refactor: 工厂 kwargs 过滤及组件参数清理

- BaseFactory.create() 按 __init__ 签名过滤多余 kwargs
- 移除 GQA/MLA/MLP/DeepSeekMoE 中多余的 **kwargs
- MLP/DeepSeekMoE 参数名统一为 dim_ffn
- scheduler max_seq_len 增加 None 显式判断
- 默认 max_prompt_len 提升至 2048

astrai/model/components/attention.py

@@ -40,7 +40,6 @@ class GQA(nn.Module):
         norm_eps: float,
         use_gated_attention: bool,
         layer_id: int,
-        **kwargs,
     ):
         super().__init__()
         assert dim % n_heads == 0
@@ -123,7 +122,6 @@ class MLA(nn.Module):
         norm_eps: float,
         use_gated_attention: bool,
         layer_id: int,
-        **kwargs,
     ):
         super().__init__()
         self.dim = dim