{"id":17478,"date":"2025-12-16T15:13:20","date_gmt":"2025-12-16T11:43:20","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=17478"},"modified":"2025-12-16T15:25:13","modified_gmt":"2025-12-16T11:55:13","slug":"best-image-editing-ai-comparison","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/en\/artificial-intelligence\/best-image-editing-ai-comparison\/","title":{"rendered":"Comparison of the best AI image editing models Qwen, UMO, Flux Kontext, Nano Banana"},"content":{"rendered":"\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-comparing-the-best-image-editing-ai-models-qwen-umo-flux-kontext-nano-banana\"><span id=\"%da%a9%d8%af%d8%a7%d9%85-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%d8%a7%d8%ae%d8%aa-%d8%aa%d8%b5%d8%a7%d9%88%db%8c%d8%b1-%d8%a8%d9%87%d8%aa%d8%b1-%d9%87\">\u06a9\u062f\u0627\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0647\u062a\u0631 \u0647\u0633\u062a\u0646\u062f\u061f<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0641\u0646\u06cc \u0648 \u0639\u0645\u0644\u06cc \u0686\u0647\u0627\u0631 \u0645\u062f\u0644 \u0645\u0637\u0631\u062d \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u2014 <strong>Qwen<\/strong>\u060c <strong>UMO<\/strong>\u060c <strong>Flux Kontext<\/strong> \u0648 <strong>Nano Banana<\/strong> \u2014 \u0631\u0627 \u0627\u0632 \u0645\u0646\u0638\u0631 \u062f\u0642\u062a\u060c \u0633\u0631\u0639\u062a\u060c \u0646\u06cc\u0627\u0632 \u0645\u0646\u0627\u0628\u0639\u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0645\u0646\u0627\u0633\u0628\u200c\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-overview-models\"><span id=\"%d9%86%d9%85%d8%a7%db%8c-%da%a9%d9%84%db%8c-%d9%85%d8%af%d9%84%d9%87%d8%a7-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7-%d9%88-%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87-%d8%b3%d8%b1%db%8c\">\u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 (\u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0633\u0631\u06cc\u0639)<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0647\u0631 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062e\u0644\u0627\u0635\u0647 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u06cc\u0627\u0632 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0634\u0648\u062f.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-qwen\"><span id=\"qwen\">Qwen<\/span><\/h3>\n<p class=\"wp-block-paragraph\"><strong>\u0646\u0648\u0639:<\/strong> \u0645\u062f\u0644 \u0686\u0646\u062f\u0645\u0646\u0638\u0648\u0631\u0647 \u0628\u0627 \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 (\u062f\u0631 \u0633\u0637\u062d\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641: \u0648\u06cc\u0631\u0627\u06cc\u0634 \u067e\u0627\u06cc\u0647 \u062a\u0627 \u067e\u06cc\u0686\u06cc\u062f\u0647).<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0642\u0648\u062a:<\/strong> \u0641\u0647\u0645 \u06af\u0633\u062a\u0631\u062f\u0647 \u0632\u0645\u06cc\u0646\u0647\u200c\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc \u062f\u0631 \u0648\u06cc\u0631\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc\u061b \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc API \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0646\u06cc\u0627\u0632 \u0645\u0646\u0627\u0628\u0639:<\/strong> \u0627\u0632 16GB VRAM \u0628\u0631\u0627\u06cc \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u062a\u0627 48+ GB \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0627\u0645\u0644.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f:<\/strong> \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc SaaS \u062a\u0635\u0648\u06cc\u0631 \u0645\u062d\u0648\u0631\u060c \u0648\u06cc\u0631\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc (composite) \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u062a\u0628\u0644\u06cc\u063a\u0627\u062a\u06cc \u0628\u0627 \u062c\u0632\u0626\u06cc\u0627\u062a.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-umo\"><span id=\"umo\">UMO<\/span><\/h3>\n<p class=\"wp-block-paragraph\"><strong>\u0646\u0648\u0639:<\/strong> \u0645\u062f\u0644 \u0628\u0647\u06cc\u0646\u0647\u200c\u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u067e\u06cc\u062a\u06cc\u0646\u06af \u0648 \u062a\u0631\u0645\u06cc\u0645 \u0641\u0648\u062a\u0648\u0631\u0626\u0627\u0644\u06cc\u0633\u062a\u06cc\u06a9.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0642\u0648\u062a:<\/strong> \u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u062f\u0631 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u062d\u0630\u0641\u200c\u0634\u062f\u0647\u060c \u062d\u0641\u0638 \u0646\u0648\u0631\u067e\u0631\u062f\u0627\u0632\u06cc \u0648 \u0628\u0627\u0641\u062a.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0646\u06cc\u0627\u0632 \u0645\u0646\u0627\u0628\u0639:<\/strong> \u0645\u0639\u0645\u0648\u0644\u0627\u064b 12\u201332GB VRAM \u0628\u0631\u0627\u06cc inference \u0645\u0648\u062b\u0631.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f:<\/strong> \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u0647\u0627\u06cc \u0639\u06a9\u0627\u0633\u06cc\u060c \u0631\u0648\u062a\u0648\u0634\u060c \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u0627\u0631\u06cc\u062e\u06cc \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u06a9\u200c\u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0648\u0628.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-flux-kontext\"><span id=\"flux-kontext\">Flux Kontext<\/span><\/h3>\n<p class=\"wp-block-paragraph\"><strong>\u0646\u0648\u0639:<\/strong> \u0645\u062f\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0648\u062c\u0647 \u0632\u0645\u06cc\u0646\u0647\u200c\u0627\u06cc (context-aware) \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0686\u0646\u062f\u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc \u0648 \u062f\u0633\u062a\u0648\u0631\u067e\u0630\u06cc\u0631 (instruction-guided edits).<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0642\u0648\u062a:<\/strong> \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0628\u06cc\u0646 \u0645\u0648\u0644\u062a\u06cc-\u0627\u0633\u062a\u067e \u0627\u062f\u06cc\u062a\u200c\u0647\u0627\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0642\u0648\u06cc \u0627\u0632 prompt chaining \u0648 context window \u0628\u0632\u0631\u06af.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0646\u06cc\u0627\u0632 \u0645\u0646\u0627\u0628\u0639:<\/strong> \u062a\u0631\u062c\u06cc\u062d\u0627\u064b GPU\u0647\u0627\u06cc \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc TensorRT\/FP16 \u0628\u0631\u0627\u06cc \u06a9\u0645\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0627\u062e\u06cc\u0631.