\u0623\u0635\u0628\u062d \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0645\u062b\u0644 Stable Diffusion XL \u0645\u0646 \u0623\u0647\u0645 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0641\u064a 2026\u060c \u062e\u0635\u0648\u0635\u064b\u0627 \u0645\u0639 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f \u0639\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0635\u0645\u064a\u0645\u060c \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0627\u0644\u0623\u0644\u0639\u0627\u0628\u060c \u0627\u0644\u0645\u062a\u0627\u062c\u0631 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629\u060c \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0648\u062d\u062a\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629.<\/p>\n\n
\u0645\u062d\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0644<\/p>
\u0644\u0643\u0646 \u0645\u0639 \u0642\u0648\u0629 \u0646\u0645\u0648\u0630\u062c SDXL \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a\u0647 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u060c \u0623\u0635\u0628\u062d \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0634\u062e\u0635\u064a \u0645\u062d\u062f\u0648\u062f \u0627\u0644\u0623\u062f\u0627\u0621 \u0623\u0645\u0631\u064b\u0627 \u063a\u064a\u0631 \u0639\u0645\u0644\u064a \u0644\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646. \u0648\u0647\u0646\u0627 \u062a\u0623\u062a\u064a \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 GPU Server \u0627\u062d\u062a\u0631\u0627\u0641\u064a \u064a\u0648\u0641\u0631 \u0623\u062f\u0627\u0621\u064b \u0639\u0627\u0644\u064a\u064b\u0627 \u0648\u0627\u0633\u062a\u0642\u0631\u0627\u0631\u064b\u0627 \u0645\u0645\u062a\u0627\u0632\u064b\u0627 \u0644\u062a\u0634\u063a\u064a\u0644 Stable Diffusion XL \u0628\u0633\u0631\u0639\u0629 \u0648\u0643\u0641\u0627\u0621\u0629.<\/p>\n\n\n\n
\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0639\u0645\u0644\u064a \u0645\u0646 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a<\/a> \u0633\u0646\u0634\u0631\u062d \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644 \u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644 Stable Diffusion XL \u0639\u0644\u0649 \u0633\u064a\u0631\u0641\u0631 GPU \u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0641\u064a 2026\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a\u060c \u0623\u0641\u0636\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u062a\u0646\u0635\u064a\u0628 CUDA\u060c \u062a\u062b\u0628\u064a\u062a WebUI\u060c \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0643\u0631\u0648\u062a NVIDIA \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/p>\n\n\n\n \u064a\u064f\u0639\u062a\u0628\u0631 Stable Diffusion XL \u0623\u0648 SDXL \u0623\u062d\u062f \u0623\u0642\u0648\u0649 \u0646\u0645\u0627\u0630\u062c \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0648\u0642\u062f \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0644\u062a\u0642\u062f\u064a\u0645 \u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0628\u062f\u0642\u0629 \u0648\u062a\u0641\u0627\u0635\u064a\u0644 \u0648\u0627\u0642\u0639\u064a\u0629 \u062a\u0641\u0648\u0642 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n\n\n\n \u064a\u0645\u062a\u0627\u0632 SDXL \u0628\u0639\u062f\u0629 \u0646\u0642\u0627\u0637 \u0642\u0648\u064a\u0629:<\/p>\n\n\n\n \u0648\u0644\u0647\u0630\u0627 \u0623\u0635\u0628\u062d SDXL \u062e\u064a\u0627\u0631\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0648\u0635\u0646\u0627\u0639 \u0627\u0644\u0645\u062d\u062a\u0648\u0649.