{"id":4267,"date":"2026-04-15T23:00:05","date_gmt":"2026-04-15T20:00:05","guid":{"rendered":"https:\/\/mojaz.ai\/gemma-2b-breaks-gpu-monopoly-outperforms-gpt-3-5-cpu\/"},"modified":"2026-04-15T23:00:05","modified_gmt":"2026-04-15T20:00:05","slug":"gemma-2b-breaks-gpu-monopoly-outperforms-gpt-3-5-cpu","status":"publish","type":"post","link":"https:\/\/mojaz.ai\/staging\/gemma-2b-breaks-gpu-monopoly-outperforms-gpt-3-5-cpu\/","title":{"rendered":"\u0646\u0645\u0648\u0630\u062c 2 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u064a\u062d\u0637\u0645 \u0623\u0633\u0637\u0648\u0631\u0629 \u0627\u062d\u062a\u0643\u0627\u0631 GPU \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a"},"content":{"rendered":"

\u0628\u0642\u0644\u0645: \u0646\u0648\u0631<\/a> | \u0645\u062d\u0631\u0631\u0629 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0648\u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u00b7 \u0635\u0648\u062a \u062a\u062d\u0631\u064a\u0631\u064a \u0628\u0625\u0634\u0631\u0627\u0641 \u0628\u0634\u0631\u064a<\/a><\/p>\n

\n

\u0623\u062b\u0628\u062a \u0641\u0631\u064a\u0642 SeqPU \u0623\u0646 \u0646\u0645\u0648\u0630\u062c Gemma<\/a> 2B<\/strong> \u0645\u0646 \u062c\u0648\u062c\u0644 \u062d\u0642\u0642 8.0 \u0646\u0642\u0637\u0629 \u0639\u0644\u0649 \u0645\u0639\u064a\u0627\u0631 MT-Bench<\/strong> \u0645\u062a\u0641\u0648\u0642\u0627\u064b \u0639\u0644\u0649 GPT-3.5 Turbo \u0627\u0644\u0630\u064a \u0633\u062c\u0644 7.94\u060c \u0648\u0627\u0644\u0645\u0641\u0627\u062c\u0623\u0629 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0641\u0627\u0626\u0632 \u064a\u0639\u0645\u0644 \u0628\u06402 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0641\u0642\u0637<\/strong> \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c CPU \u0639\u0627\u062f\u064a \u0628\u064a\u0646\u0645\u0627 \u0645\u0646\u0627\u0641\u0633\u0647 \u064a\u062d\u062a\u0627\u062c 175 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 GPU \u0633\u062d\u0627\u0628\u064a\u0629 (\u0648\u0641\u0642\u0627\u064b \u0644\u0640 SeqPU)<\/a>.<\/p>\n

\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0634\u0645\u0644 80 \u0633\u0624\u0627\u0644\u0627\u064b \u0645\u0641\u062a\u0648\u062d\u0627\u064b \u0628\u062f\u0648\u0631\u062a\u064a\u0646 \u0644\u0643\u0644 \u0633\u0624\u0627\u0644 \u0639\u0628\u0631 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0648\u0627\u0644\u0645\u0646\u0637\u0642 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0639\u0644\u0648\u0645\u060c \u0645\u0639 \u062a\u0637\u0628\u064a\u0642 wrapper \u0628\u0627\u064a\u062b\u0648\u0646 \u0628\u0633\u064a\u0637 \u0645\u0646 169 \u0633\u0637\u0631\u0627\u064b \u062f\u0648\u0646 \u0623\u064a \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0623\u0648 \u062d\u064a\u0644 \u0647\u0646\u062f\u0633\u064a\u0629. \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u062a\u0647\u062f\u0645 \u0627\u0644\u0627\u0639\u062a\u0642\u0627\u062f \u0627\u0644\u0633\u0627\u0626\u062f \u0623\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u0648\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u0645\u0648\u0627\u0631\u062f \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0636\u062e\u0645\u0629 \u0648\u062a\u0643\u0644\u0641\u0629 \u0634\u0647\u0631\u064a\u0629 \u0628\u0627\u0647\u0638\u0629.<\/p>\n

