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fix: fp16 changes

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This commit is contained in:
Shivam Singhal 2024-08-28 16:04:09 +05:30
parent 7d3a0c99a7
commit 10cbb2bc58
1 changed files with 13 additions and 3 deletions
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16
deepface/models/facial_recognition/Facenet.py
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@ -83,7 +83,7 @@ class FaceNet512dONNXClient(FacialRecognition):
def forward(self, img: np.ndarray) -> List[float]:
input_name = self.model.get_inputs()[0].name
output_name = self.model.get_outputs()[0].name
result = self.model.run([output_name], {input_name: img})
result = self.model.run([output_name], {input_name: img.astype(np.float16)})
return result[0][0].tolist()
@ -1734,7 +1734,7 @@ def load_facenet512d_model(
def load_facenet512d_onnx_model(
url="https://github.com/ShivamSinghal1/deepface/releases/download/v1/facenet512_fp32.onnx",
url="https://github.com/ShivamSinghal1/deepface/releases/download/v1/facenet512_fp16.onnx",
) -> Any:
"""
Download Facenet512d ONNX model weights and load
@ -1753,7 +1753,17 @@ def load_facenet512d_onnx_model(
if torch.cuda.is_available():
logger.info("using onnx GPU for inference")
providers = ['CUDAExecutionProvider', 'CPUExecutionProvider']
providers = [
('CUDAExecutionProvider', {
'arena_extend_strategy': 'kNextPowerOfTwo',
'cudnn_conv_algo_search': 'EXHAUSTIVE',
'do_copy_in_default_stream': True,
'cudnn_conv_use_max_workspace': '1',
'cudnn_conv1d_pad_to_nc1d': '1',
'enable_cuda_graph': '1'
}),
'CPUExecutionProvider',
]
else:
providers = ['CPUExecutionProvider']