<\/p>\n\n\n\n \u062a\u0634\u063a\u064a\u0644 Stable Diffusion XL \u064a\u062a\u0637\u0644\u0628 \u0645\u0648\u0627\u0631\u062f \u0645\u0631\u062a\u0641\u0639\u0629 \u062c\u062f\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u062f\u064a\u0645\u0629\u060c \u062e\u0635\u0648\u0635\u064b\u0627 \u0645\u0646 \u0646\u0627\u062d\u064a\u0629 VRAM \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u0631\u062a \u0627\u0644\u0634\u0627\u0634\u0629.<\/p>\n\n\n\n \u0643\u0644\u0645\u0627 \u0627\u0631\u062a\u0641\u0639\u062a \u062f\u0642\u0629 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LoRA \u0623\u0648 ControlNet \u0623\u0648 Upscaling \u0632\u0627\u062f\u062a \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 GPU \u0642\u0648\u064a.<\/p>\n\n\n\n \u0623\u0647\u0645 \u0627\u0644\u0623\u0633\u0628\u0627\u0628 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644 GPU Server \u0623\u0641\u0636\u0644 \u0645\u0646 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0634\u062e\u0635\u064a:<\/p>\n\n\n\n \u0627\u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0643\u0631\u0648\u062a NVIDIA \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0645\u062b\u0644 L4 \u0623\u0648 A100 \u0623\u0648 RTX 4090 \u062a\u0633\u062a\u0637\u064a\u0639 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u062e\u0644\u0627\u0644 \u062b\u0648\u0627\u0646\u064d \u0642\u0644\u064a\u0644\u0629 \u0641\u0642\u0637.<\/p>\n\n\n\n \u0627\u0644\u0633\u064a\u0631\u0641\u0631\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u062a\u0639\u0645\u0644 24\/7 \u0645\u0639 \u062a\u0628\u0631\u064a\u062f \u0648\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0643\u0647\u0631\u0628\u0627\u0626\u064a \u0645\u0645\u062a\u0627\u0632.<\/p>\n\n\n\n \u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644:<\/p>\n\n\n\n \u0636\u0645\u0646 \u0628\u064a\u0626\u0629 \u0648\u0627\u062d\u062f\u0629.<\/p>\n\n\n\n \u064a\u0645\u0643\u0646 \u0632\u064a\u0627\u062f\u0629:<\/p>\n\n\n\n \u0628\u0633\u0647\u0648\u0644\u0629 \u062d\u0633\u0628 \u0646\u0645\u0648 \u0627\u0644\u0645\u0634\u0631\u0648\u0639.<\/p>\n\n\n\n \u0644\u062a\u0634\u063a\u064a\u0644 SDXL \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649:<\/p>\n\n\n\n \u064a\u064f\u0639\u062a\u0628\u0631 NVIDIA L4 \u0645\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 Stable Diffusion XL \u0628\u0633\u0628\u0628:<\/p>\n\n\n\n NVIDIA GeForce RTX 4090 \u064a\u0642\u062f\u0645 \u0623\u062f\u0627\u0621 \u0647\u0627\u0626\u0644 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0628\u0633\u0631\u0639\u0629 \u0639\u0627\u0644\u064a\u0629 \u062c\u062f\u064b\u0627\u060c \u0644\u0643\u0646\u0647 \u064a\u0633\u062a\u0647\u0644\u0643 \u0643\u0647\u0631\u0628\u0627\u0621 \u0623\u0639\u0644\u0649 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640 L4.<\/p>\n\n\n\n NVIDIA A100 \u0645\u0646\u0627\u0633\u0628 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u062a\u0634\u063a\u064a\u0644 \u0645\u0634\u0627\u0631\u064a\u0639 AI Enterprise.<\/p>\n\n\n\n \u064a\u064f\u0639\u062a\u0628\u0631 Ubuntu \u0623\u0641\u0636\u0644 \u0646\u0638\u0627\u0645 \u0644\u062a\u0634\u063a\u064a\u0644 Stable Diffusion XL \u0628\u0633\u0628\u0628:<\/p>\n\n\n\n \u0642\u0628\u0644 \u0627\u0644\u0628\u062f\u0621 \u064a\u062c\u0628 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0627\u0644\u0643\u0627\u0645\u0644:<\/p>\n\n\n\n \u062b\u0645 \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629:<\/p>\n\n\n\n \u0623\u0648\u0644 \u062e\u0637\u0648\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0647\u064a \u062a\u062b\u0628\u064a\u062a \u062a\u0639\u0631\u064a\u0641\u0627\u062a GPU \u0627\u0644\u0635\u062d\u064a\u062d\u0629.