.<\/span><\/p>\nNh\u00ecn v\u1ec1 ph\u00eda tr\u01b0\u1edbc, Gemma 4 c\u00f3 v\u1ecb th\u1ebf \u0111\u1ed9c \u0111\u00e1o \u0111\u1ec3 th\u00fac \u0111\u1ea9y th\u1ebf h\u1ec7 \u1ee9ng d\u1ee5ng t\u00e1c nh\u00e2n ti\u1ebfp theo tr\u00ean Google Cloud. Vi\u1ec7c k\u1ebft h\u1ee3p kh\u1ea3 n\u0103ng l\u1eadp k\u1ebf ho\u1ea1ch \u0111a b\u01b0\u1edbc c\u1ee7a Gemma 4 v\u1edbi nh\u1eefng t\u00ednh n\u0103ng m\u1edbi\u00a0 GKE Agent Sandbox, C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 th\u1ef1c thi an to\u00e0n m\u00e3 do LLM t\u1ea1o ra v\u00e0 c\u00e1c l\u1ec7nh g\u1ecdi c\u00f4ng c\u1ee5 trong m\u00f4i tr\u01b0\u1eddng Kubernetes thu\u1ea7n t\u00fay, \u0111\u01b0\u1ee3c c\u00e1ch ly cao, cung c\u1ea5p kh\u1ea3 n\u0103ng kh\u1edfi \u0111\u1ed9ng ngu\u1ed9i d\u01b0\u1edbi m\u1ed9t gi\u00e2y v\u1edbi t\u1ed1i \u0111a 300 sandbox m\u1ed7i gi\u00e2y \u0111\u1ec3 l\u1eadp k\u1ebf ho\u1ea1ch \u0111a b\u01b0\u1edbc an to\u00e0n v\u00e0 hi\u1ec7u qu\u1ea3. H\u01a1n n\u1eefa, b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng GKE Inference Gateway v\u00e0 c\u00e1c t\u00ednh n\u0103ng suy lu\u1eadn ph\u00e2n t\u00e1n n\u00e2ng cao trong llm-d nh\u01b0 l\u1eadp l\u1ecbch d\u1ef1a tr\u00ean \u0111\u1ed9 tr\u1ec5 d\u1ef1 \u0111o\u00e1n,<\/p>\n
C\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c ph\u1ee9c t\u1ea1p n\u00e0y \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb kh\u1ea3 n\u0103ng \u0111\u1ecbnh tuy\u1ebfn th\u00f4ng minh, t\u1ef1 \u0111\u1ed9ng c\u00e2n b\u1eb1ng vi\u1ec7c t\u00e1i s\u1eed d\u1ee5ng b\u1ed9 nh\u1edb cache v\u00e0 t\u1ea3i m\u00e1y ch\u1ee7. GKE Inference Gateway v\u1edbi Predictive Latency Boost c\u00f3 th\u1ec3 gi\u1ea3m \u0111\u1ed9 tr\u1ec5 th\u1eddi gian \u0111\u1ebfn token \u0111\u1ea7u ti\u00ean (TTFT) l\u00ean \u0111\u1ebfn 70% b\u1eb1ng c\u00e1ch thay th\u1ebf ph\u1ecfng \u0111o\u00e1n d\u1ef1a tr\u00ean kinh nghi\u1ec7m b\u1eb1ng \u0111\u1ecbnh tuy\u1ebfn nh\u1eadn bi\u1ebft dung l\u01b0\u1ee3ng theo th\u1eddi gian th\u1ef1c, kh\u00f4ng c\u1ea7n \u0111i\u1ec1u ch\u1ec9nh th\u1ee7 c\u00f4ng.<\/span><\/p>\nGoogle Cloud TPUs<\/b>
\n<\/span>Gemma 4 s\u1ebd c\u00f3 s\u1eb5n tr\u00ean c\u00e1c TPU tr\u00ean to\u00e0n b\u1ed9 Google Cloud th\u00f4ng qua GKE, GCE v\u00e0 Vertex AI. B\u1eaft \u0111\u1ea7u t\u1eeb h\u00f4m nay, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1ed9t s\u1ed1 d\u1ef1 \u00e1n TPU m\u00e3 ngu\u1ed3n m\u1edf ph\u1ed5 bi\u1ebfn \u0111\u1ec3 ph\u1ee5c v\u1ee5, hu\u1ea5n luy\u1ec7n tr\u01b0\u1edbc v\u00e0 hu\u1ea5n luy\u1ec7n sau Gemma-4-31B dense v\u00e0 Gemma-4-26B-A4B MoE.<\/span><\/p>\n\n- \u0110\u1ec3 th\u1eed nghi\u1ec7m tr\u01b0\u1edbc v\u00e0 sau qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, b\u1ea1n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng\u00a0 MaxText v\u00e0 th\u1ef1c hi\u1ec7n \u0111\u00e0o t\u1ea1o sau \u0111\u00e0o t\u1ea1o \u0111\u1ec3 t\u00f9y ch\u1ec9nh cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ph\u00e2n t\u00edch v\u00e0 t\u1ea1o v\u0103n b\u1ea3n, suy lu\u1eadn v\u00e0 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh.<\/li>\n