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f:<\/strong> \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0639\u0627\u0645\u0644\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0648 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc collaborative \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 low-latency \u062f\u0627\u0631\u0646\u062f.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-nano-banana\"><span id=\"nano-banana\">Nano Banana<\/span><\/h3>\n<p class=\"wp-block-paragraph\"><strong>\u0646\u0648\u0639:<\/strong> \u0645\u062f\u0644 \u0633\u0628\u06a9 \u0648 \u06a9\u0645\u200c\u062d\u062c\u0645 \u0628\u0631\u0627\u06cc edge deployment \u0648 \u0645\u0648\u0628\u0627\u06cc\u0644.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0642\u0648\u062a:<\/strong> \u0627\u062c\u0631\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0631\u0648\u06cc GPUs \u0628\u0627 \u062d\u0627\u0641\u0638\u0647 \u0645\u062d\u062f\u0648\u062f\u060c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc quantization \u0648 INT8\/4-bit.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0646\u06cc\u0627\u0632 \u0645\u0646\u0627\u0628\u0639:<\/strong> \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0628\u0627 4\u20138GB VRAM \u062f\u0631 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc quantized.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f:<\/strong> \u0627\u0641\u0632\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0648\u0631\u06af\u0631\u060c \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0645\u0648\u0628\u0627\u06cc\u0644 \u0648 VPS\u0647\u0627\u06cc \u06a9\u0645\u200c\u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc inference \u0633\u0628\u06a9.<\/p>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-metrics\"><span id=\"%d9%85%d8%b9%db%8c%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%81%d9%86%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c-latency-throughput-quality\">\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0641\u0646\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc (Latency, Throughput, Quality)<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0646\u0627\u0633\u0628\u200c\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0686\u0647\u0627\u0631 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0627\u06cc\u062f \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0648 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>Latency (ms):<\/strong> \u0632\u0645\u0627\u0646 \u0645\u0633\u06cc\u0631 \u0627\u0632 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062a\u0627 \u067e\u0627\u0633\u062e. \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0639\u0627\u0645\u0644\u06cc \u0647\u062f\u0641 <strong>&lt;200ms<\/strong> \u0627\u0633\u062a\u061b \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0632\u0631\u06af\u200c\u062a\u0631\u06cc \u067e\u0630\u06cc\u0631\u0641\u062a.<\/li>\n<li class=\"wp-block-paragraph\"><strong>Throughput (img\/s):<\/strong> \u062a\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0634\u062f\u0647 \u062f\u0631 \u0648\u0627\u062d\u062f \u0632\u0645\u0627\u0646 \u2014 \u0628\u0631\u0627\u06cc \u0631\u0646\u062f\u0631\u06cc\u0646\u06af \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc batch \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>Quality:<\/strong> \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u06a9\u0645\u06cc \u0645\u062b\u0644 PSNR\u060c SSIM \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc perceptual \u0645\u062b\u0644 LPIPS \u0648 FID \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc.<\/li>\n<li class=\"wp-block-paragraph\"><strong>Resource Efficiency:<\/strong> \u0645\u0635\u0631\u0641 VRAM\u060c RAM\u060c vCPU \u0648 I\/O \u0634\u0628\u06a9\u0647 \u06a9\u0647 \u062a\u0639\u06cc\u06cc\u0646\u200c\u06a9\u0646\u0646\u062f\u0647 \u0646\u0648\u0639 \u0633\u0631\u0648\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-deployment-guide\"><span id=\"%d8%b1%d8%a7%d9%87%d9%86%d9%85%d8%a7%db%8c-%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-%d8%b9%d9%85%d9%84%db%8c-%d8%b1%d9%88%db%8c-%d8%b3%d8%b1%d9%88%d8%b1-%d8%af%d8%b3%d8%aa%d9%88%d8%b1%d8%a7%d8%aa\">\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0639\u0645\u0644\u06cc \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 (\u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0648 \u06a9\u0627\u0646\u0641\u06cc\u06af\u200c\u0647\u0627)<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u0644\u06cc\u0646\u0648\u06a9\u0633\u06cc \u0628\u0627 GPU \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-prepare-server\"><span id=\"%d8%a2%d9%85%d8%a7%d8%af%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%d8%b3%d8%b1%d9%88%d8%b1-%d9%86%d8%b5%d8%a8-nvidia-drivers-%d9%88-docker\">\u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0631\u0648\u0631 (\u0646\u0635\u0628 NVIDIA drivers \u0648 Docker)<\/span><\/h3>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>sudo apt update\r\nsudo apt install -y build-essential dkms\r\n# install NVIDIA drivers (recommended per GPU)\r\nsudo ubuntu-drivers autoinstall\r\n# install Docker and nvidia-docker\r\ncurl -fsSL https:\/\/get.docker.com | sh\r\ndistribution=$(. \/etc\/os-release;echo $ID$VERSION_ID)\r\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/gpgkey | sudo apt-key add -\r\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/$distribution\/nvidia-docker.list | sudo tee \/etc\/apt\/sources.list.d\/nvidia-docker.list\r\nsudo apt update &amp;&amp; sudo apt install -y nvidia-docker2\r\nsudo systemctl restart docker<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<div id='gallery-1' class='gallery galleryid-17478 gallery-type-slider gallery-size-medium '  pk-flickity=\"init\" data-sg-page-dots=\"true\" data-sg-page-info=\"true\" data-sg-nav=\"true\"><figure class='gallery-item'><a href='https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2.png'><img loading=\"lazy\" decoding=\"async\" width=\"263\" height=\"300\" src=\"https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-263x300.png\" class=\"attachment-medium size-medium pk-lqip pk-lazyload\" alt=\"\" data-gallery=\"slider\" data-pk-sizes=\"auto\" data-ls-sizes=\"(max-width: 263px) 100vw, 263px\" data-pk-src=\"https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-263x300.png\" data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-263x300.png 263w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-897x1024.png 897w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-768x876.png 768w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-11x12.png 11w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-110x126.png 110w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-200x228.png 200w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-380x434.png 380w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-255x291.png 