{"id":16676,"date":"2025-03-30T12:45:24","date_gmt":"2025-03-30T09:45:24","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme\/"},"modified":"2025-03-30T12:45:24","modified_gmt":"2025-03-30T09:45:24","slug":"hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme\/","title":{"rendered":"H\u0131zl\u0131 D\u00fc\u015f\u00fcn, H\u0131zl\u0131 Kodla: Docker Model Runner ile Lokal Yapay Zeka Geli\u015ftirme"},"content":{"rendered":"

<\/p>\n

H\u0131zl\u0131 D\u00fc\u015f\u00fcn, H\u0131zl\u0131 Kodla: Docker Model Runner ile Lokal Yapay Zeka Geli\u015ftirme<\/p>\n

Yapay zeka projelerinde geli\u015ftirme s\u00fcrecinin h\u0131z\u0131n\u0131 ve verimlili\u011fini art\u0131rmak i\u00e7in s\u00fcrekli yeni y\u00f6ntemler ar\u0131yoruz. Bu aray\u0131\u015fta Docker ve Docker Model Runner gibi ara\u00e7lar b\u00fcy\u00fck \u00f6nem ta\u015f\u0131yor. \u00d6zellikle yerel geli\u015ftirme ortamlar\u0131nda, farkl\u0131 k\u00fct\u00fcphaneler ve ba\u011f\u0131ml\u0131l\u0131klarla u\u011fra\u015fmak zaman al\u0131c\u0131 ve karma\u015f\u0131k olabiliyor. \u0130\u015fte tam bu noktada Docker’\u0131n g\u00fcc\u00fc devreye giriyor. Bu makalede, Docker Model Runner’\u0131 kullanarak lokal ortam\u0131n\u0131zda yapay zeka modellerini nas\u0131l daha h\u0131zl\u0131 ve verimli bir \u015fekilde geli\u015ftirebilece\u011finizi ad\u0131m ad\u0131m inceleyece\u011fiz.<\/p>\n

Docker’\u0131n Yapay Zeka Geli\u015ftirmedeki Rol\u00fc<\/h2>\n

Docker, uygulamalar\u0131n\u0131z\u0131 ve ba\u011f\u0131ml\u0131l\u0131klar\u0131n\u0131 izole edilmi\u015f konteynerler halinde \u00e7al\u0131\u015ft\u0131rman\u0131za olanak tan\u0131yan g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r. Bu sayede, geli\u015ftirme, test ve \u00fcretim ortamlar\u0131n\u0131z aras\u0131nda tutarl\u0131l\u0131k sa\u011flan\u0131r. \u00d6rne\u011fin, geli\u015ftirme bilgisayar\u0131n\u0131zda \u00e7al\u0131\u015fan bir model, Docker sayesinde \u00fcretim sunucunuzda ayn\u0131 \u015fekilde sorunsuz \u00e7al\u0131\u015facakt\u0131r. Bu tutarl\u0131l\u0131k, hata ay\u0131klama ve da\u011f\u0131t\u0131m s\u00fcre\u00e7lerini \u00f6nemli \u00f6l\u00e7\u00fcde kolayla\u015ft\u0131r\u0131r.<\/p>\n

Bununla birlikte, Docker’\u0131 yapay zeka projelerinde kullan\u0131rken dikkat edilmesi gereken baz\u0131 noktalar vard\u0131r. \u00d6rne\u011fin, b\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken disk alan\u0131 ve bellek y\u00f6netimi olduk\u00e7a \u00f6nemlidir. Docker’\u0131n bu konudaki performans\u0131n\u0131 optimize etmek i\u00e7in do\u011fru konfig\u00fcrasyonlar\u0131 yapman\u0131z gerekebilir. Ayr\u0131ca, Docker’\u0131n \u00f6\u011frenme e\u011frisinin biraz dik oldu\u011funu da belirtmekte fayda var. Ancak, bir kez kavrad\u0131\u011f\u0131n\u0131zda, sundu\u011fu avantajlar t\u00fcm bu zahmete de\u011fecektir.<\/p>\n

