2023-03-10 10:11:04 +00:00
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import torch
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2023-06-26 06:57:53 +00:00
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2023-03-10 10:11:04 +00:00
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import utils
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2023-06-26 06:57:53 +00:00
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from onnxexport.model_onnx import SynthesizerTrn
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2023-03-10 10:11:04 +00:00
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2023-03-15 07:46:11 +00:00
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def main(NetExport):
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2023-03-10 10:11:04 +00:00
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path = "SoVits4.0"
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if NetExport:
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device = torch.device("cpu")
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hps = utils.get_hparams_from_file(f"checkpoints/{path}/config.json")
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SVCVITS = SynthesizerTrn(
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hps.data.filter_length // 2 + 1,
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hps.train.segment_size // hps.data.hop_length,
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**hps.model)
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_ = utils.load_checkpoint(f"checkpoints/{path}/model.pth", SVCVITS, None)
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_ = SVCVITS.eval().to(device)
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for i in SVCVITS.parameters():
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i.requires_grad = False
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2023-03-15 07:46:11 +00:00
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2023-03-25 16:23:04 +00:00
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n_frame = 10
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test_hidden_unit = torch.rand(1, n_frame, 256)
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test_pitch = torch.rand(1, n_frame)
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test_mel2ph = torch.arange(0, n_frame, dtype=torch.int64)[None] # torch.LongTensor([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]).unsqueeze(0)
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test_uv = torch.ones(1, n_frame, dtype=torch.float32)
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test_noise = torch.randn(1, 192, n_frame)
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2023-03-10 10:11:04 +00:00
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test_sid = torch.LongTensor([0])
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input_names = ["c", "f0", "mel2ph", "uv", "noise", "sid"]
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output_names = ["audio", ]
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2023-03-15 07:46:11 +00:00
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2023-03-10 10:11:04 +00:00
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torch.onnx.export(SVCVITS,
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(
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test_hidden_unit.to(device),
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test_pitch.to(device),
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test_mel2ph.to(device),
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test_uv.to(device),
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test_noise.to(device),
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test_sid.to(device)
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),
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f"checkpoints/{path}/model.onnx",
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dynamic_axes={
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"c": [0, 1],
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"f0": [1],
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"mel2ph": [1],
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"uv": [1],
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"noise": [2],
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},
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do_constant_folding=False,
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opset_version=16,
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verbose=False,
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input_names=input_names,
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output_names=output_names)
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if __name__ == '__main__':
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2023-03-15 07:46:11 +00:00
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main(True)
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