\u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0643\u0634\u0641\u062a \u0623\u0646 \u0645\u0627 \u0627\u0639\u062a\u0628\u0631\u0647 \u0627\u0644\u0645\u062c\u0627\u0644 “\u0645\u0634\u0643\u0644\u0629 \u0642\u0648\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629” \u0647\u0648 \u0641\u064a \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0645\u0634\u0643\u0644\u0629 \u0647\u0646\u062f\u0633\u0629 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u064a\u0645\u0643\u0646 \u0644\u0623\u064a \u0645\u0637\u0648\u0631 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0641\u064a \u0639\u0637\u0644\u0629 \u0646\u0647\u0627\u064a\u0629 \u0623\u0633\u0628\u0648\u0639. \u0627\u0644\u0641\u0631\u064a\u0642 \u062d\u0644\u0644 160 \u062f\u0648\u0631\u0629 \u062d\u0648\u0627\u0631 \u0643\u0627\u0645\u0644\u0629 \u0648\u0648\u062b\u0642 \u0643\u0644 \u062e\u0637\u0623 \u0645\u0639 \u0623\u0633\u0628\u0627\u0628\u0647 \u0627\u0644\u0645\u062d\u062f\u062f\u0629\u060c \u0644\u064a\u0643\u062a\u0634\u0641 \u0623\u0646 \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u064a\u0633\u062a “\u0647\u0644\u0627\u0648\u0633” \u063a\u0627\u0645\u0636\u0629 \u0628\u0644 \u0633\u0628\u0639\u0629 \u0623\u0646\u0645\u0627\u0637 \u0641\u0634\u0644 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u0627\u0644\u0625\u0635\u0644\u0627\u062d.<\/p>\n

