Mobil cihazlar, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131n\u0131n ayr\u0131lmaz bir par\u00e7as\u0131 haline geldi ve bu cihazlarda \u00e7al\u0131\u015fan uygulamalar\u0131n yetenekleri s\u00fcrekli geni\u015fliyor. Geleneksel istemci-sunucu modellerinin \u00f6tesine ge\u00e7erek, otonom kararlar alabilen ve \u00e7evresiyle etkile\u015fime ge\u00e7ebilen ak\u0131ll\u0131 yaz\u0131l\u0131m ajanlar\u0131 (agents) geli\u015ftirmek, mobil uygulamalara yeni bir boyut katabilir. Bu makalede, sistem programlama dili Rust’\u0131n performans, g\u00fcvenlik ve e\u015fzamanl\u0131l\u0131k avantajlar\u0131n\u0131 kullanarak nas\u0131l ak\u0131ll\u0131 ajanlar geli\u015ftirebilece\u011fimizi ve bu ajanlar\u0131 Android cihazlarda yerel olarak nas\u0131l \u00e7al\u0131\u015ft\u0131rabilece\u011fimizi ad\u0131m ad\u0131m inceleyece\u011fiz. Bu yakla\u015f\u0131m, daha h\u0131zl\u0131, g\u00fcvenli ve \u00e7evrimd\u0131\u015f\u0131 \u00e7al\u0131\u015fabilen mobil uygulamalar\u0131n kap\u0131lar\u0131n\u0131 aral\u0131yor.<\/p>\n
Ajan tabanl\u0131 sistemler, belirli hedeflere ula\u015fmak i\u00e7in otonom bir \u015fekilde hareket eden, alg\u0131layabilen ve eyleme ge\u00e7ebilen yaz\u0131l\u0131m varl\u0131klar\u0131ndan (ajanlardan) olu\u015fur. Bu ajanlar, kendi ba\u015flar\u0131na karar verebilir, di\u011fer ajanlarla veya \u00e7evreleriyle etkile\u015fime ge\u00e7ebilirler. \u00d6rnek olarak, ki\u015fisel asistanlar, ak\u0131ll\u0131 ev sistemleri, oyun karakterleri veya a\u011f izleme ara\u00e7lar\u0131 g\u00f6sterilebilir. Ajanlar, karma\u015f\u0131k problemleri daha y\u00f6netilebilir par\u00e7alara ay\u0131rarak \u00e7\u00f6zme yetene\u011fi sunar.<\/p>\n
Rust, performans kritik uygulamalar i\u00e7in ideal bir dildir. Bellek g\u00fcvenli\u011fi garantileri (derleme zaman\u0131nda veri yar\u0131\u015flar\u0131n\u0131 \u00f6nlemesi), C\/C++ seviyesinde performans sunarken modern dil \u00f6zellikleriyle geli\u015ftirici verimlili\u011fini art\u0131r\u0131r. Ajanlar genellikle e\u015fzamanl\u0131 ve paralel i\u015flemler gerektirdi\u011finden, Rust’\u0131n g\u00fc\u00e7l\u00fc e\u015fzamanl\u0131l\u0131k ara\u00e7lar\u0131 (\u00f6rne\u011fin, Ajanlar\u0131n Android gibi mobil cihazlarda yerel olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131, bir\u00e7ok avantaj sunar. \u00d6ncelikle, sunucuya ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 azaltarak \u00e7evrimd\u0131\u015f\u0131 \u00e7al\u0131\u015fma yetene\u011fi kazand\u0131r\u0131r. \u0130kincisi, veri gizlili\u011fini art\u0131r\u0131r, \u00e7\u00fcnk\u00fc hassas veriler cihazdan ayr\u0131lmak zorunda kalmaz. \u00dc\u00e7\u00fcnc\u00fcs\u00fc, sunucuya gidi\u015f-d\u00f6n\u00fc\u015f gecikmelerini ortadan kald\u0131rarak daha d\u00fc\u015f\u00fck gecikme s\u00fcresi ve daha h\u0131zl\u0131 yan\u0131t s\u00fcreleri sa\u011flar. Son olarak, bulut maliyetlerini d\u00fc\u015f\u00fcr\u00fcr ve cihaz\u0131n kendi i\u015flem g\u00fcc\u00fcn\u00fc daha verimli kullan\u0131r.