# 大型语言模型（LLM）教程

探索最新的 LLM，并学习如何使用 Unsloth 在本地运行和微调模型，以获得最佳性能。

<table data-view="cards"><thead><tr><th></th><th data-hidden data-card-cover data-type="image">封面图</th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><a href="/pages/213bd08e4302b621f4392f7ee38decb275ffab02">Qwen3.6</a></td><td><a href="/files/3633b4d39ba4c75356f2106d848b79d2dbba8359">/files/3633b4d39ba4c75356f2106d848b79d2dbba8359</a></td><td><a href="/pages/213bd08e4302b621f4392f7ee38decb275ffab02">/pages/213bd08e4302b621f4392f7ee38decb275ffab02</a></td></tr><tr><td><a href="/pages/10f714f4a513e0d0a86b6f9d5945f9014729b035">Gemma 4</a></td><td><a href="/files/4cf8e9a56e43aacbcc50d5a8e5f62a33b061cd8d">/files/4cf8e9a56e43aacbcc50d5a8e5f62a33b061cd8d</a></td><td><a href="/pages/10f714f4a513e0d0a86b6f9d5945f9014729b035">/pages/10f714f4a513e0d0a86b6f9d5945f9014729b035</a></td></tr><tr><td><a href="/pages/2c2bb53a273009e389791ded9e28dd4769a55051">Unsloth API 端点</a></td><td><a href="/files/8107f7256aad887cf1f43626598f906531e54a78">/files/8107f7256aad887cf1f43626598f906531e54a78</a></td><td><a href="/pages/2c2bb53a273009e389791ded9e28dd4769a55051">/pages/2c2bb53a273009e389791ded9e28dd4769a55051</a></td></tr><tr><td><a href="/pages/31f07ee6a66a73019ccc7bc333592f8522540f7b">Nemotron 3 Nano Omni</a></td><td><a href="/files/4e921c986371c11b2160d3a557f611283d9a4939">/files/4e921c986371c11b2160d3a557f611283d9a4939</a></td><td><a href="/pages/31f07ee6a66a73019ccc7bc333592f8522540f7b">/pages/31f07ee6a66a73019ccc7bc333592f8522540f7b</a></td></tr><tr><td><a href="/pages/8a1261a3b4582d901fbe0ea49e315e28824eebf2">Kimi K2.6</a></td><td><a href="/files/98765248d3564495a3ae7fffaa915498f16bf1d4">/files/98765248d3564495a3ae7fffaa915498f16bf1d4</a></td><td><a href="/pages/8a1261a3b4582d901fbe0ea49e315e28824eebf2">/pages/8a1261a3b4582d901fbe0ea49e315e28824eebf2</a></td></tr><tr><td><a href="/pages/1427becb679b955148197a06de42a82ae44b05b6">Qwen3.5</a></td><td><a href="/files/da8bc553e53f074f5ec7e47779e0fa6d817a6a62">/files/da8bc553e53f074f5ec7e47779e0fa6d817a6a62</a></td><td><a href="/pages/1427becb679b955148197a06de42a82ae44b05b6">/pages/1427becb679b955148197a06de42a82ae44b05b6</a></td></tr><tr><td><a href="/pages/5902f65155c9213c17d6735294471de2eb587dd1">Mistral 3.5</a></td><td><a href="/files/c0783d3231017a8e11c17768b699ba7de7f9c991">/files/c0783d3231017a8e11c17768b699ba7de7f9c991</a></td><td><a href="/pages/5902f65155c9213c17d6735294471de2eb587dd1">/pages/5902f65155c9213c17d6735294471de2eb587dd1</a></td></tr><tr><td><a href="/pages/4f11f797f5dcd74fe531721767d0972688af3a34">Granite 4.1</a></td><td><a href="/files/51acd3dc599165b51604c60f2d833dcf1b2da7d4">/files/51acd3dc599165b51604c60f2d833dcf1b2da7d4</a></td><td><a