<\/p>\n\n\n\n \u0644\u0641\u062d\u0635 \u0627\u0644\u0643\u0631\u062a:<\/p>\n\n\n\n \u062b\u0645 \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062a\u0639\u0631\u064a\u0641\u0627\u062a:<\/p>\n\n\n\n \u0628\u0639\u062f\u0647\u0627 \u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0633\u064a\u0631\u0641\u0631:<\/p>\n\n\n\n \u0648\u0644\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0646\u062c\u0627\u062d \u0627\u0644\u062a\u062b\u0628\u064a\u062a:<\/p>\n\n\n\n CUDA \u0647\u064a \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u062a\u0633\u0631\u064a\u0639 NVIDIA.<\/p>\n\n\n\n \u0628\u0639\u062f \u062a\u062b\u0628\u064a\u062a CUDA \u062c\u0631\u0651\u0628 \u0627\u0644\u0623\u0645\u0631:<\/p>\n\n\n\n \u063a\u0627\u0644\u0628\u064b\u0627 \u064a\u064f\u0641\u0636\u0644 CUDA 12 \u0641\u064a 2026 \u0628\u0633\u0628\u0628 \u062a\u0648\u0627\u0641\u0642\u0647 \u0627\u0644\u0645\u0645\u062a\u0627\u0632 \u0645\u0639 PyTorch \u0627\u0644\u062d\u062f\u064a\u062b.<\/p>\n\n\n\n \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062a\u0641\u0639\u064a\u0644 GPU:<\/p>\n\n\n\n \u0625\u0630\u0627 \u0638\u0647\u0631\u062a \u0627\u0644\u0642\u064a\u0645\u0629 True \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 GPU \u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d.<\/p>\n\n\n\n \u0623\u0634\u0647\u0631 \u0648\u0627\u062c\u0647\u0629 \u062a\u0634\u063a\u064a\u0644 \u062d\u0627\u0644\u064a\u0627\u064b \u0647\u064a Automatic1111.<\/p>\n\n\n\n \u0642\u0645 \u0628\u062a\u062d\u0645\u064a\u0644\u0647\u0627:<\/p>\n\n\n\n \u062b\u0645 \u0627\u0644\u062f\u062e\u0648\u0644 \u0644\u0644\u0645\u062c\u0644\u062f:<\/p>\n\n\n\n \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0648\u0627\u062c\u0647\u0629:<\/p>\n\n\n\n \u0628\u0639\u062f \u0627\u0643\u062a\u0645\u0627\u0644 \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0633\u062a\u0638\u0647\u0631 \u0648\u0627\u062c\u0647\u0629 SDXL \u0639\u0628\u0631 \u0627\u0644\u0645\u062a\u0635\u0641\u062d.<\/p>\n\n\n\n \u0642\u0645 \u0628\u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c SDXL \u0627\u0644\u0631\u0633\u0645\u064a \u0648\u0636\u0639\u0647 \u062f\u0627\u062e\u0644:<\/p>\n\n\n\n \u064a\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 NVMe \u0633\u0631\u064a\u0639 \u0644\u0623\u0646 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0643\u0628\u064a\u0631 \u0646\u0633\u0628\u064a\u064b\u0627.<\/p>\n\n\n\n \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0639\u062a\u0645\u062f Docker \u0644\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0648\u0627\u0644\u0639\u0632\u0644.<\/p>\n\n\n\n Docker \u064a\u0633\u0645\u062d \u0644\u0643 \u0628\u062a\u0634\u063a\u064a\u0644 \u0639\u062f\u0629 \u0628\u064a\u0626\u0627\u062a AI \u0628\u0633\u0647\u0648\u0644\u0629.<\/p>\n\n\n\n \u0645\u062b\u0627\u0644 \u062a\u0634\u063a\u064a\u0644:<\/p>\n\n\n\n \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0645\u0632\u0648\u062f\u064a \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0639\u062a\u0645\u062f\u0648\u0646 \u0639\u0644\u0649 Proxmox VE \u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u062a\u0634\u063a\u064a\u0644 \u0639\u062f\u0629 \u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0633\u064a\u0631\u0641\u0631.