{"id":4726,"date":"2026-10-06T10:12:32","date_gmt":"2026-10-06T07:12:32","guid":{"rendered":"https:\/\/makersground.com\/?p=4726"},"modified":"2026-11-08T09:06:50","modified_gmt":"2026-11-08T07:06:50","slug":"on-device-gateway-cloud-ai-inference","status":"publish","type":"post","link":"https:\/\/makersground.com\/ar\/on-device-gateway-cloud-ai-inference\/","title":{"rendered":"\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0623\u0645 \u0627\u0644\u0628\u0648\u0627\u0628\u0629 \u0623\u0645 \u0627\u0644\u0633\u062d\u0627\u0628\u0629\u061f \u062f\u0644\u064a\u0644 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0641\u064a \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0623\u062c\u0647\u0632\u0629"},"content":{"rendered":"<p>\u0627\u062e\u062a\u0631 \u0645\u0648\u0642\u0639 \u062a\u0646\u0641\u064a\u0630 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 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\u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0635\u0641 <a href=\"https:\/\/docs.aws.amazon.com\/greengrass\/v2\/developerguide\/perform-machine-learning-inference.html\">\u0648\u062b\u0627\u0626\u0642 AWS IoT Greengrass V2<\/a> \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u062d\u0644\u064a\u060c \u0648\u062a\u0641\u0635\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0625\u0644\u0649 \u0645\u0643\u0648\u0646\u0627\u062a. \u0647\u0630\u0627 \u0646\u0645\u0637 \u062a\u0646\u0641\u064a\u0630 \u062e\u0627\u0635 \u0628\u0645\u0646\u062a\u062c \u0645\u0639\u064a\u0651\u0646. \u0648\u064a\u0638\u0644 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href=\"https:\/\/developers.google.com\/edge\/litert\/microcontrollers\/overview\">\u0648\u062b\u0627\u0626\u0642 Google \u0628\u0634\u0623\u0646 LiteRT \u0644\u0644\u0645\u062a\u062d\u0643\u0651\u0645\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629<\/a> \u062a\u0635\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f\u060c \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u064a\u062f\u0648\u064a\u0629 \u0644\u0644\u0630\u0627\u0643\u0631\u0629. \u0648\u0644\u0627 \u062a\u062f\u0639\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632. \u0647\u0630\u0647 \u0642\u064a\u0648\u062f \u0644\u062a\u0644\u0643 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\u0627\u0644\u062a\u062f\u0631\u064a\u0628. <a href=\"https:\/\/onnxruntime.ai\/docs\/performance\/model-optimizations\/quantization.html\">\u0625\u0631\u0634\u0627\u062f\u0627\u062a ONNX Runtime \u0628\u0634\u0623\u0646 \u0627\u0644\u062a\u0643\u0645\u064a\u0645<\/a> \u062a\u062d\u0630\u0651\u0631 \u0645\u0646 \u0623\u0646 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0642\u062f \u064a\u0642\u0644\u0651\u0644 \u062f\u0642\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0648\u0623\u0646 \u0645\u0643\u0627\u0633\u0628 \u0627\u0644\u0623\u062f\u0627\u0621 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0639\u062a\u0627\u062f. \u0642\u0650\u0633 \u062c\u0648\u062f\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641.<\/p>\n<p>\u062d\u062f\u0651\u062f 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\u0627\u0644\u0627\u0633\u062a\u0634\u0639\u0627\u0631 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u063a\u0644\u0627\u0641 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644.<\/li>\n<li>\u0631\u0633\u0645 \u0644\u062a\u062f\u0641\u0651\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u062d\u062f\u0651\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629.<\/li>\n<li>\u0639\u062f\u062f \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0651\u0639 \u0648\u0645\u0639\u062f\u0651\u0644 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0648\u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0648\u062a\u0631\u062a\u064a\u0628\u0627\u062a \u0627\u0644\u0635\u064a\u0627\u0646\u0629.