href="/pages/4f11f797f5dcd74fe531721767d0972688af3a34">/pages/4f11f797f5dcd74fe531721767d0972688af3a34</a></td></tr><tr><td><a href="/pages/9aaee5fe955235c67f90c9c0fd454b487c5f2d80">GLM-5.1</a></td><td><a href="/files/545b2d874214e2dd24dc7d5871dbfd38912ca07d">/files/545b2d874214e2dd24dc7d5871dbfd38912ca07d</a></td><td><a href="/pages/9aaee5fe955235c67f90c9c0fd454b487c5f2d80">/pages/9aaee5fe955235c67f90c9c0fd454b487c5f2d80</a></td></tr><tr><td><a href="/pages/9bee4aaebd8150d5123bcdff6d78c7cc9a85098b">MiniMax-2.7</a></td><td><a href="/files/0d70187adbae0f9135ee9d85c017521040e9cf4d">/files/0d70187adbae0f9135ee9d85c017521040e9cf4d</a></td><td><a href="/pages/9bee4aaebd8150d5123bcdff6d78c7cc9a85098b">/pages/9bee4aaebd8150d5123bcdff6d78c7cc9a85098b</a></td></tr><tr><td><a href="/pages/12f6b822ad28322267b74accad74f665b341f5a4">Unsloth Studio：运行 + 训练 LLM</a></td><td><a href="/files/9fa073052d7b555a7294191282f0ccc7de5d1491">/files/9fa073052d7b555a7294191282f0ccc7de5d1491</a></td><td><a href="/pages/12f6b822ad28322267b74accad74f665b341f5a4">/pages/12f6b822ad28322267b74accad74f665b341f5a4</a></td></tr><tr><td><a href="/pages/176b0d6591d584609d74c77b61a6dd546087717f">NVIDIA-Nemotron-3</a></td><td><a href="/files/5d24db13de4c56bb9cb60998f0db2ebc908e87d1">/files/5d24db13de4c56bb9cb60998f0db2ebc908e87d1</a></td><td><a href="/pages/176b0d6591d584609d74c77b61a6dd546087717f">/pages/176b0d6591d584609d74c77b61a6dd546087717f</a></td></tr><tr><td><a href="/pages/b0620b25ba70d3f855acc525e8dbd8dc4c0e7acb">GLM-5</a></td><td><a href="/files/a1bbc56d921d1caa27bdef7b50156e0dce12e8bb">/files/a1bbc56d921d1caa27bdef7b50156e0dce12e8bb</a></td><td><a href="/pages/b0620b25ba70d3f855acc525e8dbd8dc4c0e7acb">/pages/b0620b25ba70d3f855acc525e8dbd8dc4c0e7acb</a></td></tr><tr><td><a href="/pages/1a707991086189a8e5cd8374f3ce1b81915bc159">Claude Code</a></td><td><a href="/files/c5b5453cc3e438a6677218a8e5b0083dd71767d3">/files/c5b5453cc3e438a6677218a8e5b0083dd71767d3</a></td><td><a href="/pages/1a707991086189a8e5cd8374f3ce1b81915bc159">/pages/1a707991086189a8e5cd8374f3ce1b81915bc159</a></td></tr><tr><td><a href="/pages/b71ddea7924324c058a771e5e831c3cb6fc75b18">OpenAI Codex</a></td><td><a href="/files/b51578bd533811ab0e3630dfa8fc7a5e32df1659">/files/b51578bd533811ab0e3630dfa8fc7a5e32df1659</a></td><td><a href="/pages/b71ddea7924324c058a771e5e831c3cb6fc75b18">/pages/b71ddea7924324c058a771e5e831c3cb6fc75b18</a></td></tr><tr><td><a href="/pages/77ac2f6d69532a9ed1df88fcd4048f113fedb4ad">MiniMax-2.5</a></td><td><a href="/files/d7431703d47eb49120e98f72cf59c8c6eab41c82">/files/d7431703d47eb49120e98f72cf59c8c6eab41c82</a></td><td><a href="/pages/77ac2f6d69532a9ed1df88fcd4048f113fedb4ad">/pages/77ac2f6d69532a9ed1df88fcd4048f113fedb4ad</a></td></tr><tr><td><a