[New Model] DeepSeek-V3.2 (Rebased to Main) (#25896)
Signed-off-by: Chen Zhang <zhangch99@outlook.com> Signed-off-by: youkaichao <youkaichao@gmail.com> Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> Signed-off-by: mgoin <mgoin64@gmail.com> Signed-off-by: NickLucche <nlucches@redhat.com> Signed-off-by: Yongye Zhu <zyy1102000@gmail.com> Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com> Signed-off-by: Lucia Fang <fanglu@meta.com> Co-authored-by: Chen Zhang <zhangch99@outlook.com> Co-authored-by: youkaichao <youkaichao@gmail.com> Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com> Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com> Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com> Co-authored-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com> Co-authored-by: mgoin <mgoin64@gmail.com> Co-authored-by: Lucia Fang <116399278+luccafong@users.noreply.github.com> Co-authored-by: Lucia Fang <fanglu@meta.com> Co-authored-by: NickLucche <nlucches@redhat.com> Co-authored-by: Siyuan Fu <siyuanf@nvidia.com> Co-authored-by: Matthew Bonanni <mbonanni@redhat.com> Co-authored-by: Xiaozhu Meng <mxz297@gmail.com> Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
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@@ -53,8 +53,20 @@ class DeepSeekMultiTokenPredictorLayer(nn.Module):
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self.eh_proj = nn.Linear(config.hidden_size * 2,
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config.hidden_size,
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bias=False)
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self.is_v32 = hasattr(config, "index_topk")
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if self.is_v32:
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topk_tokens = config.index_topk
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topk_indices_buffer = torch.empty(
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vllm_config.scheduler_config.max_num_batched_tokens,
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topk_tokens,
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dtype=torch.int32,
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device="cuda")
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else:
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topk_indices_buffer = None
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self.shared_head = SharedHead(config=config, quant_config=quant_config)
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self.mtp_block = DeepseekV2DecoderLayer(vllm_config, prefix)
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self.mtp_block = DeepseekV2DecoderLayer(vllm_config, prefix,
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topk_indices_buffer)
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def forward(
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self,
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