CM v2.0.4 release with the universal Python loadgen harness improvements

cm-mlops/script/app-loadgen-generic-python/README.md

@@ -119,6 +119,15 @@ ___
     <details>
     <summary>Click here to expand this section.</summary>
 
+    * `_cmc`
+      - Environment variables:
+        - *CM_CUSTOM_MODEL_CMC*: `True`
+      - Workflow:
+    * `_custom,cmc`
+      - Workflow:
+        1. ***Read "deps" on other CM scripts***
+           * get,ml-model,cmc
+             - *Warning: no scripts found*
     * `_custom,huggingface`
       - Workflow:
         1. ***Read "deps" on other CM scripts***

cm-mlops/script/app-loadgen-generic-python/_cm.yaml

@@ -252,6 +252,17 @@ variations:
       CM_ML_MODEL_STUB: "#"
 
 
+  cmc:
+    env:
+      CM_CUSTOM_MODEL_CMC: yes
+
+
+  custom,cmc:
+    deps:
+    - tags: get,ml-model,cmc
+    names:
+    - cmc-model
+
 
 input_description:
   modelpath: 

cm-mlops/script/app-loadgen-generic-python/src/backend_pytorch.py

@@ -59,7 +59,6 @@ def create(self) -> Model:
         print ('')
         print ('Loading model: {}'.format(self.model_path))
 
-
         if self.execution_provider == 'CPUExecutionProvider':
             torch_provider = 'cpu'
         elif self.execution_provider == 'CUDAExecutionProvider':
@@ -87,17 +86,25 @@ def create(self) -> Model:
         if not os.path.isfile(cm_model_module):
             raise Exception('cm.py interface for a PyTorch model was not found in {}'.format(self.model_code))
 
+        print ('')
+        print ('Collective Mind Connector for the model found: {}'.format(cm_model_module))
+
+
         # Load CM interface for the model
         import sys
         sys.path.insert(0, self.model_code)
-        model_module=importlib.import_module('cm')
+        model_module=importlib.import_module('cmc')
         del(sys.path[0])
 
         # Init model
         if len(self.model_cfg)>0:
             print ('Model cfg: {}'.format(self.model_cfg))
 
-        model = model_module.model_init(checkpoint, self.model_cfg)
+        r = model_module.model_init(checkpoint, self.model_cfg)
+        if r['return']>0:
+            raise Exception('Error: {}'.format(r['error']))
+
+        model = r['model']
 
         if torch_provider=='cuda':
             model.cuda()

cm-mlops/script/get-generic-python-lib/README.md

@@ -40,13 +40,13 @@ Maintainers: [Public MLCommons Task Force on Automation and Reproducibility](htt
 
 `cm run script --tags=get,generic-python-lib`
 
-`cm run script --tags=get,generic-python-lib[,variations] `
+`cm run script --tags=get,generic-python-lib[,variations] [--input_flags]`
 
 *or*
 
 `cmr "get generic-python-lib"`
 
-`cmr "get generic-python-lib [variations]" `
+`cmr "get generic-python-lib [variations]" [--input_flags]`
 
 
 * *See the list of `variations` [here](#variations) and check the [Gettings Started Guide](https://github.com/mlcommons/ck/blob/dev/docs/getting-started.md) for more details.*
@@ -85,7 +85,7 @@ Use this [online GUI](https://cKnowledge.org/cm-gui/?tags=get,generic-python-lib
 
 #### Run this script via Docker (beta)
 
-`cm docker script "get generic-python-lib[variations]" `
+`cm docker script "get generic-python-lib[variations]" [--input_flags]`
 
 ___
 ### Customization
@@ -487,8 +487,8 @@ ___
       - Workflow:
     * `_torch,rocm`
       - Environment variables:
-        - *CM_GENERIC_PYTHON_PIP_INDEX_URL*: `https://download.pytorch.org/whl/rocm5.6`
         - *CM_GENERIC_PYTHON_PACKAGE_NAME*: `torch`
+        - *CM_GENERIC_PYTHON_PIP_INDEX_URL*: `https://download.pytorch.org/whl/rocm5.6`
         - *CM_GENERIC_PYTHON_PIP_UNINSTALL_DEPS*: `torch`
       - Workflow:
         1. ***Read "post_deps" on other CM scripts***
@@ -509,8 +509,8 @@ ___
     * `_torch_cuda,pre`
       - Environment variables:
         - *CM_GENERIC_PYTHON_PACKAGE_NAME*: `torch`
-        - *CM_GENERIC_PYTHON_PIP_INDEX_URL*: `https://download.pytorch.org/whl/<<<CM_CUDA_VERSION_STRING>>>`
         - *CM_GENERIC_PYTHON_PIP_EXTRA*: ` --pre`
+        - *CM_GENERIC_PYTHON_PIP_INDEX_URL*: `https://download.pytorch.org/whl/<<<CM_CUDA_VERSION_STRING>>>`
         - *CM_TORCH_VERSION_EXTRA*: `CUDA`
       - Workflow:
         1. ***Read "deps" on other CM scripts***
@@ -532,8 +532,8 @@ ___
       - Workflow:
     * `_torchaudio,rocm`
       - Environment variables:
-        - *CM_GENERIC_PYTHON_PIP_INDEX_URL*: `https://download.pytorch.org/whl/rocm5.6`
         - *CM_GENERIC_PYTHON_PACKAGE_NAME*: `torchaudio`
+        - *CM_GENERIC_PYTHON_PIP_INDEX_URL*: `https://download.pytorch.org/whl/rocm5.6`
         - *CM_GENERIC_PYTHON_PIP_UNINSTALL_DEPS*: `torchaudio`
       - Workflow:
     * `_torchaudio_cuda`
@@ -553,8 +553,8 @@ ___
       - Workflow:
     * `_torchvision,rocm`
       - Environment variables:
-        - *CM_GENERIC_PYTHON_PIP_INDEX_URL*: `https://download.pytorch.org/whl/rocm5.6`
         - *CM_GENERIC_PYTHON_PACKAGE_NAME*: `torchvision`
+        - *CM_GENERIC_PYTHON_PIP_INDEX_URL*: `https://download.pytorch.org/whl/rocm5.6`
         - *CM_GENERIC_PYTHON_PIP_UNINSTALL_DEPS*: `torchvision`
       - Workflow:
     * `_torchvision_cuda`
@@ -614,6 +614,23 @@ ___
 
     </details>
 
+
+#### Script flags mapped to environment
+<details>
+<summary>Click here to expand this section.</summary>
+
+* `--extra_index_url=value`  &rarr;  `CM_GENERIC_PYTHON_PIP_EXTRA_INDEX_URL=value`
+* `--force_install=value`  &rarr;  `CM_TMP_PYTHON_PACKAGE_FORCE_INSTALL=value`
+* `--index_url=value`  &rarr;  `CM_GENERIC_PYTHON_PIP_INDEX_URL=value`
+
+**Above CLI flags can be used in the Python CM API as follows:**
+
+```python
+r=cm.access({... , "extra_index_url":...}
+```
+
+</details>
+
 #### Default environment
 
 <details>
@@ -655,7 +672,7 @@ ___
 
 ___
 ### Script output
-`cmr "get generic-python-lib [,variations]"  -j`
+`cmr "get generic-python-lib [,variations]" [--input_flags] -j`
 #### New environment keys (filter)
 
 * `CM_PYTHONLIB_*`