<\/p>\n Bir Rust ajan\u0131n\u0131n temel yap\u0131s\u0131 genellikle bir <\/code><\/p>\n \u00c7oklu ajan sistemlerinde ajanlar aras\u0131 ileti\u015fim hayati \u00f6nem ta\u015f\u0131r. Rust'\u0131n standart k\u00fct\u00fcphanesi, e\u015fzamanl\u0131 ileti\u015fim i\u00e7in kanal (channel) mekanizmalar\u0131 sunar ( <\/code><\/p>\n Her ajan\u0131n kendi i\u00e7 durumu (state) bulunur ve bu durum, ajan\u0131n ge\u00e7mi\u015f deneyimlerini, hedeflerini ve \u00e7evresel alg\u0131lar\u0131n\u0131 yans\u0131t\u0131r. Rust'\u0131n veri yap\u0131lar\u0131 ( Rust kodunu Android'de \u00e7al\u0131\u015ft\u0131rmak i\u00e7in, Android NDK'ya (Native Development Kit) ihtiyac\u0131m\u0131z var. NDK, C\/C++ kodunu Android platformunda derlemek i\u00e7in gereken ara\u00e7 zincirini sa\u011flar. Android Studio \u00fczerinden NDK'y\u0131 kolayca kurabilirsiniz: SDK Manager > SDK Tools sekmesinden \"Android NDK (Side by side)\" se\u00e7ene\u011fini i\u015faretleyip kurman\u0131z yeterlidir.<\/p>\n Rust'\u0131n Android i\u00e7in derleme yapabilmesi i\u00e7in gerekli hedefleri (targets) eklememiz gerekir. Terminalde \u015fu komutlar\u0131 \u00e7al\u0131\u015ft\u0131r\u0131n:<\/p>\n <\/code><\/p>\n Bu komutlar, yayg\u0131n olarak kullan\u0131lan ARM 64-bit, ARM 32-bit, x86 64-bit ve x86 32-bit Android mimarileri i\u00e7in derleme hedeflerini Rust toolchain'inize ekler.<\/p>\n Rust kodunu Android k\u00fct\u00fcphanelerine derleme s\u00fcrecini basitle\u015ftirmek i\u00e7in <\/code><\/p>\n Java Native Interface (JNI) \u00fczerinden Android (Java\/Kotlin) ve Rust kodlar\u0131 aras\u0131nda ileti\u015fim kurmak i\u00e7in <\/code><\/p>\n FFI, farkl\u0131 programlama dillerinde yaz\u0131lm\u0131\u015f kodlar\u0131n birbirini \u00e7a\u011f\u0131rmas\u0131na olanak tan\u0131yan bir mekanizmad\u0131r. Android ba\u011flam\u0131nda, Rust'ta yazd\u0131\u011f\u0131m\u0131z fonksiyonlar\u0131 Java\/Kotlin taraf\u0131ndan \u00e7a\u011fr\u0131labilir hale getirmek i\u00e7in JNI'yi kullan\u0131r\u0131z. Bu, C uyumlu bir aray\u00fcz olu\u015fturarak sa\u011flan\u0131r.<\/p>\n Rust fonksiyonlar\u0131n\u0131 JNI \u00fczerinden \u00e7a\u011fr\u0131labilir hale getirmek i\u00e7in iki \u00f6nemli anahtar kelime kullan\u0131r\u0131z:<\/p>\n \u00d6rnek bir JNI fonksiyonu:<\/p>\n <\/code><\/p>\n Fonksiyon adland\u0131rma kural\u0131na dikkat edin: Rust kodunuzu Android'de \u00e7al\u0131\u015ft\u0131r\u0131labilir bir dinamik k\u00fct\u00fcphane ( <\/code><\/p>\n Bu komut, belirtilen mimariler i\u00e7in optimize edilmi\u015f release derlemeleri yapar. Derlenen Android Studio projenizde, derlenmi\u015f <\/code><\/p>\n Kotlin veya Java taraf\u0131nda, Rust fonksiyonlar\u0131n\u0131 \u00e7a\u011f\u0131rmak i\u00e7in bir native s\u0131n\u0131f tan\u0131mlamam\u0131z gerekir. Bu s\u0131n\u0131f, Rust k\u00fct\u00fcphanesini y\u00fckler ve native metotlar\u0131 bildirir.