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hub / github.com/MeiGen-AI/MultiTalk / forward

Method forward

kokoro/model.py:125–141  ·  view source on GitHub ↗
(
        self,
        phonemes: str,
        ref_s: torch.FloatTensor,
        speed: float = 1,
        return_output: bool = False
    )

Source from the content-addressed store, hash-verified

123 return audio, pred_dur
124
125 def forward(
126 self,
127 phonemes: str,
128 ref_s: torch.FloatTensor,
129 speed: float = 1,
130 return_output: bool = False
131 ) -> Union['KModel.Output', torch.FloatTensor]:
132 input_ids = list(filter(lambda i: i is not None, map(lambda p: self.vocab.get(p), phonemes)))
133 logger.debug(f"phonemes: {phonemes} -> input_ids: {input_ids}")
134 assert len(input_ids)+2 <= self.context_length, (len(input_ids)+2, self.context_length)
135 input_ids = torch.LongTensor([[0, *input_ids, 0]]).to(self.device)
136 ref_s = ref_s.to(self.device)
137 audio, pred_dur = self.forward_with_tokens(input_ids, ref_s, speed)
138 audio = audio.squeeze().cpu()
139 pred_dur = pred_dur.cpu() if pred_dur is not None else None
140 logger.debug(f"pred_dur: {pred_dur}")
141 return self.Output(audio=audio, pred_dur=pred_dur) if return_output else audio
142
143class KModelForONNX(torch.nn.Module):
144 def __init__(self, kmodel: KModel):

Callers

nothing calls this directly

Calls 1

forward_with_tokensMethod · 0.95

Tested by

no test coverage detected