    \n
  1. \u0627\u0644\u0643\u062a\u0627\u0628\u0629 (7.40\/10):<\/strong> \u0623\u0646\u062a\u062c \u0645\u0642\u0627\u0644\u0627\u062a \u0633\u0641\u0631 \u0628\u062a\u0641\u0627\u0635\u064a\u0644 \u062b\u0642\u0627\u0641\u064a\u0629 \u062f\u0642\u064a\u0642\u0629 \u0648\u0634\u062e\u0635\u064a\u0627\u062a \u0623\u062f\u0628\u064a\u0629 \u0628\u0625\u0634\u0627\u0631\u0627\u062a \u0644\u0628\u064a\u0648\u0648\u0644\u0641 \u0648\u062f\u0648\u0633\u062a\u0648\u064a\u0641\u0633\u0643\u064a \u0648\u0634\u0643\u0633\u0628\u064a\u0631\u060c \u0644\u0643\u0646\u0647 \u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 \u0645\u062b\u0644 “\u062c\u0645\u0644 \u0631\u0628\u0627\u0639\u064a\u0629 \u0627\u0644\u0643\u0644\u0645\u0627\u062a” \u062d\u064a\u062b \u0646\u062c\u062d \u0641\u064a 5 \u0645\u0646 17 \u0645\u062d\u0627\u0648\u0644\u0629 \u0641\u0642\u0637\u060c \u0648”\u0642\u0635\u0627\u0626\u062f \u0623\u0642\u0644 \u0645\u0646 10 \u0623\u0633\u0637\u0631” \u0627\u0644\u062a\u064a \u062a\u062c\u0627\u0648\u0632\u0647\u0627 \u0645\u0631\u062a\u064a\u0646 \u0644\u064020+ \u0633\u0637\u0631\u0627\u064b<\/li>\n
  2. \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 (7.35\/10):<\/strong> \u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0644\u0634\u062e\u0635\u064a\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0643\u0625\u064a\u0644\u0648\u0646 \u0645\u0627\u0633\u0643 (“\u0648\u0636\u0639 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0641\u064a \u0633\u0644\u0629 \u0643\u0648\u0643\u0628\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u062c\u0646\u0648\u0646”) \u0648\u062a\u0648\u0646\u064a \u0633\u062a\u0627\u0631\u0643 (“\u0623\u0646\u0627 \u0623\u0628\u0646\u064a \u0623\u0634\u064a\u0627\u0621 \u062a\u0639\u0645\u0644”)\u060c \u0644\u0643\u0646 \u062a\u062f\u0631\u064a\u0628 RLHF \u0643\u0633\u0631 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0645\u062b\u0644 \u0627\u0644\u0639\u0646\u0641 \u0627\u0644\u0645\u0646\u0632\u0644\u064a \u0648\u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u0629 \u0627\u0644\u0637\u0628\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062d\u0645\u0644 \u0628\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 “\u0623\u0646\u0627 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a”<\/li>\n
  3. \u0627\u0644\u0645\u0646\u0637\u0642 (7.05\/10):<\/strong> \u062d\u0644 \u0644\u063a\u0632 \u0627\u0644\u0631\u0643\u0646 \u0628\u062f\u0631\u062c\u0629 9\/10 \u0628\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0643\u0644 \u0633\u064a\u0627\u0631\u0629 \u0648\u062a\u0639\u064a\u064a\u0646 \u0623\u0644\u064a\u0633 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d\u060c \u0648\u0623\u062c\u0627\u0628 \u0639\u0644\u0649 \u0633\u0624\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0648\u0632 “\u0623\u0646\u062a \u062d\u0627\u0644\u064a\u0627\u064b \u0641\u064a \u0627\u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u062b\u0627\u0646\u064a”\u060c \u0644\u0643\u0646 \u0641\u0634\u0644 \u0641\u064a \u0633\u0624\u0627\u0644 \u0625\u062e\u0648\u0629 \u062f\u064a\u0641\u064a\u062f – \u0627\u0633\u062a\u0646\u062a\u062c \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 (\u0635\u0641\u0631) \u062b\u0645 \u0643\u062a\u0628 “\u0648\u0627\u062d\u062f” \u0643\u0625\u062c\u0627\u0628\u0629 \u0646\u0647\u0627\u0626\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0644\u0645\u0634\u0643\u0644\u0629 \u0641\u064a \u0637\u0628\u0642\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0648\u0644\u064a\u0633 \u0627\u0644\u0645\u0646\u0637\u0642<\/li>\n
  4. \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a (8.00\/10):<\/strong> \u062a\u0623\u0644\u0642 \u0641\u064a \u0627\u0644\u062c\u0628\u0631 \u0648\u0627\u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u0646\u0645\u0637\u064a \u0648\u0625\u064a\u062c\u0627\u062f \u0627\u0644\u062c\u0630\u0648\u0631 \u0648\u0645\u0639\u0627\u062f\u0644\u0627\u062a \u0641\u064a\u064a\u062a\u0627\u060c \u0645\u0639 \u0646\u0645\u0637 \u062e\u0637\u0623 \u0648\u0627\u0636\u062d – \u064a\u0643\u062a\u0628 \u0631\u0642\u0645\u0627\u064b \u062e\u0627\u0637\u0626\u0627\u064b \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629\u060c \u064a\u062d\u0633\u0628 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d\u060c \u062b\u0645 \u064a\u0635\u062d\u062d \u0646\u0641\u0633\u0647. \u0641\u064a \u0645\u0633\u0623\u0644\u0629 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0645\u062b\u0644\u062b \u0643\u062a\u0628 “\u0627\u0644\u0645\u0633\u0627\u062d\u0629 4” \u0623\u0648\u0644\u0627\u064b \u062b\u0645 \u062d\u0633\u0628 3 \u0648\u0635\u062d\u062d\u060c \u0648\u0641\u064a \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0643\u062a\u0628 \u0643\u062a\u0628 “245 \u062f\u0648\u0644\u0627\u0631” \u062b\u0645 280 \u062f\u0648\u0644\u0627\u0631 \u0645\u0639 \u0627\u0644\u062a\u0635\u062d\u064a\u062d<\/li>\n
  5. \u0627\u0644\u0628\u0631\u0645\u062c\u0629 (8.44\/10):<\/strong> \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0645\u0630\u0647\u0644\u0629 – \u0623\u0646\u062a\u062c \u0643\u0648\u062f\u0627\u064b \u0628\u062c\u0648\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0628\u062f\u0631\u062c\u0629 8-9\/10\u060c \u0627\u0633\u062a\u062e\u062f\u0645 ThreadPoolExecutor \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0645\u0639 \u062a\u0628\u0631\u064a\u0631 GIL\u060c \u0627\u0643\u062a\u0634\u0641 \u062e\u0637\u0623 None-init TypeError \u0623\u062b\u0646\u0627\u0621 \u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0643\u0648\u062f\u060c \u0648\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 O(n) \u0628\u062d\u0644 O(log(min(m,n))) \u0645\u062a\u0642\u062f\u0645\u060c \u0628\u0644 \u0643\u062a\u0628 HTML\/CSS\/JS \u0643\u0627\u0645\u0644\u0627\u064b \u0641\u064a \u062a\u0645\u0631\u064a\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0648\u062a\u062a\u0628\u0639 T(3)=-2 \u0641\u064a \u0641\u064a\u0628\u0648\u0646\u0627\u062a\u0634\u064a<\/li>\n
  6. \u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c (8.60\/10):<\/strong> \u0627\u0633\u062a\u062e\u0631\u062c 39 \u0643\u0644\u0645\u0629 \u0645\u0646 39 \u0628\u062f\u0631\u062c\u0629 10\/10\u060c \u0648\u0646\u0638\u0641 \u0628\u064a\u0627\u0646\u0627\u062a JSON \u0645\u0639\u0642\u062f\u0629 \u0628\u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0645\u0639 \u0627\u0646\u0632\u0644\u0627\u0642\u0627\u062a \u0637\u0641\u064a\u0641\u0629 \u0641\u064a \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0645\u062d\u062f\u062f \u0644\u0640HTML \u0648\u0627\u0644\u0627\u0642\u062a\u0628\u0627\u0633\u0627\u062a<\/li>\n
  7. \u0627\u0644\u0639\u0644\u0648\u0645 \u0648\u0627\u0644\u0625\u0646\u0633\u0627\u0646\u064a\u0627\u062a (7.75\/10):<\/strong> \u0623\u062c\u0627\u0628 \u0639\u0644\u0649 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0641\u064a\u0632\u064a\u0627\u0621 \u0648\u0627\u0644\u0643\u064a\u0645\u064a\u0627\u0621 \u0648\u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0628\u062b\u0642\u0629\u060c \u0644\u0643\u0646 \u0623\u062e\u0637\u0623 \u0641\u064a \u062a\u0641\u0627\u0635\u064a\u0644 \u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0645\u062b\u0644 \u0646\u0633\u0628 \u0642\u0635\u064a\u062f\u0629 \u0635\u064a\u0646\u064a\u0629 \u0644\u0633\u0644\u0627\u0644\u0629 \u0633\u0648\u0646\u063a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062a\u0627\u0646\u063a\u060c \u0648\u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u062e\u0644\u0637 \u0628\u064a\u0646 \u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0633\u0629 \u0627\u0644\u0646\u0642\u062f\u064a\u0629 \u0648\u0627\u0644\u0645\u0627\u0644\u064a\u0629<\/li>\n<\/ol>\n