<\/p>\n <\/code><\/p>\n Native s\u0131n\u0131f\u0131 tan\u0131mlad\u0131ktan sonra, Kotlin veya Java kodunuzdan Rust fonksiyonlar\u0131n\u0131 do\u011frudan \u00e7a\u011f\u0131rabilirsiniz. \u00d6rne\u011fin, bir <\/code><\/p>\n Bu \u00f6rnekte, bir buton t\u0131klamas\u0131yla Rust'taki Android'de \u00e7al\u0131\u015fan ajanlar\u0131n ya\u015fam d\u00f6ng\u00fcs\u00fcn\u00fc (ba\u015flatma, durdurma, ask\u0131ya alma) dikkatli bir \u015fekilde y\u00f6netmek \u00f6nemlidir. Rust taraf\u0131nda, ajanlar\u0131 ayr\u0131 thread'lerde \u00e7al\u0131\u015ft\u0131rarak veya Rust ajanlar\u0131 genellikle arka planda \u00e7al\u0131\u015f\u0131rken, sonu\u00e7lar\u0131 veya durum g\u00fcncellemelerini Android kullan\u0131c\u0131 aray\u00fcz\u00fcne (UI) bildirmeleri gerekebilir. Bu, JNI \u00fczerinden callback fonksiyonlar\u0131 tan\u0131mlayarak veya Rust'tan Android'e veri g\u00f6nderen mesaj kuyruklar\u0131 kullanarak yap\u0131labilir. \u00d6rne\u011fin, Rust taraf\u0131nda bir callback fonksiyonu tan\u0131mlay\u0131p, bu fonksiyonu Android taraf\u0131nda bir Java\/Kotlin metoduyla e\u015fle\u015ftirebiliriz.<\/p>\n <\/code><\/p>\n Daha basit bir yakla\u015f\u0131m, Rust'tan periyodik olarak veri d\u00f6nd\u00fcren bir JNI fonksiyonu \u00e7a\u011f\u0131rmak ve Android taraf\u0131nda bu veriyi UI'da g\u00fcncellemektir.<\/p>\n Ajanlar genellikle uzun s\u00fcreli veya yo\u011fun i\u015flem gerektiren g\u00f6revler \u00fcstlenir. Bu t\u00fcr g\u00f6revlerin Android ana UI thread'ini bloke etmemesi \u00e7ok \u00f6nemlidir. Rust'ta Rust, zaten bellek ve CPU a\u00e7\u0131s\u0131ndan olduk\u00e7a verimlidir. Ancak mobil cihazlarda daha da iyi performans elde etmek i\u00e7in \u015funlara dikkat edilebilir:<\/p>\n Rust kodunu Android'de hata ay\u0131klamak, standart Rust hata ay\u0131klama ara\u00e7lar\u0131ndan biraz farkl\u0131 olabilir. Bu makalede temel bir ajan yap\u0131s\u0131 ele al\u0131nm\u0131\u015ft\u0131r. Gelecekte, ajanlar\u0131n yeteneklerini geni\u015fletmek i\u00e7in \u015funlar yap\u0131labilir:<\/p>\n Rust ile ak\u0131ll\u0131 ajanlar geli\u015ftirmek ve bunlar\u0131 Android cihazlarda yerel olarak \u00e7al\u0131\u015ft\u0131rmak, mobil uygulama geli\u015ftirme i\u00e7in heyecan verici yeni ufuklar a\u00e7maktad\u0131r. Rust'\u0131n sa\u011flad\u0131\u011f\u0131 g\u00fcvenlik, performans ve e\u015fzamanl\u0131l\u0131k avantajlar\u0131, otonom ve verimli ajan tabanl\u0131 sistemlerin mobil platformlarda hayat bulmas\u0131n\u0131 m\u00fcmk\u00fcn k\u0131lar. NDK ve JNI arac\u0131l\u0131\u011f\u0131yla sa\u011flanan k\u00f6pr\u00fc, Rust'\u0131n g\u00fcc\u00fcn\u00fc Android'in geni\u015f ekosistemiyle birle\u015ftirerek, daha gizlili\u011fe duyarl\u0131, \u00e7evrimd\u0131\u015f\u0131 \u00e7al\u0131\u015fabilen ve y\u00fcksek performansl\u0131 uygulamalar geli\u015ftirmemize olanak tan\u0131r. Bu rehber, bu g\u00fc\u00e7l\u00fc kombinasyonun temel ad\u0131mlar\u0131n\u0131 anlaman\u0131z ve kendi mobil ajanlar\u0131n\u0131z\u0131 olu\u015fturmaya ba\u015flaman\u0131z i\u00e7in bir ba\u015flang\u0131\u00e7 noktas\u0131 sa\u011flam\u0131\u015ft\u0131r.