255w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-300x342.png 300w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-550x628.png 550w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-800x913.png 800w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-1160x1324.png 1160w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-80x91.png 80w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-70x80.png 70w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2-46x53.png 46w, https:\/\/cdn.itpiran.net\/2025\/12\/16151812\/design2.png 1333w\" \/><\/a><\/figure><figure class='gallery-item'><a href='https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3.png'><img loading=\"lazy\" decoding=\"async\" width=\"262\" height=\"300\" src=\"https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-262x300.png\" class=\"attachment-medium size-medium pk-lqip pk-lazyload\" alt=\"\" data-gallery=\"slider\" data-pk-sizes=\"auto\" data-ls-sizes=\"(max-width: 262px) 100vw, 262px\" data-pk-src=\"https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-262x300.png\" data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-262x300.png 262w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-893x1024.png 893w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-768x881.png 768w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-10x12.png 10w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-110x126.png 110w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-200x229.png 200w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-380x436.png 380w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-255x292.png 255w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-300x344.png 300w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-550x631.png 550w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-800x918.png 800w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-1160x1331.png 1160w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-80x92.png 80w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-70x80.png 70w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3-46x53.png 46w, https:\/\/cdn.itpiran.net\/2025\/12\/16151954\/design3.png 1333w\" \/><\/a><\/figure><figure class='gallery-item'><a href='https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1.png'><img loading=\"lazy\" decoding=\"async\" width=\"239\" height=\"300\" src=\"https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-239x300.png\" class=\"attachment-medium size-medium pk-lqip pk-lazyload\" alt=\"\" data-gallery=\"slider\" data-pk-sizes=\"auto\" data-ls-sizes=\"(max-width: 239px) 100vw, 239px\" data-pk-src=\"https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-239x300.png\" data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-239x300.png 239w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-816x1024.png 816w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-768x964.png 768w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-1224x1536.png 1224w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-10x12.png 10w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-110x137.png 110w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-200x250.png 200w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-380x477.png 380w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-255x320.png 255w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-300x375.png 300w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-550x687.png 550w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-800x1004.png 800w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-1160x1456.png 1160w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-80x100.png 80w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-64x80.png 64w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1-42x53.png 42w, https:\/\/cdn.itpiran.net\/2025\/12\/16151905\/design1.png 1333w\" \/><\/a><\/figure><\/div>\n<h3 class=\"wp-block-heading\" id=\"h-run-infer-container\"><span id=\"%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d9%86%d9%85%d9%88%d9%86%d9%87-%da%a9%d8%a7%d9%86%d8%aa%db%8c%d9%86%d8%b1-inference-%d8%a8%d8%a7-nvidia-runtime\">\u0627\u062c\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 inference (\u0628\u0627 nvidia runtime)<\/span><\/h3>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>docker run --gpus all -it --rm \\\r\n  -v \/srv\/models:\/models \\\r\n  -p 8080:8080 \\\r\n  --name img-edit-infer \\\r\n  myrepo\/image-edit:latest \\\r\n  bash<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u062f\u0631\u0648\u0646 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0633\u0631\u0648\u06cc\u0633 inference \u0631\u0627 \u0628\u0627 Uvicorn \u06cc\u0627 Flask \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>uvicorn app:app --host 0.0.0.0 --port 8080 --workers 2<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-optimizations\"><span id=\"%d9%be%db%8c%d8%a7%d8%af%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%d9%86%da%a9%d8%a7%d8%aa-%d8%a8%d9%87%db%8c%d9%86%d9%87%d8%b3%d8%a7%d8%b2%db%8c-fp16-tensorrt-quantization\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0646\u06a9\u0627\u062a \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc (FP16, TensorRT, Quantization)<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 VRAM \u0648 latency \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>FP16:<\/strong> \u0628\u0631\u0627\u06cc Flux Kontext \u0648 Qwen \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0645\u0635\u0631\u0641 VRAM \u0648 \u062a\u0623\u062e\u06cc\u0631 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f. \u0645\u062b\u0627\u0644 PyTorch:<\/li>\n<\/ul>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>model.half()\r\nwith torch.cuda.amp.autocast():\r\n    out = model(input)<\/code><\/pre>\n<\/div>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>TensorRT\/ONNX:<\/strong> \u062a\u0628\u062f\u06cc\u0644 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0628\u0647 ONNX \u0648 \u0633\u067e\u0633 TensorRT \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 latency:<\/li>\n<\/ul>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>python export_to_onnx.py --model qwen --output qwen.onnx\r\ntrtexec --onnx=qwen.onnx --fp16 --saveEngine=qwen.trt<\/code><\/pre>\n<\/div>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>Quantization (Nano Banana):<\/strong> \u0627\u0632 bitsandbytes \u06cc\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc quantization-aware \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc 4-bit \u06cc\u0627 8-bit \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0631\u0648\u06cc edge \u06cc\u0627 VPS \u06a9\u0645\u200c\u0647\u0632\u06cc\u0646\u0647 \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0628\u0627\u0634\u062f.