href="/pages/07558781d1c2c35e14fcaa4821ee92be27a005a8">Qwen3-Coder-Next</a></td><td><a href="/files/d87e8ca655309713e4fcf326e10e1d7d6c11929e">/files/d87e8ca655309713e4fcf326e10e1d7d6c11929e</a></td><td><a href="/pages/07558781d1c2c35e14fcaa4821ee92be27a005a8">/pages/07558781d1c2c35e14fcaa4821ee92be27a005a8</a></td></tr><tr><td><a href="/pages/5c26f8be53c96fd6b94596a72ef056d730c03d86">Kimi K2.5</a></td><td><a href="/files/290eba92332a2bd440aff078b5f59491148f1217">/files/290eba92332a2bd440aff078b5f59491148f1217</a></td><td><a href="/pages/5c26f8be53c96fd6b94596a72ef056d730c03d86">/pages/5c26f8be53c96fd6b94596a72ef056d730c03d86</a></td></tr><tr><td><a href="/pages/0efbaa992ff738764da5513b9bb33e8536c93397">DeepSeek-OCR 2</a></td><td><a href="/files/4e971d9ad5197bd1fdacc2a9028f2734ea2a8d62">/files/4e971d9ad5197bd1fdacc2a9028f2734ea2a8d62</a></td><td><a href="/pages/0efbaa992ff738764da5513b9bb33e8536c93397">/pages/0efbaa992ff738764da5513b9bb33e8536c93397</a></td></tr><tr><td><a href="/pages/a63fe18206ba278e17e40bf31ce577cda524869c">GLM-4.7-Flash</a></td><td><a href="/files/e851bfba13e182310f57bfe3a1173abd5a3daa26">/files/e851bfba13e182310f57bfe3a1173abd5a3daa26</a></td><td><a href="/pages/a63fe18206ba278e17e40bf31ce577cda524869c">/pages/a63fe18206ba278e17e40bf31ce577cda524869c</a></td></tr><tr><td><a href="/pages/b5c7d5b7677814317721b04088046f74558e7756">Qwen-Image-2512</a></td><td><a href="/files/f0a96ed7706a1568efa31fde57ffbeb60a7788c2">/files/f0a96ed7706a1568efa31fde57ffbeb60a7788c2</a></td><td><a href="/pages/b5c7d5b7677814317721b04088046f74558e7756">/pages/b5c7d5b7677814317721b04088046f74558e7756</a></td></tr><tr><td><a href="/pages/744e7d433d981b3fd86d1a7ad5e4f1d406c1c0eb">Nemotron 3</a></td><td><a href="/files/ed034614a3f469c9a0d7bae47f51f2c87e7fb054">/files/ed034614a3f469c9a0d7bae47f51f2c87e7fb054</a></td><td><a href="/pages/744e7d433d981b3fd86d1a7ad5e4f1d406c1c0eb">/pages/744e7d433d981b3fd86d1a7ad5e4f1d406c1c0eb</a></td></tr><tr><td><a href="/pages/585492ce9031c7bf11018debd8017628aaf0db18">FunctionGemma</a></td><td><a href="/files/8f1873c83010f178e532e6ca19b0dc0e7ea3083b">/files/8f1873c83010f178e532e6ca19b0dc0e7ea3083b</a></td><td><a href="/pages/585492ce9031c7bf11018debd8017628aaf0db18">/pages/585492ce9031c7bf11018debd8017628aaf0db18</a></td></tr><tr><td><a href="/pages/27804e7e4efe89993216789d2932c5b1415cf077">Qwen3-VL</a></td><td><a href="/files/41f228dc6ea1a850de4afc5d2bc7fd1d22d36d9d">/files/41f228dc6ea1a850de4afc5d2bc7fd1d22d36d9d</a></td><td><a href="/pages/27804e7e4efe89993216789d2932c5b1415cf077">/pages/27804e7e4efe89993216789d2932c5b1415cf077</a></td></tr><tr><td><a