{"id":113469,"date":"2024-02-08T22:02:49","date_gmt":"2024-02-08T20:02:49","guid":{"rendered":"https:\/\/prohoster.info\/blog\/novosti-interneta\/vypusk-savant-0-2-7-frejmvorka-kompyuternogo-zreniya-i-glubokogo-obucheniya"},"modified":"2024-02-08T22:02:49","modified_gmt":"2024-02-08T20:02:49","slug":"vypusk-savant-0-2-7-frejmvorka-kompyuternogo-zreniya-i-glubokogo-obucheniya","status":"publish","type":"post","link":"https:\/\/prohoster.info\/it\/blog\/novosti-interneta\/vypusk-savant-0-2-7-frejmvorka-kompyuternogo-zreniya-i-glubokogo-obucheniya","title":{"rendered":"Uscita di Savant 0.2.7, un framework di visione artificiale e deep learning.","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>\u00c8 stato pubblicato il rilascio del framework Python Savant 0.2.7, che semplifica l'uso di NVIDIA DeepStream per affrontare compiti di machine learning. Il framework si occupa di tutte le complesse operazioni con GStreamer o FFmpeg, permettendo di concentrarsi sulla costruzione di pipeline ottimizzate utilizzando una sintassi dichiarativa (YAML) e funzioni Python. Savant consente di creare pipeline che funzionano in modo equivalente sia su acceleratori nei data center (NVIDIA Turing, Ampere, Hopper) sia su dispositivi edge (NVIDIA Jetson NX, AGX Xavier, Orin NX, AGX Orin, New Nano). Con Savant, \u00e8 possibile gestire facilmente pi\u00f9 flussi video simultaneamente, creando rapidamente pipeline di analisi video pronte all'uso utilizzando NVIDIA TensorRT. Il codice del progetto \u00e8 distribuito sotto licenza Apache 2.0.      <\/p>\n<p>Savant 0.2.7 \u2014 \u00e8 l'ultima versione con modifiche funzionali nella serie 0.2.X. Le prossime versioni nella serie 0.2.X includeranno solo correzioni di bug. Lo sviluppo di nuove funzionalit\u00e0 avverr\u00e0 nella serie 0.3.X, basata su DeepStream 6.4. Questa serie non supporter\u00e0 la famiglia di dispositivi Jetson Xavier, poich\u00e9 NVIDIA non li supporta in DS 6.4.      <\/p>\n<p>Novit\u00e0 principali:  <\/p>\n<ul>\n<li class=\"l\"> Nuovi esempi di utilizzo:\n<ul>\n<li class=\"l\"> Esempio di utilizzo del modello di rilevamento basato su trasformatore RT-DETR;\n<li class=\"l\"> Post-elaborazione CUDA con CuPy per YOLOV8-Seg;\n<li class=\"l\"> Esempio di integrazione di PyTorch CUDA nel pipeline Savant;\n<li class=\"l\"> Dimostrazione di lavoro con oggetti orientati.  <\/ul>\n<p>  <center><img decoding=\"async\" alt=\"Uscita di Savant 0.2.7, un framework di visione artificiale e deep learning.\" src=\"\/wp-content\/uploads\/2024\/02\/0c14b808a6767394352a4eafde317f67.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/center>    <\/p>\n<li class=\"l\">  Nuove funzionalit\u00e0:\n<ul>\n<li class=\"l\"> Integrazione con Prometheus. Il pipeline pu\u00f2 esportare metriche di esecuzione in Prometheus e Grafana per il monitoraggio e il tracciamento delle prestazioni. Gli sviluppatori possono dichiarare metriche personalizzate, esportate insieme alle metriche di sistema.\n<li class=\"l\"> L'adattatore buffer \u2014 implementa un buffer transazionale permanente su disco per i dati che si spostano tra adattatori e moduli. Con esso \u00e8 possibile sviluppare pipeline ad alta capacit\u00e0, che consumano risorse in modo imprevedibile e sopportano picchi di traffico. L'adattatore esporta in Prometheus i propri dati sugli elementi e le dimensioni.\n<li class=\"l\"> Modalit\u00e0 di compilazione dei modelli. I moduli possono ora compilare i propri modelli in TensorRT senza eseguire il pipeline.\n<li class=\"l\"> Gestore dell'evento di spegnimento in PyFunc. Questa nuova API consente di gestire correttamente le operazioni di arresto del pipeline, liberando risorse e notificando i sistemi esterni del completamento.\n<li class=\"l\"> Filtraggio dei frame in entrata e in uscita. Per impostazione predefinita, la pipeline accetta tutti i frame contenenti dati video. Con il filtraggio in entrata e in uscita, gli sviluppatori possono filtrare i dati per escludere il loro trattamento.\n<li class=\"l\"> Post-elaborazione del modello su GPU. Grazie alla nuova funzionalit\u00e0, gli sviluppatori possono accedere ai tensori di uscita del modello direttamente dalla memoria della GPU, senza caricarli nella memoria della CPU, e trattarli con CuPy, TorchVision o OpenCV CUDA.\n<li class=\"l\"> Funzionalit\u00e0 di visualizzazione della memoria GPU. In questa versione, abbiamo fornito funzioni per convertire i buffer di memoria tra OpenCV GpuMat, tensori GPU di PyTorch e tensori CuPy.