<\/p>\n\n\n\n \u064a\u0645\u0643\u0646 \u062a\u0645\u0631\u064a\u0631 GPU \u0645\u0628\u0627\u0634\u0631\u0629 \u0625\u0644\u0649 VM \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 PCI Passthrough \u0644\u062a\u0634\u063a\u064a\u0644:<\/p>\n\n\n\n \u0636\u0645\u0646 VPS \u0623\u0648 VDS \u0645\u0646\u0641\u0635\u0644.<\/p>\n\n\n\n \u064a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 VRAM \u0648\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u0648\u0644\u064a\u062f.<\/p>\n\n\n\n TensorRT \u064a\u0631\u0641\u0639 \u0633\u0631\u0639\u0629 \u0627\u0644\u0640 Inference \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0643\u0631\u0648\u062a NVIDIA \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/p>\n\n\n\n \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062f\u0642\u0629 \u0646\u0635\u0641\u064a\u0629 \u064a\u0642\u0644\u0644 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0628\u0634\u0643\u0644 \u0645\u0645\u062a\u0627\u0632.<\/p>\n\n\n\n \u0633\u0631\u0639\u0629 \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648 LoRA \u062a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u062e\u0632\u064a\u0646.<\/p>\n\n\n\n \u062a\u0635\u0645\u064a\u0645 \u0635\u0648\u0631 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0644\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0633\u0648\u0634\u064a\u0627\u0644 \u0645\u064a\u062f\u064a\u0627.<\/p>\n\n\n\n \u0644\u0644\u0645\u062a\u0627\u062c\u0631 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u062a\u0627\u062c\u0631 \u0627\u0644\u0639\u0631\u0627\u0642\u064a\u0629 \u0648\u0627\u0644\u0639\u0631\u0628\u064a\u0629.<\/p>\n\n\n\n \u062e\u0627\u0635\u0629 \u0644\u0645\u0637\u0648\u0631\u064a \u0627\u0644\u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u064a\u0646.<\/p>\n\n\n\n \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 SDXL \u0644\u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631 SEO \u0644\u0644\u0645\u0642\u0627\u0644\u0627\u062a.<\/p>\n\n\n\n \u062a\u0634\u063a\u064a\u0644 \u0645\u0646\u0635\u0627\u062a \u0645\u062f\u0641\u0648\u0639\u0629 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0639\u0628\u0631 API.<\/p>\n\n\n\n \u064a\u0645\u0643\u0646 \u062a\u062d\u0648\u064a\u0644 SDXL \u0625\u0644\u0649 \u0645\u0634\u0631\u0648\u0639 \u062a\u062c\u0627\u0631\u064a \u0645\u062a\u0643\u0627\u0645\u0644 \u0639\u0628\u0631:<\/p>\n\n\n\n \u0648\u0647\u0630\u0627 \u0645\u0627 \u0628\u062f\u0623\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/p>\n\n\n\n\u0645\u0627 \u0647\u0648 Stable Diffusion XL\u061f<\/h2>\n\n\n\n
\n
\u0644\u0645\u0627\u0630\u0627 \u062a\u062d\u062a\u0627\u062c GPU Server \u0644\u062a\u0634\u063a\u064a\u0644 SDXL\u061f<\/h2>\n\n\n\n
1. \u0633\u0631\u0639\u0629 \u062a\u0648\u0644\u064a\u062f \u0623\u0639\u0644\u0649<\/h3>\n\n\n\n
2. \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u062a\u0634\u063a\u064a\u0644<\/h3>\n\n\n\n
3. \u062f\u0639\u0645 \u0645\u0634\u0627\u0631\u064a\u0639 AI \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/h3>\n\n\n\n
\n
4. \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/h3>\n\n\n\n
\n
\u0623\u0642\u0644 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u062a\u0634\u063a\u064a\u0644 Stable Diffusion XL \u0641\u064a 2026<\/h2>\n\n\n\n