href="/pages/18f54403c2ec31fa43d1878d7b0d9f667b94a739">DeepSeek-OCR</a></td><td><a href="/files/89cb4c5c60220de834bfd6ad0fb4adba1431c04d">/files/89cb4c5c60220de834bfd6ad0fb4adba1431c04d</a></td><td><a href="/pages/18f54403c2ec31fa43d1878d7b0d9f667b94a739">/pages/18f54403c2ec31fa43d1878d7b0d9f667b94a739</a></td></tr><tr><td><a href="/pages/965abb08a6c7b3c74818ff7dba38c65df452a2ca">运行 gpt-oss</a></td><td><a href="/files/437b7c81f7113d76fb85d931f5f9b3a0e2fbbe3f">/files/437b7c81f7113d76fb85d931f5f9b3a0e2fbbe3f</a></td><td><a href="/pages/965abb08a6c7b3c74818ff7dba38c65df452a2ca">/pages/965abb08a6c7b3c74818ff7dba38c65df452a2ca</a></td></tr><tr><td><a href="/pages/4991295da147774f87b981fb5f8227e572f31c2f">Ministral 3</a></td><td><a href="/files/ec8776ccfc610e0a01178d9f3507ccf2a0cbc034">/files/ec8776ccfc610e0a01178d9f3507ccf2a0cbc034</a></td><td><a href="/pages/4991295da147774f87b981fb5f8227e572f31c2f">/pages/4991295da147774f87b981fb5f8227e572f31c2f</a></td></tr><tr><td><a href="/pages/46d34a983e9c5a2763bb18c48daf83bcbd1ba871">Kimi K2 Thinking</a></td><td><a href="/files/11280f34eb4f364d306fcafd02694c4d63a05be0">/files/11280f34eb4f364d306fcafd02694c4d63a05be0</a></td><td><a href="/pages/46d34a983e9c5a2763bb18c48daf83bcbd1ba871">/pages/46d34a983e9c5a2763bb18c48daf83bcbd1ba871</a></td></tr><tr><td><a href="/pages/1d7550c0346dc79003c120cca2e0063a9addf768">视觉强化学习</a></td><td><a href="/files/4365c4186bc39860e84d02899d710a43263d808f">/files/4365c4186bc39860e84d02899d710a43263d808f</a></td><td><a href="/pages/1d7550c0346dc79003c120cca2e0063a9addf768">/pages/1d7550c0346dc79003c120cca2e0063a9addf768</a></td></tr><tr><td><a href="/pages/e159c2414bf59eef4f0d1e98dc6013b013c34532">DeepSeek-V3.1</a> Terminus</td><td><a href="/files/0f2f182ff2ddc9391ea2966c709a861ef07cd518">/files/0f2f182ff2ddc9391ea2966c709a861ef07cd518</a></td><td><a href="/pages/e159c2414bf59eef4f0d1e98dc6013b013c34532">/pages/e159c2414bf59eef4f0d1e98dc6013b013c34532</a></td></tr><tr><td><a href="/pages/04b53b5f8ccc52e6530ba353ac2df848a070f75e">Qwen3 Coder</a></td><td><a href="/files/52f1ec18ea5523bbebcaf00f3855891ba63c519d">/files/52f1ec18ea5523bbebcaf00f3855891ba63c519d</a></td><td><a href="/pages/04b53b5f8ccc52e6530ba353ac2df848a070f75e">/pages/04b53b5f8ccc52e6530ba353ac2df848a070f75e</a></td></tr><tr><td><a href="/pages/0148694a359883dd63c310577df8161407074855">微调 gpt-oss</a></td><td><a href="/files/860776ee4a47dfc26d3cfd9a116c314ffb3754ea">/files/860776ee4a47dfc26d3cfd9a116c314ffb3754ea</a></td><td><a href="/pages/0148694a359883dd63c310577df8161407074855">/pages/0148694a359883dd63c310577df8161407074855</a></td></tr><tr><td><a href="/pages/3e19eb045e2102b53e82b58d156a4c97ae6e6841">Magistral 1.2</a></td><td><a