areusch commented on code in PR #12818:
URL: https://github.com/apache/tvm/pull/12818#discussion_r979013935


##########
apps/microtvm/arduino/template_project/microtvm_api_server.py:
##########
@@ -313,7 +297,90 @@ def _find_modified_include_path(self, project_dir, 
file_path, include_path):
         # It's probably a standard C/C++ header
         return include_path
 
+    CMSIS_INCLUDE_HEADERS = [
+        "arm_nn_math_types.h",
+        "arm_nn_tables.h",
+        "arm_nn_types.h",
+        "arm_nnfunctions.h",
+        "arm_nnsupportfunctions.h",
+    ]
+
+    def _cmsis_required(self, project_path: pathlib.Path) -> bool:
+        """Check if CMSIS dependency is required."""
+        project_path = pathlib.Path(project_path)
+        for path in (project_path / "src" / "model").iterdir():
+            if path.is_file():
+                # Encoding is for reading C generated code which also includes 
hex numbers
+                with open(path, "r", encoding="ISO-8859-1") as lib_f:
+                    lib_content = lib_f.read()
+                if any(header in lib_content for header in 
self.CMSIS_INCLUDE_HEADERS):
+                    return True
+        return False
+
+    def _copy_cmsis(self, project_path: pathlib.Path, cmsis_path: str):
+        """Copy CMSIS header files to project.
+        Note: We use this CMSIS 
package:https://www.arduino.cc/reference/en/libraries/arduino_cmsis-dsp/
+        However, the latest release does not include header files that are 
copied in this function.
+        """
+        (project_path / "include" / "cmsis").mkdir()
+        cmsis_path = get_cmsis_path(cmsis_path)
+        for item in self.CMSIS_INCLUDE_HEADERS:
+            shutil.copy2(
+                cmsis_path / "CMSIS" / "NN" / "Include" / item,
+                project_path / "include" / "cmsis" / item,
+            )
+
+    # These tokens are used in the Makefile.template file.
+    # They are replaced with proper value in generate_project step.
+    FQBN_TOKEN = "<FQBN>"
+    VERBOSE_FLAG_TOKEN = "<VERBOSE_FLAG>"
+    ARUINO_CLI_CMD_TOKEN = "<ARUINO_CLI_CMD>"
+    BOARD_TOKEN = "<BOARD>"
+    BUILD_EXTRA_FLAGS_TOKEN = "<BUILD_EXTRA_FLAGS>"
+
+    def _populate_makefile(
+        self,
+        makefile_template_path: pathlib.Path,
+        makefile_path: pathlib.Path,
+        board: str,

Review Comment:
   yeah i agree there is a bit of a problem that everything depends on all 
options. typically this problem manifests itself in more complex codebases 
where refactoring becomes difficult because the member functions organically 
grow to the point they need interfaces, but interfaces are hard to define 
because the dependency net is too wide.
   
   the drawback to factoring stuff out here is that it's possible to modify it, 
and then the meaning of a var could change depending on if it used the modified 
value or the original one present in `options`. for example, you access some 
vars as mandatory here and use `.get()` which means their value could be the 
var or None.
   
   overall it's a tradeoff between these two. do you feel the code is 
sufficiently complex to need interfaces?



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