\u0627\u0644\u0645\u0643\u0648\u0646<\/th> \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649<\/th> \u0627\u0644\u0645\u0648\u0635\u0649 \u0628\u0647<\/th><\/tr><\/thead> GPU<\/td> NVIDIA RTX 3060 12GB<\/td> NVIDIA L4 \/ RTX 4090<\/td><\/tr> VRAM<\/td> 12GB<\/td> 24GB+<\/td><\/tr> RAM<\/td> 16GB<\/td> 64GB<\/td><\/tr> CPU<\/td> 6 Cores<\/td> AMD EPYC<\/td><\/tr> Storage<\/td> SSD<\/td> NVMe Gen4\/Gen5<\/td><\/tr> OS<\/td> Ubuntu 22.04<\/td> Ubuntu 24.04<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n \u0623\u0641\u0636\u0644 \u0643\u0631\u0648\u062a GPU \u0644\u062a\u0634\u063a\u064a\u0644 SDXL<\/h2>\n\n\n\n
NVIDIA L4<\/h3>\n\n\n\n
\n
RTX 4090<\/h3>\n\n\n\n
NVIDIA A100<\/h3>\n\n\n\n
\u0644\u0645\u0627\u0630\u0627 \u064a\u0641\u0636\u0644 \u0627\u0644\u0643\u062b\u064a\u0631\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Ubuntu \u0645\u0639 SDXL\u061f<\/h2>\n\n\n\n
\n
\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0642\u0628\u0644 \u062a\u062b\u0628\u064a\u062a Stable Diffusion XL<\/h2>\n\n\n\n
apt update && apt upgrade -y<\/code><\/pre>\n\n\n\napt install git wget curl python3 python3-pip python3-venv -y<\/code><\/pre>\n\n\n\n\u062a\u062b\u0628\u064a\u062a \u062a\u0639\u0631\u064a\u0641\u0627\u062a NVIDIA<\/h2>\n\n\n\n
lspci | grep -i nvidia<\/code><\/pre>\n\n\n\nubuntu-drivers autoinstall<\/code><\/pre>\n\n\n\nreboot<\/code><\/pre>\n\n\n\nnvidia-smi<\/code><\/pre>\n\n\n\n\u062a\u062b\u0628\u064a\u062a CUDA Toolkit<\/h2>\n\n\n\n
nvcc --version<\/code><\/pre>\n\n\n\n\u062a\u062b\u0628\u064a\u062a PyTorch \u0645\u0639 \u062f\u0639\u0645 CUDA<\/h2>\n\n\n\n
pip install torch torchvision torchaudio<\/code><\/pre>\n\n\n\nimport torch
print(torch.cuda.is_available())<\/code><\/pre>\n\n\n\n\u062a\u0646\u0635\u064a\u0628 Stable Diffusion WebUI<\/h2>\n\n\n\n
git clone https:\/\/github.com\/AUTOMATIC1111\/stable-diffusion-webui.git<\/code><\/pre>\n\n\n\ncd stable-diffusion-webui<\/code><\/pre>\n\n\n\n.\/webui.sh<\/code><\/pre>\n\n\n\n\u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Stable Diffusion XL<\/h2>\n\n\n\n
models\/Stable-diffusion\/<\/code><\/pre>\n\n\n\n\u062a\u0634\u063a\u064a\u0644 SDXL \u0639\u0628\u0631 Docker<\/h2>\n\n\n\n
docker run --gpus all -it ubuntu<\/code><\/pre>\n\n\n\n\u062a\u0634\u063a\u064a\u0644 SDXL \u0639\u0628\u0631 Proxmox GPU Passthrough<\/h2>\n\n\n\n
\n
\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 Stable Diffusion XL<\/h2>\n\n\n\n
\u0627\u0633\u062a\u062e\u062f\u0627\u0645 xFormers<\/h3>\n\n\n\n
pip install xformers<\/code><\/pre>\n\n\n\n\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorRT<\/h3>\n\n\n\n
\u0627\u0633\u062a\u062e\u062f\u0627\u0645 FP16<\/h3>\n\n\n\n
\u0627\u0633\u062a\u062e\u062f\u0627\u0645 NVMe \u0633\u0631\u064a\u0639<\/h3>\n\n\n\n
\u0623\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a SDXL \u0641\u064a 2026<\/h2>\n\n\n\n
\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u062a\u0633\u0648\u064a\u0642\u064a\u0629<\/h3>\n\n\n\n
\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a<\/h3>\n\n\n\n
\u062a\u0635\u0645\u064a\u0645 \u0634\u062e\u0635\u064a\u0627\u062a \u0627\u0644\u0623\u0644\u0639\u0627\u0628<\/h3>\n\n\n\n
\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0644\u0644\u0645\u062f\u0648\u0646\u0627\u062a<\/h3>\n\n\n\n
AI SaaS Platforms<\/h3>\n\n\n\n
\u062a\u0634\u063a\u064a\u0644 Stable Diffusion XL \u0643\u062e\u062f\u0645\u0629 SaaS<\/h2>\n\n\n\n
\n
\u0644\u0645\u0627\u0630\u0627 \u062a\u0639\u062a\u0628\u0631 \u0645\u0631\u0627\u0645 \u0647\u0648\u0633\u062a \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 AI\u061f<\/h2>\n\n\n\n