<\/li>\n<\/ul>\n<div class=\"pk-alert pk-alert-info\" role=\"alert\" >\n\u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc latency-sensitive \u062d\u062a\u0645\u0627\u064b \u062a\u0633\u062a\u200c\u0647\u0627\u06cc p95 \u0648 p99 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 FP16 \u06cc\u0627 TensorRT \u0642\u0628\u0644 \u0627\u0632 \u062a\u0648\u0644\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<br \/>\n<\/div>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-hardware-recommendations\"><span id=\"%d9%be%db%8c%d8%b4%d9%86%d9%87%d8%a7%d8%af%d8%a7%d8%aa-%d8%b3%d8%ae%d8%aa%d8%a7%d9%81%d8%b2%d8%a7%d8%b1%db%8c-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%db%8c\">\u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/span><\/h2>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u062a\u0648\u0633\u0639\u0647 \u0648 \u062a\u0633\u062a \u0627\u0648\u0644\u06cc\u0647:<\/strong> GPU\u0647\u0627\u06cc RTX (3060\/3070) \u06cc\u0627 A2000 \u0628\u0627 8\u201312GB VRAM.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 inference \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 (SaaS):<\/strong> A10\/A30 \u06cc\u0627 RTX 6000 (24GB) \u0628\u0631\u0627\u06cc throughput \u0628\u0627\u0644\u0627.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0622\u0645\u0648\u0632\u0634\/Finetune \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af (Qwen full):<\/strong> A100\/H100 \u0628\u0627 40\u201380GB VRAM \u06cc\u0627 \u0686\u0646\u062f-GPU \u0628\u0627 NVLink.<\/li>\n<li class=\"wp-block-paragraph\"><strong>Edge \u0648 VPS \u06a9\u0645\u200c\u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc Nano Banana:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0628\u0627 8GB VRAM \u06cc\u0627 VPS \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 eGPU.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-why-our-infrastructure\"><span id=\"%d8%b4%d8%b1%da%a9%d8%aa-%d9%85%d8%a7-%da%86%d8%b1%d8%a7-%d8%b2%db%8c%d8%b1%d8%b3%d8%a7%d8%ae%d8%aa-%d9%85%d8%a7-%d9%85%d9%86%d8%a7%d8%b3%d8%a8-%d8%a7%db%8c%d9%86-%d9%85%d8%af%d9%84%d9%87\">\u0634\u0631\u06a9\u062a \u0645\u0627: \u0686\u0631\u0627 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0645\u0627 \u0645\u0646\u0627\u0633\u0628 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u0633\u062a\u061f<\/span><\/h2>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0628\u06cc\u0634 \u0627\u0632 \u06f8\u06f5 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u062c\u0647\u0627\u0646\u06cc:<\/strong> \u06a9\u0627\u0647\u0634 latency \u0628\u0631\u0627\u06cc \u062a\u06cc\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0646\u0647\u0627\u06cc\u06cc.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0633\u0631\u0648\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0645\u062a\u0646\u0648\u0639:<\/strong> \u0627\u0632 \u06a9\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0631\u0646\u062f\u0631 \u0648 inference \u062a\u0627 H100 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0633\u0646\u06af\u06cc\u0646.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0633\u0631\u0648\u0631 \u0627\u0628\u0631\u06cc \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627\u0644\u0627 \u0648 \u0634\u0628\u06a9\u0647 BGP\/CDN:<\/strong> \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc AI \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u067e\u0647\u0646\u0627\u06cc\u200c\u0628\u0627\u0646\u062f \u0648 \u062a\u0648\u0632\u06cc\u0639 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0633\u0631\u0648\u0631 \u0636\u062f DDoS \u0648 \u0627\u0645\u0646\u06cc\u062a \u0627\u0628\u0631\u06cc:<\/strong> \u062d\u0641\u0638 \u062f\u0633\u062a\u0631\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc API \u0648 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062d\u0645\u0644\u0627\u062a \u0644\u0627\u06cc\u0647 \u06f7.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u067e\u0644\u0646\u200c\u0647\u0627\u06cc VPS \u0645\u062e\u0635\u0648\u0635 \u062a\u0631\u06cc\u062f \u0648 \u06af\u06cc\u0645\u06cc\u0646\u06af:<\/strong> \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc latency-sensitive \u0648 real-time.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u062e\u062f\u0645\u0627\u062a \u062a\u06a9\u0645\u06cc\u0644\u06cc:<\/strong> \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc GitLab \u0628\u0631\u0627\u06cc CI\/CD \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0633\u0631\u0648\u06cc\u0633 \u0631\u0646\u062f\u0631\u06cc\u0646\u06af\u060c \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u0634\u062f\u0647 \u0648 \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-example-pipeline-flux\"><span id=\"%d9%85%d8%ab%d8%a7%d9%84%d9%87%d8%a7%db%8c-%d8%b9%d9%85%d9%84%db%8c-pipeline-%d8%a8%d8%b1%d8%a7%db%8c-%db%8c%da%a9-%d8%b3%d8%b1%d9%88%db%8c%d8%b3-%d9%88%db%8c%d8%b1%d8%a7%db%8c%d8%b4-%d8%aa\">\u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc: pipeline \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0633\u0631\u0648\u06cc\u0633 \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Flux Kontext<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u06cc\u06a9 \u067e\u06cc\u067e\u0644\u0627\u06cc\u0646 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0634\u0627\u0645\u0644 \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ol>\n<li class=\"wp-block-paragraph\">\u062f\u0631\u06cc\u0627\u0641\u062a \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0648\u06cc\u0631\u0627\u06cc\u0634 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631 (API).<\/li>\n<li class=\"wp-block-paragraph\">Preprocessing: resize\u060c normalize \u0648 \u062a\u0648\u0644\u06cc\u062f segmentation mask.<\/li>\n<li class=\"wp-block-paragraph\">\u0627\u0631\u0633\u0627\u0644 \u0628\u0647 \u0645\u062f\u0644 Flux Kontext (FP16, TensorRT) \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u067e\u06cc\u0634\u200c\u0646\u0645\u0627\u06cc\u0634 \u0633\u0631\u06cc\u0639.<\/li>\n<li class=\"wp-block-paragraph\">Post-processing: color-grading\u060c sharpening \u0648 \u062e\u0631\u0648\u062c\u06cc WebP\/JPEG.<\/li>\n<li class=\"wp-block-paragraph\">\u0630\u062e\u06cc\u0631\u0647 \u062f\u0631 CDN \u0648 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0646 \u0644\u06cc\u0646\u06a9 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631.<\/li>\n<\/ol>\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a (pseudo):<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>POST \/edit\r\n{ \"image_url\": \"...\", \"instructions\": \"remove background and enhance skin\", \"size\":\"1024\" }<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u0633\u0631\u0639\u062a \u0647\u062f\u0641: <strong>latency &lt; 200ms<\/strong> \u0628\u0631\u0627\u06cc preview \u0648 <strong>&lt; 2s<\/strong> \u0628\u0631\u0627\u06cc final high-quality render (\u0628\u0633\u062a\u0647 \u0628\u0647 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631).