三个皮匠报告—— 严选型全行业研究报告分享下载平台,您的专属行业智库!
欢迎来到三个皮匠报告!
登录
帮助中心
首页
最新
研搜
BETA
合集
英文
会议
数据
财报库
政策库
自研报告
入驻
您的当前位置:
首页
>
行业数据
>
图8.多头注意力(Multi-HeadAttention)原理和MHA公式
图8.多头注意力(Multi-HeadAttention)原理和MHA公式
行业数据
下载Excel
下载图片
原图定位
图片属性
图片格式:PNG
图片大小:658KB
图片尺寸:2362*1172
同报告图片
/
4
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
所属报告:
计算机行业大模型系列报告(一):Transformer架构的过去、现在和未来-250119(26页).pdf
打包全文图表
相关数据
对各媒体渠道广告的人均注意力集中度(%)
收藏
行业数据
2026-04-20
原图定位
查看详情
Figure 7.9: The evolution of India’s REITs: A multi-fold surge in market cap (FY20 - 9M FY26)
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
收藏
行业数据
2026-03-20
原图定位
查看详情
Who leads and manages meetings & events: Top five functions involved (multi-select)
fCBGVU5DVElPTiAgICAgICAgICB8ICUgT0YgUkVTUE9OREVOVFMgfAp8LS0tLS0tLS0tLS0tLS0tLS0tLXwtLS0tLS0tLS0tLS0tLS0tLS18CnwgRXZlbnRzIHRlYW1zICAgICAgfCA0OSUgICAgICAgICAgICAgIHwKfCBPcGVyYXRpb25zICAgICAgICB8IDQwJSAgICAgICAgICAgICAgfAp8IE1hcmtldGluZyAgICAgICAgIHwgMzUlICAgICAgICAgICAgICB8CnwgRXhlY3V0aXZlIEFzc2lzdGFudHMgfCAzNCUgICAgICAgICAgfAp8IEhSICAgICAgICAgICAgICAgIHwgMjUlICAgICAgICAgICAgICB8CgrotYTmlpnmnaXmupDvvJrlm77niYfkuK3mj5DkvpvnmoTnm7jlhbPmlbDmja7vvIjmnKrmmI7noa7moIfms6jlhbfkvZPlpJbpg6jmnaXmupDvvIk=
收藏
行业数据
2026-03-13
原图定位
查看详情
2014-2023全球媒体渠道用户注意力格局
fCDlubTku70gfCBPcGVuIEludGVybmV0ICglKSB8IFdhbGxlZCBHYXJkZW5zICglKSB8CnwtLS0tLS18LS0tLS0tLS0tLS0tLS0tLS0tLXwtLS0tLS0tLS0tLS0tLS0tLS0tLXwKfCAyMDE0IHwgMzggICAgICAgICAgICAgICAgfCA2MiAgICAgICAgICAgICAgICAgfAp8IDIwMTcgfCA1MSAgICAgICAgICAgICAgICB8IDQ5ICAgICAgICAgICAgICAgICB8CnwgMjAyMCB8IDU3ICAgICAgICAgICAgICAgIHwgNDMgICAgICAgICAgICAgICAgIHwKfCAyMDIzIHwgNjEgICAgICAgICAgICAgICAgfCAzOSAgICAgICAgICAgICAgICAgfAoK6LWE5paZ5p2l5rqQ77yaR2xvYmFsV2ViSW5kZXjjgIHljY7ms7DnoJTnqbY=
收藏
竞争格局
2026-03-13
原图定位
查看详情
Figure 11: From a multi-year perspective, adoptions are improving off -LDD reductions at the end of 2023
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
收藏
行业数据
2026-03-11
原图定位
查看详情
以2.5D/3D为代表的Multi-Die技术将直接催动EDA软件市场未来几年市场规模的扩张(下图为数字应用与签核环节市场规模表现预测图示)
收藏
市场规模
2026-01-22
原图定位
查看详情
KVCache处理方法(Multi-head、Grouped-query、Multi-query)