<\/p>\n Rust, \u00f6zellikle performans kritik b\u00f6l\u00fcmler, bellek g\u00fcvenli\u011fi gerektiren i\u015flemler ve e\u015fzamanl\u0131l\u0131k y\u00f6netimi i\u00e7in Kotlin\/Java'ya g\u00f6re \u00f6nemli avantajlar sunar. CPU yo\u011fun g\u00f6revlerde daha iyi performans, daha az bellek t\u00fcketimi ve derleme zaman\u0131nda veri yar\u0131\u015flar\u0131n\u0131n \u00f6nlenmesi gibi faydalar sa\u011flar. Ancak, Rust genellikle UI geli\u015ftirme i\u00e7in kullan\u0131lmaz; bu nedenle, Rust'\u0131 performans katman\u0131 olarak kullan\u0131p UI'y\u0131 Kotlin\/Java ile geli\u015ftirmek en yayg\u0131n yakla\u015f\u0131md\u0131r.<\/p>\n Performans fark\u0131, yap\u0131lan i\u015fin t\u00fcr\u00fcne ba\u011fl\u0131d\u0131r. Yo\u011fun hesaplama, kriptografi, g\u00f6r\u00fcnt\u00fc i\u015fleme veya oyun motorlar\u0131 gibi CPU\/bellek yo\u011fun g\u00f6revlerde Rust, Kotlin\/Java'ya k\u0131yasla belirgin performans art\u0131\u015flar\u0131 sa\u011flayabilir. Basit UI i\u015flemleri veya a\u011f istekleri gibi I\/O yo\u011fun g\u00f6revlerde fark daha az hissedilebilir.<\/p>\n Rust kodunu Android'de hata ay\u0131klamak, do\u011frudan Android Studio'da Kotlin\/Java kodunu hata ay\u0131klamak kadar kolay de\u011fildir. Ancak, Rust ile derlenen native k\u00fct\u00fcphaneler, NDK'n\u0131n destekledi\u011fi t\u00fcm Android versiyonlar\u0131nda \u00e7al\u0131\u015fabilir. Genellikle Android 5.0 (API seviyesi 21) ve \u00fczeri versiyonlar sorunsuz bir \u015fekilde desteklenir. Hedef mimarilere g\u00f6re (arm64-v8a, armeabi-v7a vb.) derleme yaparak geni\u015f bir cihaz yelpazesine ula\u015fabilirsiniz.<\/p>\n Rust, g\u00fc\u00e7l\u00fc ve modern a\u011f k\u00fct\u00fcphanelerine sahiptir (\u00f6rne\u011fin, std::sync<\/code> mod\u00fcl\u00fc, async\/await<\/code>) ve veri yar\u0131\u015flar\u0131n\u0131 engelleyen sahiplik sistemi, g\u00fcvenli ve verimli ajanlar geli\u015ftirmek i\u00e7in m\u00fckemmel bir temel sa\u011flar. Ayr\u0131ca, d\u00fc\u015f\u00fck seviyeli donan\u0131m kontrol\u00fc yetene\u011fi, mobil cihazlarda kaynaklar\u0131 daha etkin kullanmam\u0131za olanak tan\u0131r.<\/p>\nMobil Cihazlarda Yerel \u00c7al\u0131\u015fman\u0131n \u00d6nemi<\/h3>\n
Rust ile Ajan Mimarisi Tasar\u0131m\u0131<\/h2>\n
Temel Ajan Yap\u0131s\u0131<\/h3>\n
struct<\/code> ile tan\u0131mlan\u0131r ve bu struct<\/code>, ajan\u0131n durumunu (state) ve davran\u0131\u015flar\u0131n\u0131 (behavior) i\u00e7erir. Davran\u0131\u015flar genellikle trait<\/code>‘ler arac\u0131l\u0131\u011f\u0131yla soyutlan\u0131r. \u00d6rne\u011fin, bir ajan i\u00e7in temel bir trait<\/code> \u015f\u00f6yle tan\u0131mlanabilir:<\/p>\n\npub trait Agent {\n fn new(id: String) -> Self;\n fn perceive(&mut self, environment: &str);\n fn decide(&mut self) -> AgentAction;\n fn act(&mut self, action: &AgentAction);\n fn get_id(&self) -> &str;\n}\n\npub enum AgentAction {\n Idle,\n Move(String),\n Communicate(String, String),\n \/\/ Di\u011fer eylemler\n}\n\npub struct MyAgent {\n id: String,\n state: String, \/\/ Ajan\u0131n i\u00e7 durumu\n \/\/ Di\u011fer alanlar\n}\n\nimpl Agent for MyAgent {\n fn new(id: String) -> Self {\n MyAgent { id, state: \"Initial\".to_string() }\n }\n\n fn perceive(&mut self, environment: &str) {\n \/\/ \u00c7evreyi alg\u0131lama ve durumu g\u00fcncelleme mant\u0131\u011f\u0131\n self.state = format!