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Errors sending to UI
notifying client of AI model conversion
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@@ -32,7 +32,7 @@ cdef class Inference:
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self.engine = None
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self.is_building_engine = False
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cdef build_tensor_engine(self):
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cdef build_tensor_engine(self, object updater_callback):
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is_nvidia = HardwareService.has_nvidia_gpu()
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if not is_nvidia:
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return
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@@ -40,18 +40,22 @@ cdef class Inference:
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engine_filename = TensorRTEngine.get_engine_filename(0)
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key = Security.get_model_encryption_key()
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models_dir = constants.MODELS_FOLDER
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if not os.path.exists(os.path.join(<str> models_dir, f'{engine_filename}.big')):
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#TODO: Check cdn on engine exists, if there is, download
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self.is_building_engine = True
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time.sleep(8) # prevent simultaneously loading dll and models
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onnx_model = self.api_client.load_big_small_resource(constants.AI_ONNX_MODEL_FILE, models_dir, key)
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model_bytes = TensorRTEngine.convert_from_onnx(onnx_model)
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self.api_client.upload_big_small_resource(model_bytes, <str> engine_filename, models_dir, key)
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print('uploaded ')
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self.is_building_engine = False
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else:
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print('tensor rt engine is here, no need to build')
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self.is_building_engine = True
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updater_callback('downloading')
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if self.api_client.load_big_small_resource(engine_filename, models_dir, key):
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print('tensor rt engine is here, no need to build')
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self.is_building_engine = False
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return
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# time.sleep(8) # prevent simultaneously loading dll and models
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updater_callback('converting')
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onnx_model = self.api_client.load_big_small_resource(constants.AI_ONNX_MODEL_FILE, models_dir, key)
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model_bytes = TensorRTEngine.convert_from_onnx(onnx_model)
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updater_callback('uploading')
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self.api_client.upload_big_small_resource(model_bytes, <str> engine_filename, models_dir, key)
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print(f'uploaded {engine_filename} to CDN and API')
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self.is_building_engine = False
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cdef init_ai(self):
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if self.engine is not None:
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@@ -161,7 +165,6 @@ cdef class Inference:
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self.stop_signal = False
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self.init_ai()
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print(ai_config.paths)
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for m in ai_config.paths:
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if self.is_video(m):
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videos.append(m)
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