Docker Model Runner ile H\u0131zl\u0131 Ba\u015flang\u0131\u00e7<\/h2>\n

Docker Model Runner, Docker’\u0131n sundu\u011fu kolayl\u0131\u011f\u0131 ve verimlili\u011fi yapay zeka model geli\u015ftirme s\u00fcrecine ta\u015f\u0131yan bir ara\u00e7t\u0131r. Yerel makinenizde farkl\u0131 yapay zeka modelleri ve k\u00fct\u00fcphaneleri kolayca \u00e7al\u0131\u015ft\u0131rman\u0131za imkan tan\u0131r. Karma\u015f\u0131k ba\u011f\u0131ml\u0131l\u0131k y\u00f6netimi sorunlar\u0131ndan kurtulursunuz. \u00d6rne\u011fin, farkl\u0131 Python s\u00fcr\u00fcmlerini veya \u00f6zel GPU s\u00fcr\u00fcc\u00fclerini y\u00f6netmekle u\u011fra\u015fmazs\u0131n\u0131z. Docker Model Runner bu s\u00fcre\u00e7leri otomatikle\u015ftirir.<\/p>\n

Kurulum ve kullan\u0131m olduk\u00e7a basittir. Genellikle bir Dockerfile ve bir Docker Compose dosyas\u0131 kullanarak h\u0131zl\u0131ca \u00e7al\u0131\u015f\u0131r hale getirebilirsiniz. Bu dosyalarda, modelinizin ihtiya\u00e7 duydu\u011fu t\u00fcm ba\u011f\u0131ml\u0131l\u0131klar\u0131 ve \u00e7al\u0131\u015fma ortam\u0131n\u0131 tan\u0131mlars\u0131n\u0131z. Daha sonra, basit bir komutla Docker Model Runner’\u0131 ba\u015flatabilir ve modelinizi \u00e7al\u0131\u015ft\u0131rabilirsiniz.<\/p>\n

\u00d6rnek Senaryo: Python ve TensorFlow ile Model \u00c7al\u0131\u015ft\u0131rma<\/h2>\n

\u015eimdi, Python ve TensorFlow kullanarak bir model \u00e7al\u0131\u015ft\u0131rmay\u0131 Docker Model Runner ile nas\u0131l kolayla\u015ft\u0131rabilece\u011fimize bakal\u0131m. \u0130\u015fte \u00f6rnek bir Dockerfile:<\/p>\n