(\"Perceived: {}\", environment);\n }\n\n fn decide(&mut self) -> AgentAction {\n \/\/ Mevcut duruma g\u00f6re karar verme mant\u0131\u011f\u0131\n if self.state.contains(\"critical\") {\n AgentAction::Move(\"SafeZone\".to_string())\n } else {\n AgentAction::Idle\n }\n }\n\n fn act(&mut self, action: &AgentAction) {\n \/\/ Karara g\u00f6re eyleme ge\u00e7me mant\u0131\u011f\u0131\n println!(\"Agent {} acting: {:?}\", self.id, action);\n }\n\n fn get_id(&self) -> &str {\n &self.id\n }\n}\n<\/pre>\nMesajla\u015fma ve \u0130leti\u015fim Mekanizmalar\u0131<\/h3>\n
std::sync::mpsc<\/code>). Bu kanallar, ajanlar\u0131n birbirlerine g\u00fcvenli bir \u015fekilde mesaj g\u00f6ndermesini sa\u011flar. Daha karma\u015f\u0131k senaryolar i\u00e7in, tokio::sync::mpsc<\/code> gibi asenkron kanallar veya crossbeam-channel<\/code> gibi \u00fc\u00e7\u00fcnc\u00fc taraf k\u00fct\u00fcphaneler kullan\u0131labilir.<\/p>\n\nuse std::sync::mpsc;\nuse std::thread;\nuse std::time::Duration;\n\nfn main() {\n let (tx, rx) = mpsc::channel(); \/\/ G\u00f6nderici ve al\u0131c\u0131 olu\u015ftur\n\n let agent_handle = thread::spawn(move || {\n \/\/ Ajan\u0131n \u00e7al\u0131\u015fma mant\u0131\u011f\u0131\n for i in 0..5 {\n println!(\"Agent A sending message {}\", i);\n tx.send(format!(\"Hello from Agent A - {}\", i)).unwrap();\n thread::sleep(Duration::from_millis(500));\n }\n });\n\n for received in rx {\n println!(\"Agent B received: {}\", received);\n }\n\n agent_handle.join().unwrap();\n}\n<\/pre>\nDurum Y\u00f6netimi ve Eylemler<\/h3>\n
struct<\/code>, enum<\/code>, HashMap<\/code> vb.) bu durumun g\u00fcvenli ve verimli bir \u015fekilde y\u00f6netilmesini sa\u011flar. Ajan\u0131n eylemleri (actions) ise genellikle enum<\/code> ile tan\u0131mlan\u0131r ve ajan\u0131n karar mekanizmas\u0131 taraf\u0131ndan \u00fcretilen \u00e7\u0131kt\u0131lard\u0131r. Bu eylemler, ajan\u0131n \u00e7evresiyle etkile\u015fime ge\u00e7mesini veya i\u00e7 durumunu de\u011fi\u015ftirmesini sa\u011flar.<\/p>\nAndroid Ortam\u0131na Haz\u0131rl\u0131k: NDK ve Rust Hedefleri<\/h2>\n
Android NDK Kurulumu<\/h3>\n
Rust Android Hedeflerinin Eklenmesi<\/h3>\n
\nrustup target add aarch64-linux-android armv7-linux-androideabi x86_64-linux-android i686-linux-android\n<\/pre>\ncargo-ndk<\/code> ve jni<\/code> K\u00fct\u00fcphaneleri<\/h3>\ncargo-ndk<\/code> arac\u0131 kullan\u0131l\u0131r. Bu arac\u0131 kurmak i\u00e7in:<\/p>\n\ncargo install cargo-ndk\n<\/pre>\njni<\/code> crate'ini kullanaca\u011f\u0131z. Projenizin Cargo.toml<\/code> dosyas\u0131na ekleyin:<\/p>\n\n[dependencies]\njni = \"0.21.1\" # G\u00fcncel versiyonu kontrol edin\n\n[lib]\ncrate-type = [\"cdylib\"] # Dinamik k\u00fct\u00fcphane olarak derle\n<\/pre>\nRust Kodunu Android K\u00fct\u00fcphanesine Derleme<\/h2>\n
FFI (Foreign Function Interface) Tan\u0131m\u0131<\/h3>\n
#[no_mangle]<\/code> ve extern \"C\"<\/code> Kullan\u0131m\u0131<\/h3>\n\n