- \u0110\u1ed1i v\u1edbi vi\u1ec7c ph\u00e2n ph\u1ed1i tr\u1ef1c tuy\u1ebfn v\u00e0 suy lu\u1eadn theo l\u00f4, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng\u00a0 vLLM TPU \u0110\u1ec3 tri\u1ec3n khai c\u00e1c t\u00e1c v\u1ee5 s\u1ea3n xu\u1ea5t c\u1ee7a b\u1ea1n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c container Docker \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng s\u1eb5n, h\u01b0\u1edbng d\u1eabn nhanh v\u00e0 c\u00e1c b\u00e0i h\u01b0\u1edbng d\u1eabn minh h\u1ecda b\u1eb1ng v\u0103n b\u1ea3n c\u1ee7a Google.<\/li>\n<\/ul>\n
H\u00e3y \u0111\u00f3n ch\u1edd c\u00e1c b\u00e0i h\u01b0\u1edbng d\u1eabn SGLang-JAX do c\u1ed9ng \u0111\u1ed3ng \u0111\u00f3ng g\u00f3p.<\/span><\/p>\nSovereign Cloud<\/b>
\n<\/span>Gemma 4 s\u1ebd c\u00f3 m\u1eb7t tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c c\u1eeda h\u00e0ng c\u1ee7a Google. Sovereign Cloud offerings, Bao g\u1ed3m \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng v\u1edbi Data Boundary, Google Cloud Dedicated (nh\u01b0 S3NS \u1edf Ph\u00e1p) v\u00e0 Google Distributed Cloud cho c\u00e1c tri\u1ec3n khai kh\u00e9p k\u00edn v\u00e0 t\u1ea1i ch\u1ed7. Vi\u1ec7c m\u1edf r\u1ed9ng n\u00e0y c\u1ee7ng c\u1ed1 cam k\u1ebft c\u1ee7a Google \u0111\u1ed1i v\u1edbi m\u1ed9t th\u1ebf gi\u1edbi k\u1ef9 thu\u1eadt s\u1ed1 m\u1edf, t\u1ef1 ch\u1ee7, n\u01a1i c\u00e1c t\u1ed5 ch\u1ee9c duy tr\u00ec to\u00e0n quy\u1ec1n ki\u1ec3m so\u00e1t d\u1eef li\u1ec7u, m\u00e3 h\u00f3a v\u00e0 m\u00f4i tr\u01b0\u1eddng ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ecd.<\/p>\nB\u1eb1ng c\u00e1ch cung c\u1ea5p c\u00e1c tr\u1ecdng s\u1ed1 m\u1edf, Gemma 4 trao quy\u1ec1n cho c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n x\u00e2y d\u1ef1ng c\u00e1c gi\u1ea3i ph\u00e1p chuy\u00ean bi\u1ec7t cho c\u00e1c m\u00f4i tr\u01b0\u1eddng nh\u1ea1y c\u1ea3m cao. C\u00e1c doanh nghi\u1ec7p v\u00e0 c\u01a1 quan ch\u00ednh ph\u1ee7 gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3 tri\u1ec3n khai c\u00e1c d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c b\u1ea3n \u0111\u1ecba h\u00f3a, t\u00f4n tr\u1ecdng c\u00e1c s\u1eafc th\u00e1i khu v\u1ef1c v\u00e0 chuy\u00ean m\u00f4n l\u0129nh v\u1ef1c, \u0111\u1ed3ng th\u1eddi \u0111\u00e1p \u1ee9ng c\u00e1c quy t\u1eafc nghi\u00eam ng\u1eb7t v\u1ec1 l\u01b0u tr\u1eef v\u00e0 ch\u1ee7 quy\u1ec1n d\u1eef li\u1ec7u. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y \u0111\u1ea3m b\u1ea3o c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 \u0111\u1ed5i m\u1edbi nhanh ch\u00f3ng v\u1edbi AI trong khi v\u1eabn ho\u00e0n to\u00e0n tu\u00e2n th\u1ee7 c\u00e1c y\u00eau c\u1ea7u qu\u1ed1c gia v\u00e0 ng\u00e0nh.<\/span><\/p>\n<\/span>H\u00e3y b\u1eaft \u0111\u1ea7u ngay h\u00f4m nay!