\n<li class=\"l\"> API di accesso alle statistiche di utilizzo delle code della pipeline. Savant consente di aggiungere code tra PyFunc per implementare l'elaborazione parallela e il buffering del lavoro. L'API aggiunta fornisce agli sviluppatori accesso alle code distribuite nella pipeline e consente di richiederne l'utilizzo.  <\/ul>\n<\/ul>\n<p>La prossima versione (0.3.7) prevede il passaggio a DeepStream 6.4 senza ampliare le funzionalit\u00e0. L'idea \u00e8 di ottenere un rilascio completamente compatibile con 0.2.7, ma basato su DeepStream 6.4 e una tecnologia migliorata, senza compromettere la compatibilit\u00e0 a livello API.<br \/>\n<br \/>Fonte: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/www.opennet.ru\/opennews\/art.shtml?num=60570\">opennet.ru<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d \u0432\u044b\u043f\u0443\u0441\u043a Python-\u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 Savant 0.2.7, \u0443\u043f\u0440\u043e\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 NVIDIA DeepStream \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\u043c. \u0424\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0431\u0435\u0440\u0435\u0442 \u043d\u0430 \u0441\u0435\u0431\u044f \u0432\u0441\u044e \u0441\u043b\u043e\u0436\u043d\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 GStreamer \u0438\u043b\u0438 FFmpeg, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0438\u0442\u044c\u0441\u044f \u043d\u0430 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0432\u044b\u0432\u043e\u0434\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u0430 (YAML) \u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 Python. Savant \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u044b (pipeline), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043a\u0430\u043a \u043d\u0430 \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u0435\u043b\u044f\u0445 \u0432 \u0434\u0430\u0442\u0430\u0446\u0435\u043d\u0442\u0440\u0435 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":113470,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-113469","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-novosti-interneta"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d \u0432\u044b\u043f\u0443\u0441\u043a Python-\u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 Savant 0.2.7, \u0443\u043f\u0440\u043e\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 NVIDIA DeepStream \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\u043c. \u0424\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0431\u0435\u0440\u0435\u0442 \u043d\u0430 \u0441\u0435\u0431\u044f \u0432\u0441\u044e \u0441\u043b\u043e\u0436\u043d\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 GStreamer \u0438\u043b\u0438 FFmpeg, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0438\u0442\u044c\u0441\u044f \u043d\u0430 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0432\u044b\u0432\u043e\u0434\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u0430 (YAML) \u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 Python. 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Savant \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u044b (pipeline), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043a\u0430\u043a \u043d\u0430 \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u0435\u043b\u044f\u0445 \u0432 \u0434\u0430\u0442\u0430\u0446\u0435\u043d\u0442\u0440\u0435\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/it\/blog\/novosti-interneta\/vypusk-savant-0-2-7-frejmvorka-kompyuternogo-zreniya-i-glubokogo-obucheniya\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2024-02-08T20:02:49+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2024-02-08T20:02:49+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47Rilascio di Savant 0.2.7, framework di visione artificiale e deep learning | ProHoster","description":"\u00c8 stata pubblicata la versione 0.2.7 del framework Python Savant, che semplifica l'utilizzo di NVIDIA DeepStream per affrontare attivit\u00e0 legate all'apprendimento automatico. Il framework si occupa di tutto il lavoro complesso con GStreamer o FFmpeg, consentendo di concentrarsi sulla costruzione di pipeline ottimizzate utilizzando una sintassi dichiarativa (YAML) e funzionalit\u00e0 Python. 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