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Refactor: make variables private that are not used externally

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tsukumi
2024-03-07 19:33:21 +00:00
parent 70f8d53a1e
commit 3f07c256e3
8 changed files with 85 additions and 30 deletions
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10
style_bert_vits2/text_processing/japanese/bert_feature.py
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@@ -8,7 +8,7 @@ from style_bert_vits2.text_processing import bert_models
from style_bert_vits2.text_processing.japanese.g2p import text_to_sep_kata
models: dict[torch.device | str, PreTrainedModel] = {}
__models: dict[torch.device | str, PreTrainedModel] = {}
def extract_bert_feature(
@@ -48,8 +48,8 @@ def extract_bert_feature(
device = "cuda"
if device == "cuda" and not torch.cuda.is_available():
device = "cpu"
if device not in models.keys():
models[device] = bert_models.load_model(Languages.JP).to(device) # type: ignore
if device not in __models.keys():
__models[device] = bert_models.load_model(Languages.JP).to(device) # type: ignore
style_res_mean = None
with torch.no_grad():
@@ -57,13 +57,13 @@ def extract_bert_feature(
inputs = tokenizer(text, return_tensors="pt")
for i in inputs:
inputs[i] = inputs[i].to(device) # type: ignore
res = models[device](**inputs, output_hidden_states=True)
res = __models[device](**inputs, output_hidden_states=True)
res = torch.cat(res["hidden_states"][-3:-2], -1)[0].cpu()
if assist_text:
style_inputs = tokenizer(assist_text, return_tensors="pt")
for i in style_inputs:
style_inputs[i] = style_inputs[i].to(device) # type: ignore
style_res = models[device](**style_inputs, output_hidden_states=True)
style_res = __models[device](**style_inputs, output_hidden_states=True)
style_res = torch.cat(style_res["hidden_states"][-3:-2], -1)[0].cpu()
style_res_mean = style_res.mean(0)