#[no_mangle]<\/code>: Rust derleyicisinin fonksiyon ad\u0131n\u0131 de\u011fi\u015ftirmesini (mangle etmesini) engeller, b\u00f6ylece JNI taraf\u0131ndan do\u011frudan bulunabilir.<\/li>\nextern \"C\"<\/code>: Fonksiyonun C \u00e7a\u011f\u0131rma kural\u0131n\u0131 (ABI) kullanmas\u0131n\u0131 sa\u011flar, bu da di\u011fer dillerle uyumluluk i\u00e7in gereklidir.<\/li>\n<\/ul>\n\nuse jni::JNIEnv;\nuse jni::objects::{JClass, JString};\nuse jni::sys::jstring;\n\n#[no_mangle]\n#[allow(non_snake_case)]\npub extern \"C\" fn Java_com_example_myagentapp_RustAgent_helloFromRust(\n env: JNIEnv,\n _class: JClass,\n input: JString,\n) -> jstring {\n let input_str: String = env.get_string(&input).expect(\"Couldn't get java string!\").into();\n let output = format!(\"Hello from Rust, {}!\", input_str);\n\n env.new_string(&output)\n .expect(\"Couldn't create java string!\")\n .into_raw()\n}\n\n#[no_mangle]\n#[allow(non_snake_case)]\npub extern \"C\" fn Java_com_example_myagentapp_RustAgent_startAgent(\n env: JNIEnv,\n _class: JClass,\n agent_id: JString,\n) {\n let id_str: String = env.get_string(&agent_id).expect(\"Couldn't get agent ID!\").into();\n \/\/ Burada Rust ajan\u0131 ba\u015flatma mant\u0131\u011f\u0131 olacak\n \/\/ \u00d6rne\u011fin, yeni bir thread'de ajan\u0131 \u00e7al\u0131\u015ft\u0131rabiliriz.\n std::thread::spawn(move || {\n println!(\"Rust Agent '{}' started!\", id_str);\n \/\/ Ajan\u0131n ya\u015fam d\u00f6ng\u00fcs\u00fc burada y\u00f6netilir\n for i in 0..3 {\n println!(\"Agent {} working... {}\", id_str, i);\n std::thread::sleep(std::time::Duration::from_secs(1));\n }\n println!(\"Rust Agent '{}' finished!\", id_str);\n });\n}\n<\/pre>\nJava_cargo-ndk<\/code> ile .so<\/code> Dosyas\u0131 Olu\u015fturma<\/h3>\n.so<\/code> dosyas\u0131) olarak derlemek i\u00e7in cargo-ndk<\/code> kullan\u0131r\u0131z. Projenizin k\u00f6k dizininde (Cargo.toml<\/code>'\u0131n bulundu\u011fu yer) a\u015fa\u011f\u0131daki komutu \u00e7al\u0131\u015ft\u0131r\u0131n:<\/p>\n\ncargo ndk -t arm64-v8a -t armeabi-v7a -t x86_64 -t x86 build --release\n<\/pre>\n.so<\/code> dosyalar\u0131 target\/aarch64-linux-android\/release\/libAndroid Uygulamas\u0131nda Rust Ajan\u0131n\u0131 Entegre Etme<\/h2>\n
Proje Yap\u0131s\u0131 ve Ba\u011f\u0131ml\u0131l\u0131klar<\/h3>\n
.so<\/code> dosyalar\u0131n\u0131 uygulaman\u0131z\u0131n src\/main\/jniLibs<\/code> dizinine yerle\u015ftirmeniz gerekir. Her mimari i\u00e7in ayr\u0131 bir alt dizin olu\u015fturulur (\u00f6rne\u011fin, src\/main\/jniLibs\/arm64-v8a\/lib
\nbuild.gradle (Module: app)<\/code> dosyan\u0131zda, android<\/code> blo\u011funun i\u00e7ine a\u015fa\u011f\u0131daki sat\u0131r\u0131 ekleyerek JNI k\u00fct\u00fcphanelerinin do\u011fru \u015fekilde paketlenmesini sa\u011flayabilirsiniz:<\/p>\n\nandroid {\n \/\/ ...\n sourceSets {\n main {\n jniLibs.srcDirs = ['src\/main\/jniLibs']\n }\n }\n \/\/ ...\n}\n<\/pre>\nJNI Aray\u00fcz\u00fcn\u00fc Tan\u0131mlama<\/h3>\n