    \u0627\u0644\u0645\u0639\u0627\u064a\u0631\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u062a\u0638\u0647\u0631 \u0623\u0646 \u0627\u0644\u0641\u062c\u0648\u0629 87 \u0645\u0631\u0629 \u0641\u064a \u0627\u0644\u062d\u062c\u0645 \u0644\u0645 \u062a\u0645\u0646\u0639 \u0627\u0644\u062a\u0641\u0648\u0642. GPT-4<\/a> \u064a\u0633\u062c\u0644 8.99 \u0628\u062a\u0631\u064a\u0644\u064a\u0648\u0646\u064a \u0645\u0639\u0627\u0645\u0644 \u0639\u0644\u0649 \u0623\u0633\u0637\u0648\u0644 GPU\u060c Gemma 2B + \u0627\u0644\u062d\u0631\u0627\u0633 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u062a\u062d\u0642\u0642 8.2 \u0645\u062a\u0648\u0642\u0639\u0629<\/strong> \u0639\u0644\u0649 \u0644\u0627\u0628\u062a\u0648\u0628 \u0628\u06404 \u0623\u0646\u0648\u064a\u0629. \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u062e\u0631\u0649 \u062a\u062a\u0637\u0644\u0628 GPU \u0628\u062a\u0643\u0644\u0641\u0629 1000-40000 \u062f\u0648\u0644\u0627\u0631 \u0644\u0644\u0634\u0631\u0627\u0621 \u0623\u0648 0.50-5 \u062f\u0648\u0644\u0627\u0631\/\u0633\u0627\u0639\u0629 \u0644\u0644\u0625\u064a\u062c\u0627\u0631\u060c \u0628\u064a\u0646\u0645\u0627 Gemma \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0647\u0627\u0631\u062f\u0648\u064a\u0631 \u0627\u0644\u0630\u064a \u0627\u0634\u062a\u0631\u064a\u062a\u0647 \u0644\u0623\u0633\u0628\u0627\u0628 \u0623\u062e\u0631\u0649.<\/p>\n