<\/li>\n<li>\u062e\u0637\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 \u062a\u0633\u062a\u0637\u064a\u0639 \u0631\u0641\u0636 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0641\u0636\u0651\u0644\u0629 \u0625\u0630\u0627 \u0644\u0645 \u062a\u0644\u0628\u0651\u0650 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a.<\/li>\n<\/ol>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 \u0627\u0644\u0641\u0631\u0642 \u0641\u064a \u0644\u0628\u0646\u0627\u0646 \u0623\u0648 \u0627\u0644\u062e\u0644\u064a\u062c \u0623\u0648 \u0623\u064a \u0645\u0643\u0627\u0646 \u0641\u064a \u0627\u0644\u0634\u0631\u0642 \u0627\u0644\u0623\u0648\u0633\u0637 \u0648\u0634\u0645\u0627\u0644 \u0623\u0641\u0631\u064a\u0642\u064a\u0627\u060c \u0627\u062c\u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u062d\u0642\u0627\u0626\u0642 \u0641\u064a \u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0645\u0642\u0635\u0648\u062f. \u0623\u0643\u0651\u062f \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0627\u0644\u0645\u062a\u0627\u062d \u0648\u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0648\u0635\u0648\u0644 \u0644\u0644\u062a\u0631\u0643\u064a\u0628 \u0648\u0645\u0633\u0624\u0648\u0644\u064a\u0627\u062a \u0627\u0644\u062f\u0639\u0645 \u0645\u0639 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0627\u0644\u0630\u064a\u0646 \u0633\u064a\u0634\u063a\u0651\u0644\u0648\u0646 \u0627\u0644\u0645\u0646\u062a\u062c.<\/p>\n<p>\u0627\u0633\u062a\u0643\u0634\u0641 \u0644\u062f\u0649 MakersGround <a href=\"https:\/\/makersground.com\/ar\/iot-development\/\">\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062a\u0635\u0644\u0629<\/a>, <a href=\"https:\/\/makersground.com\/ar\/electronics-pcb-development\/\">\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a \u0648\u0644\u0648\u062d\u0627\u062a \u0627\u0644\u062f\u0648\u0627\u0626\u0631 \u0627\u0644\u0645\u0637\u0628\u0648\u0639\u0629<\/a>\u060c \u0648 <a href=\"https:\/\/makersground.com\/ar\/embedded-systems-firmware\/\">\u062e\u062f\u0645\u0627\u062a MakersGround \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062b\u0627\u0628\u062a\u0629<\/a>\u060c \u0623\u0648 <a href=\"https:\/\/makersground.com\/ar\/contact-us\/\">\u0646\u0627\u0642\u0634 \u0646\u0637\u0627\u0642 \u0627\u0644\u0639\u062a\u0627\u062f \u0648\u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0641\u064a \u0645\u0646\u062a\u062c\u0643<\/a>. \u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0648\u0627\u0644\u0623\u062f\u0644\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0628\u0646\u064a\u0629\u060c \u062b\u0645 \u0627\u062a\u0641\u0642 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0646\u0641\u064a\u0630.<\/p>\n<p><em>\u062c\u0631\u062a \u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0645\u0631\u0627\u062c\u0639 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0648\u0623\u062f\u0644\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0641\u064a 6 \u0623\u0643\u062a\u0648\u0628\u0631 2026. \u0645\u062b\u0627\u0644 \u0641\u062d\u0635 \u0627\u0644\u062a\u063a\u0644\u064a\u0641 \u0627\u0641\u062a\u0631\u0627\u0636\u064a.<\/em><\/p>","protected":false},"excerpt":{"rendered":"<p>\u0642\u0627\u0631\u0646 \u062a\u0646\u0641\u064a\u0630 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0623\u0648 \u0627\u0644\u0628\u0648\u0627\u0628\u0629 \u0623\u0648 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062e\u0635\u0651\u0635\u0629\u060c \u0648\u0641\u0642 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0648\u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0635\u064a\u0627\u0646\u0629.<\/p>","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_vp_format_video_url":"","_vp_image_focal_point":[],"footnotes":""},"categories":[56],"tags":[],"class_list":["post-4726","post","type-post","status-publish","format-standard","hentry","category-articles"],"acf":[],"yoast_head":"<!-- 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