<\/p>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-security-cost-models\"><span id=\"%d8%a7%d9%85%d9%86%db%8c%d8%aa%d8%8c-%d9%87%d8%b2%db%8c%d9%86%d9%87-%d9%88-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d9%85%d8%af%d9%84%d9%87%d8%a7\">\u0627\u0645\u0646\u06cc\u062a\u060c \u0647\u0632\u06cc\u0646\u0647 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062f\u0644\u200c\u0647\u0627<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u0627\u0645\u0646\u06cc\u062a\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0645\u062f\u0644\u200c\u0647\u0627:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627:<\/strong> \u0647\u0645\u06cc\u0634\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062d\u0633\u0627\u0633 \u0631\u0627 \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc (at-rest \u0648 in-transit) \u0648 \u0627\u0632 S3 \u0628\u0627 SSE \u06cc\u0627 \u06a9\u0644\u06cc\u062f \u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u062f\u0633\u062a\u0631\u0633\u06cc:<\/strong> API Keys\u060c rate limiting \u0648 WAF \u0628\u0631\u0627\u06cc endpoint\u0647\u0627\u06cc inference \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0646\u0633\u062e\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644:<\/strong> \u0627\u0632 registry \u0645\u0627\u0646\u0646\u062f Harbor \u06cc\u0627 Git LFS \u0628\u0631\u0627\u06cc \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f \u062a\u0627 rollback \u0633\u0627\u062f\u0647 \u0634\u0648\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0647\u0632\u06cc\u0646\u0647:<\/strong> \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0635\u0631\u0641 VRAM \u0648 \u0628\u0631\u0642 \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u0646\u062f\u061b \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc bursty \u0627\u0632 autoscaling \u0633\u0631\u0648\u0631\u0647\u0627\u06cc GPU \u06cc\u0627 spot instances \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<div class=\"pk-alert pk-alert-warning\" role=\"alert\" >\n\u0646\u06a9\u062a\u0647 \u0627\u0645\u0646\u06cc\u062a\u06cc: \u0647\u0645\u06cc\u0634\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0631\u0627 \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u0646\u0645\u0627\u06cc\u06cc\u062f \u062a\u0627 \u0631\u06cc\u0633\u06a9 \u0627\u0646\u062a\u0634\u0627\u0631 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f.<br \/>\n<\/div>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-network-cdn-setup\"><span id=\"%d8%aa%d9%86%d8%b8%db%8c%d9%85%d8%a7%d8%aa-%d8%b4%d8%a8%da%a9%d9%87-%d9%88-cdn-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b3%d8%b1%d9%88%db%8c%d8%b3-%d9%88%db%8c%d8%b1%d8%a7%db%8c%d8%b4-%d8%aa%d8%b5%d9%88%db%8c\">\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0634\u0628\u06a9\u0647 \u0648 CDN \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631<\/span><\/h2>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CDN<\/strong> \u0628\u0631\u0627\u06cc \u062a\u062d\u0648\u06cc\u0644 \u0633\u0631\u06cc\u0639 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0646\u0647\u0627\u06cc\u06cc.<\/li>\n<li class=\"wp-block-paragraph\"><strong>BGP \u0648 Anycast<\/strong> \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u067e\u06cc\u0646\u06af \u0648 \u0628\u0647\u0628\u0648\u062f \u0627\u062a\u0635\u0627\u0644 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062c\u0647\u0627\u0646\u06cc.<\/li>\n<li class=\"wp-block-paragraph\"><strong>Load balancer \u0628\u0627 sticky sessions<\/strong> \u0628\u0631\u0627\u06cc workflow\u0647\u0627\u06cc \u0686\u0646\u062f\u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0641\u0638 \u0648\u0636\u0639\u06cc\u062a \u062f\u0627\u0631\u0646\u062f.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-choose-model\"><span id=\"%d9%86%da%a9%d8%a7%d8%aa-%d8%b9%d9%85%d9%84%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%d9%86%d8%aa%d8%ae%d8%a7%d8%a8-%d9%85%d8%af%d9%84-%d8%a8%d8%b1-%d8%a7%d8%b3%d8%a7%d8%b3-%d9%86%db%8c%d8%a7%d8%b2-%d8%b4\">\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u06cc\u0627\u0632 \u0634\u0645\u0627<\/span><\/h2>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0648\u06cc\u0631\u0627\u06cc\u0634 \u0641\u0648\u062a\u0648\u0631\u0626\u0627\u0644\u06cc\u0633\u062a\u06cc\u06a9 \u062a\u06a9\u200c\u062a\u0635\u0648\u06cc\u0631 (\u0631\u0648\u062a\u0648\u0634):<\/strong> UMO \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0633\u062a.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u062f\u0633\u062a\u0648\u0631\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0627\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc \u0628\u0627 context \u0628\u0632\u0631\u06af:<\/strong> Flux Kontext \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u06a9\u06cc\u0641\u06cc\u062a \u06a9\u0644\u06cc \u0648 \u062a\u0631\u06a9\u06cc\u0628 \u0627\u0644\u0645\u0627\u0646\u200c\u0647\u0627 \u0628\u0627 \u0645\u0646\u0627\u0628\u0639 \u06a9\u0627\u0641\u06cc:<\/strong> Qwen \u0627\u0646\u062a\u062e\u0627\u0628 \u0642\u0648\u06cc\u200c\u0627\u06cc \u0627\u0633\u062a.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0627\u062c\u0631\u0627 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0644\u0628\u0647 \u06cc\u0627 VPS \u06a9\u0645\u200c\u0647\u0632\u06cc\u0646\u0647:<\/strong> Nano Banana \u0628\u0627 quantization \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-benchmarking-methods\"><span id=\"%d8%b1%d9%88%d8%b4%d9%87%d8%a7%db%8c-%d8%a7%d8%b1%d8%b2%db%8c%d8%a7%d8%a8%db%8c-%d9%88-%d8%a8%d9%86%da%86%d9%85%d8%a7%d8%b1%da%a9-%d9%be%db%8c%d8%b4%d9%86%d9%87%d8%a7%d8%af\">\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0628\u0646\u0686\u0645\u0627\u0631\u06a9 (\u067e\u06cc\u0634\u0646\u0647\u0627\u062f)<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0628\u0646\u0686\u0645\u0627\u0631\u06a9 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0628\u0631\u06cc\u062f:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a:<\/strong> 100 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 (\u0627\u06cc\u0646\u067e\u06cc\u062a\u06cc\u0646\u06af\u060c \u062a\u063a\u06cc\u06cc\u0631 \u067e\u0633\u200c\u0632\u0645\u06cc\u0646\u0647\u060c \u0646\u0648\u0631\u067e\u0631\u062f\u0627\u0632\u06cc).<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627:<\/strong> \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 latency\u060c p95 latency\u060c throughput\u060c PSNR\u060c SSIM \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0627\u0628\u0632\u0627\u0631\u0647\u0627:<\/strong> locust \u06cc\u0627 wrk \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc\u061b torchvision \u0648 skimage \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 PSNR\/SSIM.