    \u0627\u0644\u062d\u0631\u0627\u0633 \u0627\u0644\u062c\u0631\u0627\u062d\u064a\u0629 \u0627\u0644\u062a\u064a \u0637\u0648\u0631\u0647\u0627 \u0627\u0644\u0641\u0631\u064a\u0642 – \u0633\u062a\u0629 \u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0628\u064060 \u0633\u0637\u0631 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0643\u0644 \u0645\u0646\u0647\u0627 – \u062a\u0633\u062a\u0647\u062f\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0645\u062d\u062f\u062f\u0629: \u062d\u0627\u0633\u0628\u0629 \u0644\u0644\u062d\u0633\u0627\u0628\u060c \u062d\u0644\u0627\u0644 \u0645\u0646\u0637\u0642 \u0644\u0644\u0623\u0644\u063a\u0627\u0632 \u0627\u0644\u0631\u0633\u0645\u064a\u0629\u060c \u0645\u062f\u0642\u0642 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0644\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629\u060c \u0648\u062a\u0645\u0631\u064a\u0631\u0627\u062a regex \u0644\u0644\u062a\u0646\u0633\u064a\u0642. \u0647\u0630\u0647 \u0644\u064a\u0633\u062a \u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0644 \u062d\u0631\u0627\u0633 \u0641\u064a \u0627\u0644\u0644\u062d\u0638\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0631\u062f\u062f \u0641\u064a\u0647\u0627 \u0637\u0628\u0642\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c.<\/p>\n