href="/files/6d3fe28855c81bf7db52045e5f534d7ff813fc20">/files/6d3fe28855c81bf7db52045e5f534d7ff813fc20</a></td><td><a href="/pages/3e19eb045e2102b53e82b58d156a4c97ae6e6841">/pages/3e19eb045e2102b53e82b58d156a4c97ae6e6841</a></td></tr><tr><td><a href="/pages/4f67226331354d381a9545a411f8f9364fd9cf27">Gemma 3n</a></td><td><a href="/files/831d3751c9fd9fece4a14c80c94af928e38fcee0">/files/831d3751c9fd9fece4a14c80c94af928e38fcee0</a></td><td><a href="/pages/4f67226331354d381a9545a411f8f9364fd9cf27">/pages/4f67226331354d381a9545a411f8f9364fd9cf27</a></td></tr><tr><td><a href="/pages/8db617b6a4600d935dc1abb0de60011e111d55ff"><strong>Qwen3-2507</strong></a></td><td><a href="/files/483d810e367b6883502941e2d11a2cc540cdb070">/files/483d810e367b6883502941e2d11a2cc540cdb070</a></td><td><a href="/pages/8db617b6a4600d935dc1abb0de60011e111d55ff">/pages/8db617b6a4600d935dc1abb0de60011e111d55ff</a></td></tr><tr><td><a href="/pages/cc90024db8d8f2b8456ab21f1a604bf6329b4ade">DeepSeek-R1-0528</a></td><td><a href="/files/e955d5b1e83805383e28e3e3b18548fa29451f89">/files/e955d5b1e83805383e28e3e3b18548fa29451f89</a></td><td><a href="/pages/cc90024db8d8f2b8456ab21f1a604bf6329b4ade">/pages/cc90024db8d8f2b8456ab21f1a604bf6329b4ade</a></td></tr><tr><td><a href="/pages/46d34a983e9c5a2763bb18c48daf83bcbd1ba871">Kimi K2</a></td><td><a href="/files/c8854eb9e32558b7c9bf10e063477e3b33269c99">/files/c8854eb9e32558b7c9bf10e063477e3b33269c99</a></td><td><a href="/pages/46d34a983e9c5a2763bb18c48daf83bcbd1ba871">/pages/46d34a983e9c5a2763bb18c48daf83bcbd1ba871</a></td></tr><tr><td><a href="/pages/bf18dbdaeec1eb9a55d550c53a565fcd383bbedc">Devstral 2507</a></td><td><a href="/files/2aa1ee8fe274896332ddfa5dc199c6fe7df882b5">/files/2aa1ee8fe274896332ddfa5dc199c6fe7df882b5</a></td><td><a href="/pages/bf18dbdaeec1eb9a55d550c53a565fcd383bbedc">/pages/bf18dbdaeec1eb9a55d550c53a565fcd383bbedc</a></td></tr><tr><td><a href="/pages/402177956bb6f4d27c0bfee66439d5584b91564e">在 Blackwell 和 RTX 50 GPU 上微调</a></td><td><a href="/files/2ecd9b22bbd73946abb140d8fa67361f7f98f3bc">/files/2ecd9b22bbd73946abb140d8fa67361f7f98f3bc</a></td><td><a href="/pages/402177956bb6f4d27c0bfee66439d5584b91564e">/pages/402177956bb6f4d27c0bfee66439d5584b91564e</a></td></tr><tr><td><a href="/pages/d2ec5af816022e7e65a1929ffa5d6060bf270047">TTS 微调</a></td><td><a href="/files/77cfcb2135dcb17c36454a240887cb1379b839f5">/files/77cfcb2135dcb17c36454a240887cb1379b839f5</a></td><td><a href="/pages/d2ec5af816022e7e65a1929ffa5d6060bf270047">/pages/d2ec5af816022e7e65a1929ffa5d6060bf270047</a></td></tr><tr><td><a href="/pages/ea62c0023475466d68867497372502852aec44f9">Qwen3</a></td><td><a href="/files/df2fbe898b4699c5134c9fc999c139b83251d89e">/files/df2fbe898b4699c5134c9fc999c139b83251d89e</a></td><td><a