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
收藏
行业数据
2025-12-11
原图定位
查看详情
稀疏注意力机制(DSA)
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
收藏
行业数据
2025-12-10
原图定位
查看详情
Multi-Agent模式下的聊天姿势
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
收藏
商业模式
2025-12-02
原图定位
查看详情
通过拼接或更通用的交叉注意力机制对潜在扩散模型(LDMs)进行条件约
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
收藏
行业数据
2025-11-25
原图定位
查看详情
输入图像→CNN提取特征→带注意力的RNN(LSTM)→逐词生成描述
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
收藏
行业数据
2025-11-25
原图定位
查看详情
在MHA、GQA中大量存在于keysvalues中的KV缓存(带阴影表示),MLA
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
收藏
行业数据
2025-05-14
原图定位
查看详情
不同注意力机制KV缓存和性能对比
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
收藏
行业数据
2025-05-09
原图定位
查看详情
Minimax-01使用的线性注意力机制将计算复杂度降低至O(N)
fCDnrpfms5XnsbvlnosgICAgICAgfCDorqHnrpflpI3mnYLluqYgfAp8LS0tLS0tLS0tLS0tLS0tLXwtLS0tLS0tLS0tLS18CnwgU29mdG1heCBBdHRlbnRpb24gfCBPKE7CsmQpICAgICB8CnwgTGluZWFyIEF0dGVudGlvbiAgIHwgTyhOZMKyKSAgICAgfAoKCui1hOaWmeadpea6kO+8muOAik1pbmltYXgtMDHmioDmnK/miqXlkYrjgIvvvIznlLPkuIflro/mupDnoJTnqbY=
收藏
行业数据
2025-02-08
原图定位
查看详情
MLA与其他注意力机制的优劣对比
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
收藏
行业数据
2025-02-06
原图定位
查看详情
最新数据
全球全年龄段奶粉市场规模(亿美元)
收藏
行业数据
2026-07-30
原图定位
查看详情
全球酸奶及发酵乳制品市场规模(亿美元)
收藏
行业数据
2026-07-30
原图定位
查看详情
全球药用级益生菌市场规模(百万美元)
收藏
行业数据
2026-07-30
原图定位
查看详情
全球益生菌膳食补充剂市场规模及增速
收藏
行业数据
2026-07-30
原图定位
查看详情
全球拥有AKK专利菌株的核心企业
收藏
行业数据
2026-07-30
原图定位
查看详情
在单一注意力机制的基础上,我们可以构建多个并行的注意力机制组合,这种组合被称为多头注意力(Multi-Head Attention,简称 MHA)。多头注意力机制显著扩展了模型的视野,使其能够从多个不同的角度同时关注输入信息,从而捕捉到更丰富的特征和关系。这种机制不仅增强了模型对序列中依赖关系的学习能力,还有效缓解了单一注意力机制可能遇到的有效分辨率降低等问题,进而显著提高了模型的整体性能和准确性。通过这种方式,多头注意力机制为模型提供了更强大的表达能力和更高效的计算效率。
行业数据
原图定位
当前图表所属:
计算机行业大模型系列报告(一):Transformer架构的过去、现在和未来-250119(26页).pdf
2025年Transformer架构行业报告:注意力机制演进与替代架构,计算效率提升趋势
图9.Transformer和LSTM在不同参数数量和上下文长度下的测试损失
图8.多头注意力(Multi-HeadAttention)原理和MHA公式
图7.缩放点积注意力(ScaledDot-ProductAttention)原理和Softmax公式
下载图片或Excel,需升级至尊VIP会员或「预见者」VIP
立即去升级
客服
商务合作
小程序
服务号
回到顶部
折叠
微信扫码登录
微信扫码登录
双重福利,扫码领取!
关注公众号『三个皮匠报告』,免费领取报告
1.100+最新优质行业报告
2.每周免费精选报告分享
手机快捷登录
账号登录
记住密码
忘记密码?
验证即登录,未注册将自动创建账号
获取验证码
收不到验证码注意事项
登录代表您已阅读并同意
《三个皮匠服务条款》