{"id":3810,"date":"2024-10-25T12:21:55","date_gmt":"2024-10-25T08:51:55","guid":{"rendered":"https:\/\/biyait.ir\/?p=3810"},"modified":"2024-10-26T12:25:37","modified_gmt":"2024-10-26T08:55:37","slug":"%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d9%85%d8%af%d9%84-%d9%81%d9%84%d8%a7%da%a9%d8%b3-flux-%d8%a8%d8%a7-8-%da%af%db%8c%da%af%d8%a7%d8%a8%d8%a7%db%8c%d8%aa-ram-gpu-%d8%a8%d8%a7-%da%a9%d9%85%da%a9-%d8%b1","status":"publish","type":"post","link":"https:\/\/biyait.ir\/?p=3810","title":{"rendered":"\u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0627 8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM GPU \u0628\u0627 \u06a9\u0645\u06a9 \u0631\u0648\u0634 Quantization"},"content":{"rendered":"

\u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0627 8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM GPU \u0628\u0627 \u06a9\u0645\u06a9 \u0631\u0648\u0634 Quantization<\/strong><\/h4>\n

\"\"<\/p>\n

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**\u0645\u0642\u0627\u0644\u0627\u062a \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc**\u00a0\u00a0<\/strong><\/div>\n
**\u0632\u0645\u0627\u0646 \u0645\u0637\u0627\u0644\u0639\u0647: 4 \u062f\u0642\u06cc\u0642\u0647**\u00a0\u00a0<\/strong><\/div>\n
**\u0627\u0645\u062a\u06cc\u0627\u0632: 4\/5 – (1 \u0627\u0645\u062a\u06cc\u0627\u0632)**<\/strong><\/div>\n
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—<\/strong><\/div>\n
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\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 **\u0627\u06cc \u0628\u0627\u0632\u06cc** \u0628\u0647 \u0645\u0639\u0631\u0641\u06cc \u0646\u0633\u0644 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0632 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0628\u0647 \u0646\u0627\u0645 **\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0641\u0644\u0627\u06a9\u0633 (Flux)** \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u0627\u062c\u0631\u0627\u06cc \u062c\u062f\u06cc\u062f\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0627 **8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM GPU** \u0628\u0647 \u06a9\u0645\u06a9 \u0631\u0648\u0634 **Quantization**\u060c \u06a9\u0647 \u062a\u0648\u0633\u0637 **Black Forest Labs** \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0634\u06af\u0641\u062a\u200c\u0627\u0646\u06af\u06cc\u0632 \u062e\u0648\u062f \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0633\u0631 \u0648 \u0635\u062f\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0647 \u067e\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.\u00a0<\/strong><\/div>\n
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\u062a\u0627 \u067e\u06cc\u0634 \u0627\u0632 \u0627\u06cc\u0646\u060c \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0642\u0627\u0628\u0644 \u062d\u0645\u0644 \u0646\u0628\u0648\u062f\u0647 \u0648 \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0633\u062a \u0628\u0631 \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc \u0639\u0627\u062f\u06cc \u06cc\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646 \u0627\u062c\u0631\u0627 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u062f \u062a\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631 \u0631\u0648\u06cc \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc\u06cc \u0635\u0648\u0631\u062a \u0628\u06af\u06cc\u0631\u062f \u06a9\u0647 \u062e\u062f\u0645\u0627\u062a API \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0627\u062f\u0646\u062f\u060c \u0628\u0647\u200c\u0637\u0648\u0631\u06cc\u200c\u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062a\u0646\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc API \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0633\u062a\u0646\u062f \u0627\u0632 \u0645\u062f\u0644 \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f \u0634\u0648\u0646\u062f.<\/strong><\/div>\n
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—<\/strong><\/div>\n
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\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/strong><\/h5>\n
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1. [\u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0627 8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM GPU \u0686\u06cc\u0633\u062a\u061f](#\u0645\u062f\u0644-\u0641\u0644\u0627\u06a9\u0633-Flux-\u0628\u0627-8-\u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a-RAM-GPU-\u0686\u06cc\u0633\u062a)<\/strong><\/div>\n
2. [\u0686\u0631\u0627 Quantization \u0645\u0647\u0645 \u0627\u0633\u062a\u061f](#\u0686\u0631\u0627-Quantization-\u0645\u0647\u0645-\u0627\u0633\u062a)<\/strong><\/div>\n
3. [\u0627\u0647\u062f\u0627\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc](#\u0627\u0647\u062f\u0627\u0641-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc)<\/strong><\/div>\n
4. [\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc](#\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc)<\/strong><\/div>\n
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—<\/strong><\/div>\n
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\u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0627 8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM GPU \u0686\u06cc\u0633\u062a\u061f<\/strong><\/h5>\n
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\u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0627 **8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM GPU** \u06cc\u06a9 \u0633\u0631\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u06cc\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 **Black Forest Labs** \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u06cc\u0645 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0633\u0626\u0648\u0644 \u062a\u0648\u0633\u0639\u0647 **Stable Diffusion** \u0628\u0648\u062f\u0647 \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u062f\u0644 Flux \u0631\u0627 \u0646\u0633\u0644 \u0628\u0639\u062f\u06cc \u062a\u0648\u0633\u0639\u0647 \u0627\u06cc\u0646 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u062f\u0627\u0646\u0633\u062a.<\/strong><\/div>\n
