Standard forward pass. The model's forward() method must be a standard tensor-in, logits-out computation. No problem-specific control flow (for-loops over digits, explicit carry variables, string manipulation) inside forward(). The autoregressive generation loop lives outside the model, exactly as it would for any language model.
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for attempt in range(self.config.max_retries):
但数据只是起点。当地基打好之后，真正的竞争才刚刚开始——谁来占领模型层，谁来赢得企业端的钱包份额。