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-final-recommendations\"><span id=\"%d8%aa%d9%88%d8%b5%db%8c%d9%87%d9%87%d8%a7%db%8c-%d9%86%d9%87%d8%a7%db%8c%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d8%b1%d8%a7%d9%87%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c-%d8%aa%d8%ac%d8%a7\">\u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u062a\u062c\u0627\u0631\u06cc<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0686\u0646\u062f \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062a\u062c\u0627\u0631\u06cc:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0633\u0631\u0648\u06cc\u0633 SaaS \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062c\u0647\u0627\u0646\u06cc:<\/strong> \u062a\u0631\u06a9\u06cc\u0628 CDN\u060c \u0633\u0631\u0648\u0631 GPU \u062f\u0631 \u0686\u0646\u062f \u0644\u0648\u06a9\u06cc\u0634\u0646 \u06a9\u0644\u06cc\u062f\u06cc \u0648 autoscaling \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0635\u0641 \u062f\u0631\u062e\u0648\u0627\u0633\u062a.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0627\u0633\u062a\u0648\u062f\u06cc\u0648 \u0648 \u0631\u0646\u062f\u0631\u06cc\u0646\u06af:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc GPU \u0628\u0627 NVLink \u0648 storage \u067e\u0631\u0633\u0631\u0639\u062a \u0628\u0631\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646 \u06a9\u0627\u0631\u06cc.<\/li>\n<li class=\"wp-block-paragraph\"><strong>MVP \u06cc\u0627 Proof-of-Concept:<\/strong> \u0627\u0632 Nano Banana \u06cc\u0627 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc quantized Qwen \u062f\u0631 VPS \u0628\u0627 8\u201316GB VRAM \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u062f\u0644 \u0645\u0646\u0627\u0633\u0628 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u062a\u0633\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f\u060c \u062a\u06cc\u0645 \u0641\u0646\u06cc \u0645\u0627 \u0642\u0627\u062f\u0631 \u0627\u0633\u062a \u067e\u0644\u0646\u200c\u0647\u0627 \u0648 \u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/p>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-faq\"><span id=\"%d8%b3%d8%a4%d8%a7%d9%84%d8%a7%d8%aa-%d9%85%d8%aa%d8%af%d8%a7%d9%88%d9%84\">\u0633\u0624\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644<\/span><\/h2>\n<div id=\"collapsibles-6a03b5e3f3edf\" class=\"pk-collapsibles\" role=\"tablist\" aria-multiselectable=\"true\">\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03b5e3f3e45\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03b5e3f3e45\" data-parent=\"#pk-collapsibles-6a03b5e3f3edf\" aria-controls=\"collapse-6a03b5e3f3e45\">\n\t\t\t\t\t\t\u06f1. \u06a9\u062f\u0627\u0645 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0631\u0648\u062a\u0648\u0634 \u062a\u06a9\u200c\u062a\u0635\u0648\u06cc\u0631 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03b5e3f3e45\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03b5e3f3e45\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\nUMO \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u067e\u06cc\u062a\u06cc\u0646\u06af \u0648 \u0631\u0648\u062a\u0648\u0634 \u0641\u0648\u062a\u0648\u0631\u0626\u0627\u0644\u06cc\u0633\u062a\u06cc\u06a9 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062f\u0642\u062a \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03b5e3f3e73\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03b5e3f3e73\" data-parent=\"#pk-collapsibles-6a03b5e3f3edf\" aria-controls=\"collapse-6a03b5e3f3e73\">\n\t\t\t\t\t\t\u06f2. \u0622\u06cc\u0627 Qwen \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 SaaS \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03b5e3f3e73\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03b5e3f3e73\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0628\u0644\u0647\u061b Qwen \u0628\u0631\u0627\u06cc \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc SaaS \u062a\u0635\u0648\u06cc\u0631 \u0645\u062d\u0648\u0631 \u0648 \u0627\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03b5e3f3e9a\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03b5e3f3e9a\" data-parent=\"#pk-collapsibles-6a03b5e3f3edf\" aria-controls=\"collapse-6a03b5e3f3e9a\">\n\t\t\t\t\t\t\u06f3. \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0645 latency \u0631\u0627 \u0628\u0631\u0627\u06cc Flux Kontext \u06a9\u0627\u0647\u0634 \u062f\u0647\u0645\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03b5e3f3e9a\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03b5e3f3e9a\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0627\u0632 FP16\u060c \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 TensorRT \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU\u0647\u0627\u06cc \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc FP16 \u0648 low-latency \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03b5e3f3ec0\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03b5e3f3ec0\" data-parent=\"#pk-collapsibles-6a03b5e3f3edf\" aria-controls=\"collapse-6a03b5e3f3ec0\">\n\t\t\t\t\t\t\u06f4. \u0622\u06cc\u0627 Nano Banana \u0631\u0648\u06cc VPS \u0628\u0627 8GB VRAM \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627\u0633\u062a\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03b5e3f3ec0\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03b5e3f3ec0\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0628\u0644\u0647\u061b \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc quantized Nano Banana \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0631\u0648\u06cc VPS \u0628\u0627 4\u20138GB VRAM \u0647\u0633\u062a\u0646\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<\/div>\n\t\t\n<p><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"\u06a9\u062f\u0627\u0645 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0631\u0648\u062a\u0648\u0634 \u062a\u06a9\u200c\u062a\u0635\u0648\u06cc\u0631 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"UMO \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u067e\u06cc\u062a\u06cc\u0646\u06af \u0648 \u0631\u0648\u062a\u0648\u0634 \u0641\u0648\u062a\u0648\u0631\u0626\u0627\u0644\u06cc\u0633\u062a\u06cc\u06a9 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062f\u0642\u062a \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.\"}},{\"@type\":\"Question\",\"name\":\"\u0622\u06cc\u0627 Qwen \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633 SaaS \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0628\u0644\u0647\u061b Qwen \u0628\u0631\u0627\u06cc \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc SaaS \u062a\u0635\u0648\u06cc\u0631 \u0645\u062d\u0648\u0631 \u0648 \u0627\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.