    \u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a \u0635\u0627\u062f\u0642\u0629: \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 30-60 \u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 4 \u0623\u0646\u0648\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 1-5 \u062b\u0648\u0627\u0646\u064d \u0639\u0628\u0631 API \u0623\u0648\u0628\u0646 \u0625\u064a\u0647 \u0622\u064a\u060c \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0642\u0635\u0648\u0649 8.0 \u0648\u0644\u064a\u0633 8.99 \u0644\u0640GPT-4 – \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0648\u062b\u0648\u0642 \u0648\u0644\u064a\u0633 \u0631\u0627\u0626\u062f\u0627\u064b\u060c \u0648\u0623\u0646\u062a \u062a\u062f\u064a\u0631 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0628\u0646\u0641\u0633\u0643. \u0644\u0643\u0646 \u0628\u0639\u062f \u0627\u0644\u062a\u0646\u0632\u064a\u0644 \u0627\u0644\u0623\u0648\u0644 4 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0639\u0645\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0644\u0644\u0623\u0628\u062f\u060c \u0628\u0644\u0627 \u0627\u0634\u062a\u0631\u0627\u0643 \u0648\u0644\u0627 \u0645\u0641\u062a\u0627\u062d API \u0648\u0644\u0627 \u062d\u0633\u0627\u0628 \u0648\u0644\u0627 \u0641\u0627\u062a\u0648\u0631\u0629 \u0634\u0647\u0631\u064a\u0629 \u0648\u0644\u0627 \u0634\u0631\u0648\u0637 \u062e\u062f\u0645\u0629\u060c \u0648\u0644\u0627 \u0623\u062d\u062f \u064a\u0631\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0623\u0648 \u064a\u0644\u063a\u064a \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0623\u0648 \u064a\u063a\u064a\u0631 \u0645\u0627 \u0633\u064a\u062c\u064a\u0628 \u0639\u0644\u064a\u0647 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n

    \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0645\u062a\u0627\u062d\u0629 \u0639\u0628\u0631 \u0628\u0648\u062a \u062a\u064a\u0644\u064a\u063a\u0631\u0627\u0645 \u0645\u0628\u0627\u0634\u0631<\/a> \u064a\u0639\u0645\u0644 \u0628\u0646\u0641\u0633 \u0645\u0633\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0630\u064a \u0623\u0646\u062a\u062c \u0643\u0644 \u0646\u0642\u0637\u0629 \u0641\u064a \u0627\u0644\u062a\u0642\u0631\u064a\u0631\u060c \u0623\u0648 \u0627\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0645\u062d\u0644\u064a \u0628\u062b\u0644\u0627\u062b\u0629 \u0623\u0648\u0627\u0645\u0631: pip install torch transformers accelerate \u062b\u0645 python chat.py. \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0644\u0644\u0634\u0631\u064a\u0637 \u0627\u0644\u0643\u0627\u0645\u0644 \u0648\u0627\u0644\u0643\u0648\u062f \u0648\u0627\u0644\u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0645\u062a\u0627\u062d \u0644\u0644\u062a\u062d\u0642\u0642 \u0648\u0627\u0644\u0628\u0646\u0627\u0621 \u0639\u0644\u064a\u0647.<\/p>\n<\/div>\n

    SeqPU<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

    \u0646\u0645\u0648\u0630\u062c Gemma 2B \u064a\u062d\u0642\u0642 8.0 \u0639\u0644\u0649 \u0645\u0639\u064a\u0627\u0631 MT-Bench \u0645\u062a\u0641\u0648\u0642\u0627\u064b \u0639\u0644\u0649 GPT-3.5 Turbo \u0628\u06407.94 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0627\u0644\u062c \u0644\u0627\u0628\u062a\u0648\u0628 \u0639\u0627\u062f\u064a \u0641\u0642\u0637<\/p>\n","protected":false},"author":1,"featured_media":4266,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7,6],"tags":[],"class_list":["post-4267","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-editors-picks","category-insights-reports"],"_links":{"self":[{"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/posts\/4267","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/comments?post=4267"}],"version-history":[{"count":0,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/posts\/4267\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/media?parent=4267"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/categories?post=4267"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mojaz.ai\/staging\/wp-json\/wp\/v2\/tags?post=4267"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}