\npackage com.example.myagentapp\n\nclass RustAgent {\n\n companion object {\n init {\n System.loadLibrary(\"my_rust_agent_lib\") \/\/ Rust projenizin ad\u0131\n }\n }\n\n external fun helloFromRust(name: String): String\n external fun startAgent(agentId: String)\n \/\/ Di\u011fer native fonksiyonlar buraya eklenecek\n}\n<\/pre>\nKotlin\/Java'dan Rust Fonksiyonlar\u0131n\u0131 \u00c7a\u011f\u0131rma<\/h3>\n
Activity<\/code> i\u00e7inde:<\/p>\n\npackage com.example.myagentapp\n\nimport androidx.appcompat.app.AppCompatActivity\nimport android.os.Bundle\nimport android.widget.Button\nimport android.widget.TextView\n\nclass MainActivity : AppCompatActivity() {\n\n private val rustAgent = RustAgent()\n\n override fun onCreate(savedInstanceState: Bundle?) {\n super.onCreate(savedInstanceState)\n setContentView(R.layout.activity_main)\n\n val helloButton: Button = findViewById(R.id.helloButton)\n val agentButton: Button = findViewById(R.id.agentButton)\n val resultTextView: TextView = findViewById(R.id.resultTextView)\n\n helloButton.setOnClickListener {\n val rustMessage = rustAgent.helloFromRust(\"Android User\")\n resultTextView.text = rustMessage\n }\n\n agentButton.setOnClickListener {\n resultTextView.text = \"Starting Rust Agent...\"\n rustAgent.startAgent(\"MobileAgent-001\")\n \/\/ Ajan\u0131n arka planda \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 varsay\u0131yoruz\n }\n }\n}\n<\/pre>\nhelloFromRust<\/code> fonksiyonu \u00e7a\u011fr\u0131l\u0131yor ve bir ba\u015fka butonla da Rust'taki ajan ba\u015flat\u0131l\u0131yor.<\/p>\nAjanlar\u0131n Android'de \u00c7al\u0131\u015ft\u0131r\u0131lmas\u0131 ve \u0130leti\u015fim<\/h2>\n
Ajan Ya\u015fam D\u00f6ng\u00fcs\u00fc Y\u00f6netimi<\/h3>\n
tokio<\/code> gibi asenkron \u00e7al\u0131\u015fma zamanlar\u0131n\u0131 kullanarak arka plan i\u015flemlerini y\u00f6netebiliriz. Android taraf\u0131nda ise, Service<\/code> bile\u015fenleri veya WorkManager<\/code> API'si, uzun s\u00fcreli arka plan g\u00f6revlerini g\u00fcvenilir bir \u015fekilde y\u00fcr\u00fctmek i\u00e7in kullan\u0131labilir.<\/p>\nAndroid UI ile Etkile\u015fim<\/h3>\n
\n\/\/ Rust taraf\u0131nda bir callback tan\u0131mlama \u00f6rne\u011fi\n#[no_mangle]\n#[allow(non_snake_case)]\npub extern \"C\" fn Java_com_example_myagentapp_RustAgent_setCallback(\n env: JNIEnv,\n _class: JClass,\n callback_obj: jobject, \/\/ Android'den gelen bir obje (\u00f6rne\u011fin bir interface)\n) {\n \/\/ callback_obj'yi global referans olarak saklay\u0131p daha sonra kullanabiliriz\n \/\/ Dikkat: JNIEnv thread-safe de\u011fildir, bu y\u00fczden global referanslar dikkatli y\u00f6netilmeli.\n}\n<\/pre>\nArka Plan G\u00f6revleri ve Threading<\/h3>\n
std::thread::spawn<\/code> ile yeni thread'ler olu\u015fturabiliriz. Asenkron Rust (async\/await<\/code>) ve tokio<\/code> gibi k\u00fct\u00fcphaneler, daha verimli ve \u00f6l\u00e7eklenebilir e\u015fzamanl\u0131l\u0131k \u00e7\u00f6z\u00fcmleri sunar. Android taraf\u0131nda ise, bu Rust thread'lerinin ya\u015fam d\u00f6ng\u00fcs\u00fcn\u00fc y\u00f6netmek i\u00e7in Service<\/code> veya WorkManager<\/code> kullanmak en iyi uygulamad\u0131r.<\/p>\nPerformans Optimizasyonlar\u0131 ve Gelecek Ad\u0131mlar<\/h2>\n