\"}},{\"@type\":\"Question\",\"name\":\"\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0645 latency \u0631\u0627 \u0628\u0631\u0627\u06cc Flux Kontext \u06a9\u0627\u0647\u0634 \u062f\u0647\u0645\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0627\u0632 FP16\u060c \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 TensorRT \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU\u0647\u0627\u06cc \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc FP16 \u0648 low-latency \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.\"}},{\"@type\":\"Question\",\"name\":\"\u0622\u06cc\u0627 Nano Banana \u0631\u0648\u06cc VPS \u0628\u0627 8GB VRAM \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627\u0633\u062a\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0628\u0644\u0647\u061b \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc quantized Nano Banana \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0631\u0648\u06cc VPS \u0628\u0627 4\u20138GB VRAM \u0647\u0633\u062a\u0646\u062f.\"}}]}<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"This article provides an in-depth and practical review of AI models such as Qwen, UMO, Flux Kontext, and Nano Banana. These models offer specific features and capabilities based on different needs and infrastructures for image editing. With this article, you will achieve a better and more optimal choice of the right model for your projects.","protected":false},"author":8,"featured_media":17480,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u06a9\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.","_yoast_wpseo_canonical":"","_yoast_wpseo_opengraph-description":"\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u06a9\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.","_yoast_wpseo_opengraph-image":"","_yoast_wpseo_twitter-description":"\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u06a9\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.","_yoast_wpseo_twitter-image":"","_yoast_wpseo_focuskeywords":"[]","_yoast_wpseo_primary_category":"543","footnotes":""},"categories":[204,543],"tags":[471,545,240,550],"class_list":{"0":"post-17478","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-servers","8":"category-artificial-intelligence","9":"tag-ai","10":"tag-artificial-intelligence","11":"tag-cloudflare","12":"tag--chatgpt--grok"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 Qwen\u060c UMO\u060c Flux Kontext\u060c Nano Banana - \u0628\u0644\u0627\u06af ITPiran<\/title>\n<meta name=\"description\" content=\"\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u06a9\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.itpiran.net\/blog\/en\/artificial-intelligence\/best-image-editing-ai-comparison\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 Qwen\u060c UMO\u060c Flux Kontext\u060c Nano Banana - \u0628\u0644\u0627\u06af ITPiran\" \/>\n<meta property=\"og:description\" content=\"\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u06a9\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.itpiran.net\/blog\/en\/artificial-intelligence\/best-image-editing-ai-comparison\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0628\u0644\u0627\u06af ITPiran\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-16T11:43:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-16T11:55:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.itpiran.net\/2025\/12\/16151246\/best-image-editing-ai-comparison-17478.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1654\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Elahe\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:description\" content=\"\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u06a9\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Elahe\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/\"},\"author\":{\"name\":\"Elahe\",\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/#\\\/schema\\\/person\\\/f302f8428a00aaa2cabd5752d9c8fa65\"},\"headline\":\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 Qwen\u060c UMO\u060c Flux Kontext\u060c Nano Banana\",\"datePublished\":\"2025-12-16T11:43:20+00:00\",\"dateModified\":\"2025-12-16T11:55:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/\"},\"wordCount\":358,\"publisher\":{\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/cdn.itpiran.net\\\/2025\\\/12\\\/16151246\\\/best-image-editing-ai-comparison-17478.webp\",\"keywords\":[\"Ai\",\"artificial intelligence\",\"cloudflare\",\"\u0645\u0642\u0627\u06cc\u0633\u0647 ChatGPT \u0648 Grok\"],\"articleSection\":[\"\u0633\u0631\u0648\u0631\",\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/\",\"url\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/\",\"name\":\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 Qwen\u060c UMO\u060c Flux Kontext\u060c Nano Banana - \u0628\u0644\u0627\u06af ITPiran\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/cdn.itpiran.net\\\/2025\\\/12\\\/16151246\\\/best-image-editing-ai-comparison-17478.webp\",\"datePublished\":\"2025-12-16T11:43:20+00:00\",\"dateModified\":\"2025-12-16T11:55:13+00:00\",\"description\":\"\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u06a9\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/#primaryimage\",\"url\":\"https:\\\/\\\/cdn.itpiran.net\\\/2025\\\/12\\\/16151246\\\/best-image-editing-ai-comparison-17478.webp\",\"contentUrl\":\"https:\\\/\\\/cdn.itpiran.net\\\/2025\\\/12\\\/16151246\\\/best-image-editing-ai-comparison-17478.webp\",\"width\":1654,\"height\":1024,\"caption\":\"\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u06cc\u0642 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/artificial-intelligence\\\/best-image-editing-ai-comparison\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\",\"item\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/category\\\/artificial-intelligence\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 Qwen\u060c UMO\u060c Flux Kontext\u060c Nano Banana\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/\",\"name\":\"\u0628\u0644\u0627\u06af ITPiran\",\"description\":\"\u0627\u062e\u0628\u0627\u0631 \u0648 \u0645\u0642\u0627\u0644\u0627\u062a \u062a\u062c\u0627\u0631\u062a \u067e\u0627\u06cc\u062f\u0627\u0631 \u0627\u06cc\u0631\u0627\u0646\u06cc\u0627\u0646\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/#organization\",\"name\":\"\u0628\u0644\u0627\u06af \u062a\u062c\u0627\u0631\u062a \u067e\u0627\u06cc\u062f\u0627\u0631 \u0627\u06cc\u0631\u0627\u0646\u06cc\u0627\u0646\",\"alternateName\":\"ITPIran Blog\",\"url\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/cdn.itpiran.net\\\/2023\\\/12\\\/27150508\\\/cropped-ITPIRAN-BLOG-LOGO-2.png\",\"contentUrl\":\"https:\\\/\\\/cdn.itpiran.net\\\/2023\\\/12\\\/27150508\\\/cropped-ITPIRAN-BLOG-LOGO-2.png\",\"width\":512,\"height\":512,\"caption\":\"\u0628\u0644\u0627\u06af \u062a\u062c\u0627\u0631\u062a \u067e\u0627\u06cc\u062f\u0627\u0631 \u0627\u06cc\u0631\u0627\u0646\u06cc\u0627\u0646\"},\"image\":{\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/#\\\/schema\\\/person\\\/f302f8428a00aaa2cabd5752d9c8fa65\",\"name\":\"Elahe\",\"url\":\"https:\\\/\\\/www.itpiran.net\\\/blog\\\/en\\\/author\\\/elahe\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Comparison of the best AI image editing models Qwen, UMO, Flux Kontext, Nano Banana - ITPiran Blog","description":"This article compares the AI models Qwen, UMO, Flux Kontext, and Nano Banana for image editing and provides detailed tips for choosing the best model for your projects.