\nFROM tensorflow\/tensorflow:latest-py3\n\nWORKDIR \/app\n\nCOPY requirements.txt requirements.txt\nRUN pip install -r requirements.txt\n\nCOPY . .\n\nCMD [\"python\", \"my_model.py\"]\n<\/code><\/pre>\n
Bu Dockerfile, TensorFlow’un en son s\u00fcr\u00fcm\u00fcn\u00fc temel al\u0131r, gerekli k\u00fct\u00fcphaneleri y\u00fckler ve modelinizi \u00e7al\u0131\u015ft\u0131ran Python beti\u011finizi \u00e7al\u0131\u015ft\u0131r\u0131r.  Docker Compose dosyas\u0131 ise bu konteyneri y\u00f6netir ve gereken kaynaklar\u0131 (CPU, bellek, vb.) belirler.  Daha detayl\u0131 bir Docker Compose \u00f6rne\u011fi ve uygulama \u00f6rnekleri i\u00e7in fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz.<\/p>\n
Sonu\u00e7<\/h2>\n
Docker Model Runner, yerel yapay zeka geli\u015ftirme s\u00fcrecinizi h\u0131zland\u0131rmak ve basitle\u015ftirmek i\u00e7in de\u011ferli bir ara\u00e7t\u0131r.  Karma\u015f\u0131k ba\u011f\u0131ml\u0131l\u0131k y\u00f6netiminden kurtulman\u0131za ve farkl\u0131 ortamlar aras\u0131nda tutarl\u0131l\u0131k sa\u011flaman\u0131za yard\u0131mc\u0131 olur.  Bu sayede daha fazla zaman\u0131n\u0131z\u0131 modelinizi geli\u015ftirmeye ve iyile\u015ftirmeye ay\u0131rabilirsiniz.  Bu makalede ele ald\u0131\u011f\u0131m\u0131z temel bilgilerle ba\u015flayarak, Docker Model Runner’\u0131n g\u00fcc\u00fcn\u00fc yapay zeka projelerinizde kullanmaya ba\u015flayabilirsiniz.  Ba\u015far\u0131lar!<\/p>\n
\u0130lham kayna\u011f\u0131 makale<\/a><\/p>\n
#Etiketler: Docker, Model Runner, Yapay Zeka, Makine \u00d6\u011frenmesi, Lokal Geli\u015ftirme, Verimlilik, AI, ML, Docker Compose, Python, TensorFlow<\/p>\n
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Bu aray\u0131\u015fta Docker ve Docker Model Runner gibi ara\u00e7lar b\u00fcy\u00fck \u00f6nem ta\u015f\u0131yor. \u00d6zellikle yerel geli\u015ftirme ortamlar\u0131nda, farkl\u0131 k\u00fct\u00fcphaneler ve ba\u011f\u0131ml\u0131l\u0131klarla u\u011fra\u015fmak zaman al\u0131c\u0131 ve karma\u015f\u0131k olabiliyor. \u0130\u015fte tam bu noktada Docker'\u0131n g\u00fcc\u00fc devreye giriyor. Bu makalede, Docker Model Runner'\u0131 kullanarak lokal ortam\u0131n\u0131zda yapay zeka modellerini nas\u0131l daha h\u0131zl\u0131 ve verimli bir \u015fekilde geli\u015ftirebilece\u011finizi ad\u0131m ad\u0131m inceleyece\u011fiz.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"H\u0131zl\u0131 D\u00fc\u015f\u00fcn, H\u0131zl\u0131 Kodla: Docker Model Runner ile Lokal Yapay Zeka Geli\u015ftirme\" \/>\n<meta property=\"og:description\" content=\"Yapay zeka projelerinde geli\u015ftirme s\u00fcrecinin h\u0131z\u0131n\u0131 ve verimlili\u011fini art\u0131rmak i\u00e7in s\u00fcrekli yeni y\u00f6ntemler ar\u0131yoruz. Bu aray\u0131\u015fta Docker ve Docker Model Runner gibi ara\u00e7lar b\u00fcy\u00fck \u00f6nem ta\u015f\u0131yor. \u00d6zellikle yerel geli\u015ftirme ortamlar\u0131nda, farkl\u0131 k\u00fct\u00fcphaneler ve ba\u011f\u0131ml\u0131l\u0131klarla u\u011fra\u015fmak zaman al\u0131c\u0131 ve karma\u015f\u0131k olabiliyor. \u0130\u015fte tam bu noktada Docker'\u0131n g\u00fcc\u00fc devreye giriyor. Bu makalede, Docker Model Runner'\u0131 kullanarak lokal ortam\u0131n\u0131zda yapay zeka modellerini nas\u0131l daha h\u0131zl\u0131 ve verimli bir \u015fekilde geli\u015ftirebilece\u011finizi ad\u0131m ad\u0131m inceleyece\u011fiz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-30T09:45:24+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"H\u0131zl\u0131 D\u00fc\u015f\u00fcn, H\u0131zl\u0131 Kodla: Docker Model Runner ile Lokal Yapay Zeka Geli\u015ftirme\",\"datePublished\":\"2025-03-30T09:45:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme\/\"},\"wordCount\":672,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/hizli-dusun-hizli-kodla-docker-model-runner-ile-lokal-yapay-zeka-gelistirme\/\",\"name\":\"H\u0131zl\u0131 D\u00fc\u015f\u00fcn, H\u0131zl\u0131 Kodla: Docker Model Runner ile Lokal Yapay Zeka Geli\u015ftirme\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-30T09:45:24+00:00\",\"description\":\"Yapay zeka projelerinde geli\u015ftirme s\u00fcrecinin h\u0131z\u0131n\u0131 ve verimlili\u011fini art\u0131rmak i\u00e7in s\u00fcrekli yeni y\u00f6ntemler ar\u0131yoruz. 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