Bellek ve CPU Kullan\u0131m\u0131n\u0131 Optimize Etme<\/h3>\n
\n
Vec::with_capacity<\/code> gibi y\u00f6ntemlerle kapasiteyi \u00f6nceden ay\u0131r\u0131n.<\/li>\nHashMap<\/code> yerine BTreeMap<\/code> veya \u00f6zelle\u015fmi\u015f yap\u0131lar).<\/li>\ncargo ndk build --release<\/code>).<\/li>\n<\/ul>\nHata Ay\u0131klama ve Profilleme<\/h3>\n
logcat<\/code>, Rust kodunuzdan g\u00f6nderilen log mesajlar\u0131n\u0131 g\u00f6r\u00fcnt\u00fclemek i\u00e7in temel bir ara\u00e7t\u0131r. Rust'\u0131n log<\/code> crate'ini ve android_logger<\/code>'\u0131 kullanarak logcat'e \u00e7\u0131kt\u0131 g\u00f6nderebilirsiniz. Performans sorunlar\u0131n\u0131 tespit etmek i\u00e7in Android Studio'nun Profiler'\u0131n\u0131 kullanabilir, CPU, bellek ve a\u011f kullan\u0131m\u0131n\u0131 izleyebilirsiniz. GDB veya LLDB gibi native hata ay\u0131klay\u0131c\u0131lar, daha derinlemesine incelemeler i\u00e7in NDK ile birlikte kullan\u0131labilir.<\/p>\nGeli\u015fmi\u015f Ajan \u00d6zellikleri ve Da\u011f\u0131t\u0131k Sistemler<\/h3>\n
\n
tract<\/code> veya tch-rs<\/code> gibi Rust k\u00fct\u00fcphaneleriyle) \u00f6\u011frenme ve adaptasyon yetenekleri kazand\u0131r\u0131labilir.<\/li>\nsled<\/code> veya rusqlite<\/code> gibi Rust veritaban\u0131 k\u00fct\u00fcphaneleri entegre edilebilir.<\/li>\n<\/ul>\nSonu\u00e7<\/h2>\n
SSS (S\u0131k Sorulan Sorular)<\/h2>\n
Neden Kotlin\/Java yerine Rust kullanmal\u0131y\u0131m?<\/h3>\n
Rust ajanlar\u0131n\u0131n Android'deki performans fark\u0131 ne kadar?<\/h3>\n
Rust kodunu Android'de hata ay\u0131klamak zor mu?<\/h3>\n
logcat<\/code> \u00fczerinden loglama, NDK ile gelen GDB\/LLDB gibi native hata ay\u0131klay\u0131c\u0131lar\u0131 kullanma ve Android Studio'nun Profiler ara\u00e7lar\u0131yla performans izleme gibi y\u00f6ntemlerle hata ay\u0131klama m\u00fcmk\u00fcnd\u00fcr. S\u00fcre\u00e7 biraz daha fazla yap\u0131land\u0131rma gerektirse de, imkans\u0131z de\u011fildir.<\/p>\nHangi Android versiyonlar\u0131n\u0131 destekler?<\/h3>\n
Ajanlar aras\u0131nda veya ajan ile d\u0131\u015f d\u00fcnya aras\u0131nda a\u011f ileti\u015fimi nas\u0131l yap\u0131l\u0131r?<\/h3>\n
tokio<\/code> ile birlikte reqwest<\/code>, hyper<\/code>, warp<\/code>). Bu k\u00fct\u00fcphanelerle ajanlar\u0131n\u0131z HTTP, TCP\/UDP veya WebSocket gibi protokoller \u00fczerinden di\u011fer ajanlarla, sunucularla veya d\u0131\u015f API'lerle ileti\u015fim kurabilir. Bu a\u011f i\u015flemleri de Rust'\u0131n e\u015fzamanl\u0131l\u0131k yetenekleri sayesinde verimli bir \u015fekilde y\u00f6netilebilir.<\/p>\n","protected":false},"excerpt":{"rendered":"Mobil cihazlar, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131n\u0131n ayr\u0131lmaz bir par\u00e7as\u0131 haline geldi ve bu cihazlarda \u00e7al\u0131\u015fan uygulamalar\u0131n yetenekleri s\u00fcrekli geni\u015fliyor. Ge…","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-38119","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\n