[Fix bug] Modify profiling arguments (#86)

nn_meter/builder/backends/tflite/cpu.py

@@ -38,10 +38,16 @@ class TFLiteCPULatencyParser(BaseParser):
             if re.search(end_regex, line):
                 flag = False
 
+        # import pandas as pd
+        # df = pd.DataFrame(columns=('node_type', 'avg', 'name'))
+        # for node in nodes:
+        #     # print({'node_type': node['node_type'], 'avg': node['avg'], 'name': node['name']})
+        #     df.loc[len(df)] = [node['node_type'], node['avg'], node['name']]
+
         return nodes
 
     def _parse_total_latency(self, content):
-        total_latency_regex = r'Timings \(microseconds\): count=[\d.e-]+ first=[\d.e-]+ curr=[\d.e-]+ min=[\d.e-]+ max=[\d.e-]+ avg=([\d.e-]+) std=([\d.e-]+)'
+        total_latency_regex = r'Timings \(microseconds\): count=[\d.e-]+ first=[\d.e-]+ curr=[\d.e-]+ min=[\d.e-]+ max=[\d.e-]+ avg=([\d.\+e-]+) std=([\d.\+e-]+)'
 
         total_latency = Latency()
         match = re.search(total_latency_regex, content, re.MULTILINE)

nn_meter/builder/backends/tflite/tflite_profiler.py

@@ -63,7 +63,7 @@ class TFLiteProfiler(BaseProfiler):
             if clean:
                 if self._serial:
                     os.system(f"adb -s {self._serial} shell rm {remote_graph_path}")
-                    os.remove(graph_path)
+                    # os.remove(graph_path)
                 else:
                     os.system(f"adb shell rm {remote_graph_path}")
 

nn_meter/builder/nn_meter_builder.py

@@ -48,7 +48,7 @@ def convert_models(backend, models, mode = 'predbuild', broken_point_mode = Fals
                 continue
             try:
                 model_path = model['model']
-                converted_model = backend.convert_model(model_path, model_save_path, model['shapes'])
+                converted_model = backend.convert_model(model_path, model_save_path, input_shape=model['shapes'])
                 model['converted_model'] = converted_model
                 count += 1
             except Exception as e:
@@ -136,7 +136,7 @@ def profile_models(backend, models, mode = 'ruletest', metrics = ["latency"], sa
                 try:
                     model_path = model['converted_model']
                     signal.alarm(time_threshold)
-                    profiled_res = backend.profile(model_path, metrics, model['shapes'], **kwargs)
+                    profiled_res = backend.profile(model_path, metrics, input_shape=model['shapes'], **kwargs)
                     signal.alarm(0)
                     for metric in metrics:
                         model[metric] = profiled_res[metric]
@@ -148,7 +148,7 @@ def profile_models(backend, models, mode = 'ruletest', metrics = ["latency"], sa
                 try:
                     model_path = model['model']
                     signal.alarm(time_threshold)
-                    profiled_res = backend.profile_model_file(model_path, model_save_path, model['shapes'], metrics, **kwargs)
+                    profiled_res = backend.profile_model_file(model_path, model_save_path, input_shape=model['shapes'], metrics=metrics, **kwargs)
                     signal.alarm(0)
                     for metric in metrics:
                         model[metric] = profiled_res[metric]