2M   | 313M |
+| ofa-tx2-47 | tx2_gpu16@47ms_top1@72.9_finetune@25      | 72.9     | 91.1     | 4.9M   | 179M |
+| ofa-tx2-35 | tx2_gpu16@35ms_top1@70.3_finetune@25      | 70.3     | 89.4     | 4.3M   | 121M  |
 |  **Intel Xeon CPU with MKL-DNN (Batch Size 1)** |
-| ofa-cpu-17 | [cpu_lat@17ms_top1@75.7_finetune@25](https://drive.google.com/file/d/1eeGWBIj-3CPGlG_ZQGCmz7s1NinXM3Vu/view?usp=sharing)      | 75.7     | 92.6     | 4.9M   | 365M |
-| ofa-cpu-15 | [cpu_lat@15ms_top1@74.6_finetune@25](https://drive.google.com/file/d/1YFL86KdUZbP9gJi9k_pzct3Fl_v-uG0Q/view?usp=sharing)      | 74.6     | 92.0     | 4.9M   | 301M |
-| ofa-cpu-11 | [cpu_lat@11ms_top1@72.0_finetune@25](https://drive.google.com/file/d/16cxbfpv9Z7V8-3ZBTjkufEVfIEb_GcDI/view?usp=sharing)      | 72.0     | 90.4     | 4.4M   | 160M |
-| ofa-cpu-10 | [cpu_lat@10ms_top1@71.1_finetune@25](https://drive.google.com/file/d/1_WFv_Ty105BBHsVDRJRL3idZJzHScv-4/view?usp=sharing)      | 71.1     | 89.9     | 4.2M   | 143M  |
+| ofa-cpu-17 | cpu_lat@17ms_top1@75.7_finetune@25      | 75.7     | 92.6     | 4.9M   | 365M |
+| ofa-cpu-15 | cpu_lat@15ms_top1@74.6_finetune@25      | 74.6     | 92.0     | 4.9M   | 301M |
+| ofa-cpu-11 | cpu_lat@11ms_top1@72.0_finetune@25      | 72.0     | 90.4     | 4.4M   | 160M |
+| ofa-cpu-10 | cpu_lat@10ms_top1@71.1_finetune@25      | 71.1     | 89.9     | 4.2M   | 143M  |
 
 ## How to train **OFA Networks**
 ```bash