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\u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0627 8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM GPU \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u200c\u0647\u0627\u06cc \u0646\u0648\u06cc\u0646\u060c \u0686\u0646\u062f\u06cc\u0646 \u0628\u0647\u0628\u0648\u062f \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0628\u0627 \u0648\u062c\u0648\u062f \u0627\u06cc\u0646\u06a9\u0647 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0631 \u0631\u0648\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0635\u0631\u0641\u200c\u06a9\u0646\u0646\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u067e\u0631\u0647\u0632\u06cc\u0646\u0647 \u0628\u0627\u0634\u062f\u060c \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc\u06cc\u060c \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644\u06cc \u062d\u0627\u0641\u0638\u0647\u200c\u067e\u0633\u0646\u062f\u062a\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f.<\/strong><\/div>\n
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\u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062f\u0644 Flux<\/strong><\/h5>\n
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\u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0627 8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM GPU \u062f\u0627\u0631\u0627\u06cc \u062f\u0648 \u0646\u0633\u062e\u0647 \u0627\u0635\u0644\u06cc \u0628\u0647 \u0646\u0627\u0645\u200c\u0647\u0627\u06cc **Timestep-distilled** \u0648 **Guidance-distilled** \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u062f\u0648 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0624\u0644\u0641\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f:<\/strong><\/div>\n
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– **Encoder \u0645\u062a\u0646\u06cc \u067e\u06cc\u0634\u200c\u062a\u0631\u0628\u06cc\u062a\u200c\u0634\u062f\u0647:** Flux \u0627\u0632 \u062f\u0648 **text encoder** \u0628\u0627 \u0646\u0627\u0645\u200c\u0647\u0627\u06cc **CLIP** \u0648 **T5** \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0633\u062a\u0648\u0631\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 encoder\u0647\u0627 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u062f\u0631\u06a9 \u0645\u062f\u0644 \u0627\u0632 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/strong><\/div>\n
– **\u0645\u062f\u0644 DiT \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Transformer:** \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc **denoising** \u06cc\u0627 \u062d\u0630\u0641 \u0646\u0648\u06cc\u0632 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627\u06a9\u06cc\u0641\u06cc\u062a \u062f\u0627\u0631\u062f.<\/strong><\/div>\n
– **VAE (Auto-Encoder Variational):** \u0627\u06cc\u0646 \u0645\u0624\u0644\u0641\u0647 \u0628\u0647\u200c\u062c\u0627\u06cc \u062d\u0630\u0641 \u0646\u0648\u06cc\u0632 \u062f\u0631 \u0633\u0637\u062d \u067e\u06cc\u06a9\u0633\u0644\u060c \u062f\u0631 \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0646\u0647\u0641\u062a\u0647 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0628\u0627\u0639\u062b \u06a9\u0627\u0647\u0634 \u0628\u0627\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u06a9\u06cc\u0641\u06cc\u062a \u062e\u0631\u0648\u062c\u06cc \u0647\u0645\u0686\u0646\u0627\u0646 \u0628\u0627\u0644\u0627 \u0645\u06cc\u200c\u0645\u0627\u0646\u062f.<\/strong><\/div>\n
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\u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 Flux<\/strong><\/h5>\n
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– **Flux-Schnell:** \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0628\u0627 \u0628\u0647\u0628\u0648\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0645\u0648\u062c\u0648\u062f \u062f\u0631 **Hugging Face**.<\/strong><\/div>\n
– **Flux-Dev:** \u0646\u0633\u062e\u0647\u200c\u0627\u06cc \u0628\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u062c\u0648\u0632.<\/strong><\/div>\n
– **Flux-Pro:** \u0646\u0633\u062e\u0647\u200c\u0627\u06cc \u0628\u0633\u062a\u0647 \u06a9\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 API\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0633\u062a.<\/strong><\/div>\n
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—<\/strong><\/div>\n
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\u0686\u0631\u0627 Quantization \u0645\u0647\u0645 \u0627\u0633\u062a\u061f<\/strong><\/h5>\n
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**Quantization** \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0628\u06cc\u062a\u200c\u0647\u0627\u06cc \u06a9\u0645\u062a\u0631 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0647 \u0637\u0648\u0631 \u0645\u062d\u0633\u0648\u0633\u06cc \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f. \u0628\u0647\u200c\u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u060c \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627 \u062f\u0642\u062a 32 \u0628\u06cc\u062a \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0627\u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 **quantization** \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u06cc\u0646 \u062f\u0642\u062a \u0631\u0627 \u0628\u0647 4 \u0628\u06cc\u062a \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f.<\/strong><\/div>\n
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\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 BitsAndBytes<\/strong><\/h5>\n
<\/div>\n