href="/pages/ea62c0023475466d68867497372502852aec44f9">/pages/ea62c0023475466d68867497372502852aec44f9</a></td></tr><tr><td><a href="/pages/4af548c36209e6a98ab992e40cc8085cf71fe1b1">Phi-4 推理</a></td><td><a href="/files/f0226a71bf72b570736b2c02c23853301f07dfae">/files/f0226a71bf72b570736b2c02c23853301f07dfae</a></td><td><a href="/pages/4af548c36209e6a98ab992e40cc8085cf71fe1b1">/pages/4af548c36209e6a98ab992e40cc8085cf71fe1b1</a></td></tr><tr><td><a href="https://github.com/unslothai/docs/blob/main/basics/unsloth-dynamic-2.0-ggufs">动态 2.0 GGUF</a></td><td><a href="/files/5665c0ac353ad45a5ab496258a633c66a3150632">/files/5665c0ac353ad45a5ab496258a633c66a3150632</a></td><td><a href="https://github.com/unslothai/docs/blob/main/basics/unsloth-dynamic-2.0-ggufs">https://github.com/unslothai/docs/blob/main/basics/unsloth-dynamic-2.0-ggufs</a></td></tr><tr><td><a href="/pages/42678e5a7e3e685fdb02fdfa055add8deb255047">Llama 4</a></td><td><a href="/files/8d08d475b2995005c4a994e0114fa3224dfa2139">/files/8d08d475b2995005c4a994e0114fa3224dfa2139</a></td><td><a href="/pages/42678e5a7e3e685fdb02fdfa055add8deb255047">/pages/42678e5a7e3e685fdb02fdfa055add8deb255047</a></td></tr><tr><td><a href="/pages/475f6ff513257bac96c996ccb621236825757b4e">DeepSeek-V3-0324</a></td><td><a href="/files/33bb2e34d967a671bc733e4e55d3732dcfe1c223">/files/33bb2e34d967a671bc733e4e55d3732dcfe1c223</a></td><td><a href="/pages/475f6ff513257bac96c996ccb621236825757b4e">/pages/475f6ff513257bac96c996ccb621236825757b4e</a></td></tr><tr><td><a href="/pages/1834e3a31973190a1f05682cdcd1a9031464c344">Grok 2</a></td><td><a href="/files/d6c4183439ff99373410ac8a4ad617a6fe5262c0">/files/d6c4183439ff99373410ac8a4ad617a6fe5262c0</a></td><td><a href="/pages/1834e3a31973190a1f05682cdcd1a9031464c344">/pages/1834e3a31973190a1f05682cdcd1a9031464c344</a></td></tr><tr><td><a href="/pages/d4856201ff076e83de868b083ab0653288b531ee">Gemma 3</a></td><td><a href="/files/91e31ebcaf4aebaee4141424181f887cafb45a4b">/files/91e31ebcaf4aebaee4141424181f887cafb45a4b</a></td><td><a href="/pages/d4856201ff076e83de868b083ab0653288b531ee">/pages/d4856201ff076e83de868b083ab0653288b531ee</a></td></tr><tr><td><a href="/pages/152e63aa9c7c5dfb094c254c117d4bd06908bf98">QwQ-32B</a></td><td><a href="/files/f6b9d6a1a0d2b7ce94dd81751d25c21a4bece701">/files/f6b9d6a1a0d2b7ce94dd81751d25c21a4bece701</a></td><td><a href="/pages/152e63aa9c7c5dfb094c254c117d4bd06908bf98">/pages/152e63aa9c7c5dfb094c254c117d4bd06908bf98</a></td></tr><tr><td><a href="/pages/9aeceb5c9d6f0a75d39bba30684b3f56d8aa245f">DeepSeek-R1</a></td><td><a href="/files/c8fc87e2d95300f93ece3072235f2bb9d674a866">/files/c8fc87e2d95300f93ece3072235f2bb9d674a866</a></td><td><a