Merge pull request #1 from onnx/main

update

Author: mengniwang95

.github/ISSUE_TEMPLATE/model_request.md

@@ -24,4 +24,4 @@ Why is this model an improvement upon current ONNX model zoo offerings?
 ### Notes
 Any additional information, code snippets
 
-The ONNX team strongly encourages community members to submit a PR for models they want to use in the ONNX model zoo, and always welcomes new contributors. To get started, look at the [ONNX Model Zoo contribution page](https://github.com/onnx/models/blob/master/contribute.md).
+The ONNX team strongly encourages community members to submit a PR for models they want to use in the ONNX model zoo, and always welcomes new contributors. To get started, look at the [ONNX Model Zoo contribution page](https://github.com/onnx/models/blob/main/contribute.md).

.github/PULL_REQUEST_TEMPLATE.md

@@ -12,6 +12,15 @@ model_proto = onnx.load("path to .onnx file")
 checker.check_model(model_proto)
 ```
 
+### Contribute a Gradio Demo to ONNX Organization on Hugging Face
+
+* Create an account on Hugging Face: https://huggingface.co/join
+* See list of models left to add to ONNX organization, please refer to the table with the [Models list](https://github.com/onnx/models#models)
+* Add Gradio Demo under your username, see blog for setting up Gradio Demo on Hugging Face: https://huggingface.co/blog/gradio-spaces
+* Request to join ONNX Organization: https://huggingface.co/onnx
+* Once approved transfer model from your username to ONNX organization
+* Add a badge for model in model table, see examples in [Models list](https://github.com/onnx/models#models)
+
 ## Model
 
 |Model        |Download  | Download (with sample test data)|ONNX version|Opset version|Accuracy |
@@ -119,6 +128,9 @@ https://github.com/microsoft/onnxruntime/blob/master/tools/python/PythonTools.md
 
 <hr>
 
+### Update ONNX_HUB_MANIFEST.json for ONNX Hub
+If this PR does update/add .onnx or .tar.gz files, please use `python workflow_scripts/generate_onnx_hub_manifest.py --target diff` to update ONNX_HUB_MANIFEST.json with according model information (especially SHA) for ONNX Hub.
+
 ### References
 Link to paper or references.
 

.github/workflows/linux_ci.yml

@@ -3,12 +3,12 @@
 
 name: Linux CI
 
-# Triggers the workflow on push or pull request events but only for the master branch
+# Triggers the workflow on push or pull request events but only for the main branch
 on:
   push:
-    branches: [ master ]
+    branches: [ main ]
   pull_request:
-    branches: [ master ]
+    branches: [ main ]
 
 jobs:
   # This workflow contains a single job called "build"
@@ -17,9 +17,8 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [3.7]
+        python-version: [3.8]
         architecture: ['x64']
-        onnx-version: ['1.7']
 
     steps:
       - uses: actions/checkout@v2
@@ -34,13 +33,19 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          python -m pip install onnx==${{ matrix.onnx-version }} requests
-          python -m pip install onnxruntime
-      - name: Test new models by onnxs
+          python -m pip install onnx onnxruntime requests py-cpuinfo
+          python -m cpuinfo
+
+      - name: Test updated ONNX_HUB_MANIFEST.json
         run: |
-          python workflow_scripts/test_models.py --target onnx
-      - name: Test new models by onnxruntime
+          python -m pip install typepy BeautifulSoup4 markdown pandas
+          python workflow_scripts/generate_onnx_hub_manifest.py --target diff --drop
+          git diff --exit-code -- ONNX_HUB_MANIFEST.json || { echo 'Please use "python workflow_scripts/generate_onnx_hub_manifest.py --target diff" to update ONNX_HUB_MANIFEST.json.' ; exit 1; }
+
+      - name: Test new models by onnx
         run: |
-          python workflow_scripts/test_models.py --target onnxruntime
+          python workflow_scripts/test_models.py --target onnx --drop
 
-    
+      - name: Test new models by onnxruntime
+        run: |
+          python workflow_scripts/test_models.py --target onnxruntime --drop

.github/workflows/windows_ci.yml

@@ -3,12 +3,12 @@
 
 name: Windows CI
 
-# Triggers the workflow on push or pull request events but only for the master branch
+# Triggers the workflow on push or pull request events but only for the main branch
 on:
   push:
-    branches: [ master ]
+    branches: [ main ]
   pull_request:
-    branches: [ master ]
+    branches: [ main ]
 
 jobs:
   # This workflow contains a single job called "build"
@@ -17,9 +17,9 @@ jobs:
     runs-on: windows-latest
     strategy:
       matrix:
-        python-version: [3.7]
+        python-version: [3.8]
         architecture: ['x64']
-        onnx-version: ['1.7']
+
     steps:
       - uses: actions/checkout@v2
         name: Checkout repo
@@ -33,11 +33,15 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          python -m pip install onnx==${{ matrix.onnx-version }} requests
-          python -m pip install onnxruntime
+          # TODO: now ONNX only supports Protobuf <= 3.20.1
+          python -m pip install protobuf==3.20.1
+          python -m pip install onnx onnxruntime requests py-cpuinfo
+          python -m cpuinfo
+
       - name: Test new models by onnx
         run: |
-          python workflow_scripts/test_models.py --target onnx
+          python workflow_scripts/test_models.py --target onnx --drop
+
       - name: Test new models by onnxruntime
         run: |
-          python workflow_scripts/test_models.py --target onnxruntime
+          python workflow_scripts/test_models.py --target onnxruntime --drop