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.itpiran.net\/blog\/en\/artificial-intelligence\/best-image-editing-ai-comparison\/","og_locale":"en_US","og_type":"article","og_title":"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 Qwen\u060c UMO\u060c Flux Kontext\u060c Nano Banana - \u0628\u0644\u0627\u06af ITPiran","og_description":"\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u06a9\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.","og_url":"https:\/\/www.itpiran.net\/blog\/en\/artificial-intelligence\/best-image-editing-ai-comparison\/","og_site_name":"\u0628\u0644\u0627\u06af ITPiran","article_published_time":"2025-12-16T11:43:20+00:00","article_modified_time":"2025-12-16T11:55:13+00:00","og_image":[{"width":1654,"height":1024,"url":"https:\/\/cdn.itpiran.net\/2025\/12\/16151246\/best-image-editing-ai-comparison-17478.webp","type":"image\/webp"}],"author":"Elahe","twitter_card":"summary_large_image","twitter_description":"\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u06a9\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.","twitter_misc":{"Written by":"Elahe","Est. reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/#article","isPartOf":{"@id":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/"},"author":{"name":"Elahe","@id":"https:\/\/www.itpiran.net\/blog\/#\/schema\/person\/f302f8428a00aaa2cabd5752d9c8fa65"},"headline":"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 Qwen\u060c UMO\u060c Flux Kontext\u060c Nano Banana","datePublished":"2025-12-16T11:43:20+00:00","dateModified":"2025-12-16T11:55:13+00:00","mainEntityOfPage":{"@id":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/"},"wordCount":358,"publisher":{"@id":"https:\/\/www.itpiran.net\/blog\/#organization"},"image":{"@id":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/#primaryimage"},"thumbnailUrl":"https:\/\/cdn.itpiran.net\/2025\/12\/16151246\/best-image-editing-ai-comparison-17478.webp","keywords":["Ai","artificial intelligence","cloudflare","\u0645\u0642\u0627\u06cc\u0633\u0647 ChatGPT \u0648 Grok"],"articleSection":["\u0633\u0631\u0648\u0631","\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/","url":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/","name":"Comparison of the best AI image editing models Qwen, UMO, Flux Kontext, Nano Banana - ITPiran Blog","isPartOf":{"@id":"https:\/\/www.itpiran.net\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/#primaryimage"},"image":{"@id":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/#primaryimage"},"thumbnailUrl":"https:\/\/cdn.itpiran.net\/2025\/12\/16151246\/best-image-editing-ai-comparison-17478.webp","datePublished":"2025-12-16T11:43:20+00:00","dateModified":"2025-12-16T11:55:13+00:00","description":"This article compares the AI models Qwen, UMO, Flux Kontext, and Nano Banana for image editing and provides detailed tips for choosing the best model for your projects.","breadcrumb":{"@id":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/#primaryimage","url":"https:\/\/cdn.itpiran.net\/2025\/12\/16151246\/best-image-editing-ai-comparison-17478.webp","contentUrl":"https:\/\/cdn.itpiran.net\/2025\/12\/16151246\/best-image-editing-ai-comparison-17478.webp","width":1654,"height":1024,"caption":"\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u06cc\u0642 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 Qwen\u060c UMO\u060c Flux Kontext \u0648 Nano Banana \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a."},{"@type":"BreadcrumbList","@id":"https:\/\/www.itpiran.net\/blog\/artificial-intelligence\/best-image-editing-ai-comparison\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.itpiran.net\/blog\/"},{"@type":"ListItem","position":2,"name":"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc","item":"https:\/\/www.itpiran.net\/blog\/category\/artificial-intelligence\/"},{"@type":"ListItem","position":3,"name":"\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648\u06cc\u0631\u0627\u06cc\u0634 \u062a\u0635\u0648\u06cc\u0631 Qwen\u060c UMO\u060c Flux Kontext\u060c Nano Banana"}]},{"@type":"WebSite","@id":"https:\/\/www.itpiran.net\/blog\/#website","url":"https:\/\/www.itpiran.net\/blog\/","name":"ITPiran Blog","description":"Iranian Sustainable Trade News and Articles","publisher":{"@id":"https:\/\/www.itpiran.net\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.itpiran.net\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.itpiran.net\/blog\/#organization","name":"Sustainable Iranian Business Blog","alternateName":"ITPIran Blog","url":"https:\/\/www.itpiran.net\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.itpiran.net\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/cdn.itpiran.net\/2023\/12\/27150508\/cropped-ITPIRAN-BLOG-LOGO-2.png","contentUrl":"https:\/\/cdn.itpiran.net\/2023\/12\/27150508\/cropped-ITPIRAN-BLOG-LOGO-2.png","width":512,"height":512,"caption":"\u0628\u0644\u0627\u06af \u062a\u062c\u0627\u0631\u062a \u067e\u0627\u06cc\u062f\u0627\u0631 \u0627\u06cc\u0631\u0627\u0646\u06cc\u0627\u0646"},"image":{"@id":"https:\/\/www.itpiran.net\/blog\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.itpiran.net\/blog\/#\/schema\/person\/f302f8428a00aaa2cabd5752d9c8fa65","name":"Elahe","url":"https:\/\/www.itpiran.net\/blog\/en\/author\/elahe\/"}]}},"_links":{"self":[{"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/posts\/17478","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/comments?post=17478"}],"version-history":[{"count":4,"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/posts\/17478\/revisions"}],"predecessor-version":[{"id":17487,"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/posts\/17478\/revisions\/17487"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/media\/17480"}],"wp:attachment":[{"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/media?parent=17478"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/categories?post=17478"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.itpiran.net\/blog\/en\/wp-json\/wp\/v2\/tags?post=17478"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}