attention mechanisms in Table 1. MLA requires only a small amount of KV cache, equal to GQA with only 2.25 groups, but can achieve stronger performance than MHA. 8 Attention Mechanism KV Cache per Token DeepSeek-V2, ?? is set to 4?ℎ and ?? ℎ is set to ?ℎ 2 . So, its KV cache is equal to GQA with only 2.25 groups, but its performance is stronger than MHA. 2.2. DeepSeekMoE: Training Strong Models at Economical is 120. Q: The bagels cost $2.25 each, or a dozen for $24. How much is saved, per bagel, in cents, by buying a dozen at a time? A: Let’s think step by step. They cost 2.25*100=225 cents each. At the bulk

v_str_b + "\"\n\r" + v_str_c + "\t!\\"); 06 页面效果如图 2.25 所示。从图中可以看出，使用特殊字符串就可以实现空格、换行和添 加标点符号的效果，这在具体设计中是非常实用的。 图 2.25 String 原始类型（3） 2.3.10 获取字符串长度 本小节介绍 ECMAScript 语法中获取字符串长度的方法。ECMAScript

计算下从事业部 国 Cublas INT8， 9 国 TVM INT8 国 TVM INT4 罩 TVMINT1 675 旨 号 昌 45 全 2.25 ”cublas baseline (512, 64, 512 ) (512, 32, 512 ) (512, 16, 512) COMPUTING PLATFORM

admin interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 279 i 2.25 Getting support for Weblate . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 285 Weblate Manual, Release 3.11.3 See also: Component configuration, Bilingual and monolingual formats 2.25 Getting support for Weblate Weblate is a copylefted libre software with community support. Subscribers submitted. Hint: The activation is fully optional, you can still use support services without it. 2.25. Getting support for Weblate 285 CHAPTER 3 Contributor docs 3.1 About Weblate 3.1.1 Project goals

admin interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 277 i 2.25 Getting support for Weblate . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 283 Weblate Manual, Release 3.11.1 See also: Component configuration, Bilingual and monolingual formats 2.25 Getting support for Weblate Weblate is a copylefted libre software with community support. Subscribers submitted. Hint: The activation is fully optional, you can still use support services without it. 2.25. Getting support for Weblate 283 CHAPTER 3 Contributor docs 3.1 About Weblate 3.1.1 Project goals

admin interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 277 i 2.25 Getting support for Weblate . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 283 Weblate Manual, Release 3.11.2 See also: Component configuration, Bilingual and monolingual formats 2.25 Getting support for Weblate Weblate is a copylefted libre software with community support. Subscribers submitted. Hint: The activation is fully optional, you can still use support services without it. 2.25. Getting support for Weblate 283 CHAPTER 3 Contributor docs 3.1 About Weblate 3.1.1 Project goals

admin interface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 277 i 2.25 Getting support for Weblate . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 283 Weblate Manual, Release 3.11 See also: Component configuration, Bilingual and monolingual formats 2.25 Getting support for Weblate Weblate is a copylefted libre software with community support. Subscribers submitted. Hint: The activation is fully optional, you can still use support services without it. 2.25. Getting support for Weblate 283 CHAPTER 3 Contributor docs 3.1 About Weblate 3.1.1 Project goals

Byte-ordering issues . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 875 2.25 Cookbook . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . byteorder In [34]: s = pd.Series(newx) See the NumPy documentation on byte order for more details. 2.25 Cookbook This is a repository for short and sweet examples and links for useful pandas recipes. We df Out[12]: AAA BBB CCC 0 4 10 100 1 5 20 50 2 6 30 -30 3 7 40 -50 (continues on next page) 2.25. Cookbook 883 pandas: powerful Python data analysis toolkit, Release 1.1.1 (continued from previous

Byte-ordering issues . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 875 2.25 Cookbook . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . byteorder In [34]: s = pd.Series(newx) See the NumPy documentation on byte order for more details. 2.25 Cookbook This is a repository for short and sweet examples and links for useful pandas recipes. We df Out[12]: AAA BBB CCC 0 4 10 100 1 5 20 50 2 6 30 -30 3 7 40 -50 (continues on next page) 2.25. Cookbook 883 pandas: powerful Python data analysis toolkit, Release 1.1.0 (continued from previous