href="/pages/9aeceb5c9d6f0a75d39bba30684b3f56d8aa245f">/pages/9aeceb5c9d6f0a75d39bba30684b3f56d8aa245f</a></td></tr><tr><td><a href="/pages/7e8be22a966d3861ff1f7ebbd178ae7144d05c51">强化学习（RL）</a></td><td><a href="/files/5d8e6e3e58ba4b1a4c5a74b7c49a6bd752fd716c">/files/5d8e6e3e58ba4b1a4c5a74b7c49a6bd752fd716c</a></td><td><a href="/pages/289d4338990d56fc4202e77bbae62bb949a7b439">/pages/289d4338990d56fc4202e77bbae62bb949a7b439</a></td></tr><tr><td><a href="https://www.unsloth.ai/blog/mistral-small-3.1">Mistral Small 3.1</a></td><td><a href="/files/e6b899583ebc31f8d08d74b34e45935d672b7b7a">/files/e6b899583ebc31f8d08d74b34e45935d672b7b7a</a></td><td><a href="https://www.unsloth.ai/blog/mistral-small-3.1">https://www.unsloth.ai/blog/mistral-small-3.1</a></td></tr><tr><td><a href="/pages/e36b62f99558f2c1e1e644ea9bc15aa9621d449b">Llama 3</a></td><td><a href="/files/380c0436d0303f382e030c662a922c519cc48d00">/files/380c0436d0303f382e030c662a922c519cc48d00</a></td><td><a href="/pages/e36b62f99558f2c1e1e644ea9bc15aa9621d449b">/pages/e36b62f99558f2c1e1e644ea9bc15aa9621d449b</a></td></tr><tr><td><a href="/pages/5fbd33a15690ccb7e121b10fec182c0112c69066">视觉微调</a></td><td><a href="/files/7dfd591dff3a1a4850d1b3d14d2e1e7575e67f89">/files/7dfd591dff3a1a4850d1b3d14d2e1e7575e67f89</a></td><td><a href="/pages/5fbd33a15690ccb7e121b10fec182c0112c69066">/pages/5fbd33a15690ccb7e121b10fec182c0112c69066</a></td></tr><tr><td><a href="/pages/eeac0ed07f31cdf24b72252a10d6eceef0bc3355">继续预训练</a></td><td><a href="/files/a12a212970008db26c8147af86d4059c7c4ac465">/files/a12a212970008db26c8147af86d4059c7c4ac465</a></td><td><a href="/pages/eeac0ed07f31cdf24b72252a10d6eceef0bc3355">/pages/eeac0ed07f31cdf24b72252a10d6eceef0bc3355</a></td></tr><tr><td><a href="https://unsloth.ai/blog/llama3-3">Llama 3.3</a></td><td><a href="/files/67387f64737600a9dca1ec4977f20d0ebffe29d0">/files/67387f64737600a9dca1ec4977f20d0ebffe29d0</a></td><td><a href="https://unsloth.ai/blog/llama3-3">https://unsloth.ai/blog/llama3-3</a></td></tr><tr><td><a href="https://unsloth.ai/blog/gemma2">Gemma 2</a></td><td><a href="/files/bf6b9a368451a93b8251d5ec66711149a4f3509f">/files/bf6b9a368451a93b8251d5ec66711149a4f3509f</a></td><td><a href="https://unsloth.ai/blog/gemma2">https://unsloth.ai/blog/gemma2</a></td></tr><tr><td><a href="https://unsloth.ai/blog/phi3">Phi-3</a></td><td><a href="/files/04a6d843fde3748b3469fa22383f46b8960fbdb9">/files/04a6d843fde3748b3469fa22383f46b8960fbdb9</a></td><td><a href="https://unsloth.ai/blog/phi3">https://unsloth.ai/blog/phi3</a></td></tr></tbody></table>


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://unsloth.ai/docs/zh/mo-xing/tutorials.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