<\/b><\/span><\/h3>\nT\u1eeb Vertex AI \u0111\u1ebfn Sovereign Cloud, b\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u x\u00e2y d\u1ef1ng v\u1edbi Gemma 4 ngay h\u00f4m nay. B\u1eb1ng c\u00e1ch ch\u1ecdn Gemma 4 tr\u00ean Google Cloud, c\u00e1c doanh nghi\u1ec7p v\u00e0 t\u1ed5 ch\u1ee9c \u0111\u1ed9c l\u1eadp s\u1ebd c\u00f3 \u0111\u01b0\u1ee3c m\u1ed9t n\u1ec1n t\u1ea3ng \u0111\u00e1ng tin c\u1eady, minh b\u1ea1ch, cung c\u1ea5p c\u00e1c kh\u1ea3 n\u0103ng hi\u1ec7n \u0111\u1ea1i \u0111\u1ed3ng th\u1eddi \u0111\u00e1p \u1ee9ng c\u00e1c ti\u00eau chu\u1ea9n cao nh\u1ea5t v\u1ec1 b\u1ea3o m\u1eadt v\u00e0 \u0111\u1ed9 tin c\u1eady.<\/span><\/p>","protected":false},"excerpt":{"rendered":"H\u00f4m nay, Google ch\u00ednh th\u1ee9c ph\u00e1t h\u00e0nh Gemma 4 tr\u00ean Google Cloud. C\u00f3 g\u00ec m\u1edbi:\u00a0 X\u00e9t tr\u00ean t\u1eebng byte, \u0111\u00e2y l\u00e0 d\u00f2ng m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf m\u1ea1nh m\u1ebd nh\u1ea5t. \u0110\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean c\u00f9ng m\u1ed9t nghi\u00ean c\u1ee9u v\u1edbi…<\/p>","protected":false},"author":2,"featured_media":25020,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-25086","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kienthuc","category-google-cloud-platform","entry","has-media"],"_links":{"self":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25086","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/comments?post=25086"}],"version-history":[{"count":2,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25086\/revisions"}],"predecessor-version":[{"id":25088,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25086\/revisions\/25088"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/25020"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=25086"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=25086"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=25086"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
![\"\"](\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/04\/Gemma_4_Cloud_Blog_Header.max-2000x2000-1.png\")
<\/a>C\u00f3 g\u00ec m\u1edbi:\u00a0 X\u00e9t tr\u00ean t\u1eebng byte, \u0111\u00e2y l\u00e0 d\u00f2ng m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf m\u1ea1nh m\u1ebd nh\u1ea5t. \u0110\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean c\u00f9ng m\u1ed9t nghi\u00ean c\u1ee9u v\u1edbi Gemini 3 v\u00e0 ph\u00e1t h\u00e0nh theo gi\u1ea5y ph\u00e9p Apache 2.0 cho ph\u00e9p s\u1eed d\u1ee5ng th\u01b0\u01a1ng m\u1ea1i t\u1ef1 do, c\u00e1c m\u00f4 h\u00ecnh n\u00e0y v\u01b0\u1ee3t xa kh\u1ea3 n\u0103ng tr\u00f2 chuy\u1ec7n th\u00f4ng th\u01b0\u1eddng. V\u1edbi c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh l\u00ean \u0111\u1ebfn 256K, kh\u1ea3 n\u0103ng x\u1eed l\u00fd h\u00ecnh \u1ea3nh v\u00e0 \u00e2m thanh g\u1ed1c, c\u00f9ng kh\u1ea3 n\u0103ng th\u00f4ng th\u1ea1o h\u01a1n 140 ng\u00f4n ng\u1eef, ch\u00fang ho\u1ea1t \u0111\u1ed9ng xu\u1ea5t s\u1eafc trong vi\u1ec7c x\u1eed l\u00fd logic ph\u1ee9c t\u1ea1p, t\u1ea1o m\u00e3 ngo\u1ea1i tuy\u1ebfn v\u00e0 quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a t\u00e1c nh\u00e2n.<\/p>\n