\u06cc\u06a9\u06cc \u0627\u0632 \u0646\u0648\u0622\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 Flux \u0628\u0631 \u0631\u0648\u06cc **8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM GPU** \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f\u060c **quantization** \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 **BitsAndBytes** \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0627\u0646\u0646\u062f Flux \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 **quantization 4 \u0628\u06cc\u062a\u06cc** \u0648 **8 \u0628\u06cc\u062a\u06cc** \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/strong><\/div>\n
<\/div>\n
\u0645\u0632\u0627\u06cc\u0627\u06cc BitsAndBytes<\/strong><\/h6>\n
<\/div>\n
– **\u06a9\u0627\u0647\u0634 \u062d\u0627\u0641\u0638\u0647 \u0645\u0635\u0631\u0641\u06cc:** \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 quantization\u060c \u062d\u062c\u0645 \u0645\u062f\u0644 \u062a\u0627 \u062d\u062f \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u06a9\u0627\u0647\u0634 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631\u06cc \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0646\u06af\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f.<\/strong><\/div>\n
– **\u062f\u0642\u062a \u0628\u0627\u0644\u0627:** \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0627\u0639\u062f\u0627\u062f \u062f\u0642\u06cc\u0642 \u0648 \u062a\u0642\u0631\u06cc\u0628\u06cc\u060c \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062a\u0623\u062b\u06cc\u0631 \u0646\u0627\u0686\u06cc\u0632\u06cc \u0628\u0631 \u0631\u0648\u06cc \u06a9\u06cc\u0641\u06cc\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062f\u0627\u0631\u062f.<\/strong><\/div>\n
– **\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 PyTorch:** \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0627 **PyTorch** \u0648 **Diffusers** \u0647\u0645\u0627\u0647\u0646\u06af \u0627\u0633\u062a \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062f\u0631 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/strong><\/div>\n
<\/div>\n
—<\/strong><\/div>\n
<\/div>\n
\u0627\u0647\u062f\u0627\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong><\/h5>\n
<\/div>\n
– \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0648 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 Flux \u062f\u0631 \u0645\u062d\u06cc\u0637 **Colab**.<\/strong><\/div>\n
– \u0646\u0645\u0627\u06cc\u0634 \u0686\u06af\u0648\u0646\u06af\u06cc \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06cc\u06a9 **text prompt** \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 encoder 4 \u0628\u06cc\u062a\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0645\u0635\u0631\u0641 \u062d\u0627\u0641\u0638\u0647.<\/strong><\/div>\n
– \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647\u200c\u0635\u0648\u0631\u062a **mixed precision** \u0628\u0631 \u0631\u0648\u06cc GPU\u0647\u0627.<\/strong><\/div>\n
– \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u0645\u062a\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Flux pipeline \u062f\u0631 Colab.<\/strong><\/div>\n
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—<\/strong><\/div>\n
<\/div>\n
\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/strong><\/h5>\n
<\/div>\n
\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0627\u0646\u0646\u062f **quantization**\u060c \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u0627\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644 \u0641\u0644\u0627\u06a9\u0633 (Flux) \u0628\u0627 **8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM GPU** \u0631\u0627 \u06a9\u0647 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0637\u0628\u06cc\u0639\u06cc \u0628\u0647 GPU\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0631 \u0631\u0648\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0646\u06af\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646\u06cc \u0645\u0627\u0646\u0646\u062f **Colab** \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u0646\u062f.<\/strong><\/div>\n
<\/div>\n
\u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 \u201c\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc **Stable Diffusion 3.5**: \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a \u0648 \u062c\u0632\u0626\u06cc\u0627\u062a \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc!\u201d\u060c \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0646\u0633\u062e\u0647 \u062c\u062f\u06cc\u062f Stable Diffusion \u0648 \u0628\u0647\u0628\u0648\u062f\u0647\u0627\u06cc \u0622\u0646 \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627\u06a9\u06cc\u0641\u06cc\u062a \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0628\u0648\u062f\u06cc\u0645. \u062d\u0627\u0644\u0627 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0627\u06cc\u0646 \u0628\u062d\u062b\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 \u0645\u0648\u0636\u0648\u0639 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 Flux \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 Quantization \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631 \u0631\u0648\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u062a\u0631 \u0645\u0627\u0646\u0646\u062f GPU\u0647\u0627\u06cc\u06cc \u0628\u0627 8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a RAM \u0646\u06cc\u0632 \u0627\u062c\u0631\u0627 \u0634\u0648\u062f.<\/strong><\/div>\n
<\/div>\n
\u0627\u06cc\u0646 \u062f\u0648 \u0645\u062f\u0644\u060c \u0647\u0631 \u062f\u0648 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0646\u0633\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631\u060c \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0637\u0631\u062d \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0627\u0646\u0646\u062f Quantization \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0639\u0645\u0648\u0645\u06cc \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u200c\u062a\u0631 \u06a9\u0646\u062f.<\/strong><\/div>\n
<\/div>\n","protected":false},"excerpt":{"rendered":"

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