Qwen/Qwen2.5-Coder-32B-Instruct

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You are a helpful assistant.<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- if message.content %}\n {{- '\\n' + message.content }}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {{- tool_call.arguments | tojson }}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n","eos_token":"<|im_end|>","pad_token":"<|endoftext|>","unk_token":null}},"createdAt":"2024-11-06T07:49:50.000Z","discussionsDisabled":false,"downloads":101980,"downloadsAllTime":719061,"id":"Qwen/Qwen2.5-Coder-32B-Instruct","isLikedByUser":false,"availableInferenceProviders":[{"name":"fireworks-ai","status":"live"},{"name":"sambanova","status":"live"},{"name":"together","status":"live"},{"name":"hf-inference","status":"live"}],"inference":"warm","lastModified":"2025-01-12T02:02:22.000Z","likes":1622,"pipeline_tag":"text-generation","library_name":"transformers","librariesOther":[],"trackDownloads":true,"model-index":null,"private":false,"repoType":"model","gated":false,"pwcLink":{"error":"Unknown error, can't generate link to Papers With Code."},"tags":["transformers","safetensors","qwen2","text-generation","code","codeqwen","chat","qwen","qwen-coder","conversational","en","arxiv:2409.12186","arxiv:2309.00071","arxiv:2407.10671","base_model:Qwen/Qwen2.5-Coder-32B","base_model:finetune:Qwen/Qwen2.5-Coder-32B","license:apache-2.0","autotrain_compatible","text-generation-inference","endpoints_compatible","region:us"],"tag_objs":[{"id":"text-generation","label":"Text Generation","type":"pipeline_tag","subType":"nlp"},{"id":"transformers","label":"Transformers","type":"library"},{"id":"safetensors","label":"Safetensors","type":"library"},{"id":"en","label":"English","type":"language"},{"id":"qwen2","label":"qwen2","type":"other"},{"id":"code","label":"code","type":"other"},{"id":"codeqwen","label":"codeqwen","type":"other"},{"id":"chat","label":"chat","type":"other"},{"id":"qwen","label":"qwen","type":"other"},{"id":"qwen-coder","label":"qwen-coder","type":"other"},{"id":"conversational","label":"conversational","type":"other"},{"id":"base_model:Qwen/Qwen2.5-Coder-32B","label":"base_model:Qwen/Qwen2.5-Coder-32B","type":"other"},{"id":"base_model:finetune:Qwen/Qwen2.5-Coder-32B","label":"base_model:finetune:Qwen/Qwen2.5-Coder-32B","type":"other"},{"id":"autotrain_compatible","label":"AutoTrain Compatible","type":"other"},{"id":"text-generation-inference","label":"text-generation-inference","type":"other"},{"id":"endpoints_compatible","label":"Inference Endpoints","type":"other"},{"id":"arxiv:2409.12186","label":"arxiv:2409.12186","type":"arxiv","extra":{"paperTitle":"Qwen2.5-Coder Technical Report"}},{"id":"arxiv:2309.00071","label":"arxiv:2309.00071","type":"arxiv","extra":{"paperTitle":"YaRN: Efficient Context Window Extension of Large Language Models"}},{"id":"arxiv:2407.10671","label":"arxiv:2407.10671","type":"arxiv","extra":{"paperTitle":"Qwen2 Technical Report"}},{"id":"license:apache-2.0","label":"apache-2.0","type":"license"},{"type":"region","label":"🇺🇸 Region: US","id":"region:us"}],"transformersInfo":{"auto_model":"AutoModelForCausalLM","pipeline_tag":"text-generation","processor":"AutoTokenizer"},"widgetData":[{"text":"Hi, what can you help me with?"},{"text":"Hey, let's have a conversation!"},{"text":"Hello there!"},{"text":"Hey my name is Clara! How are you?"}],"safetensors":{"parameters":{"BF16":32763876352},"total":32763876352,"sharded":true},"hasBlockedOids":false,"region":"us","isQuantized":false,"inferenceStatic":"maybe-loadable"},"discussionsStats":{"closed":10,"open":22,"total":32},"query":{},"inferenceProviders":[{"name":"fireworks-ai","enabled":true,"position":0,"lastUsedAt":"2025-02-17T22:14:06.285Z"},{"name":"sambanova","enabled":true,"position":1,"lastUsedAt":"2025-02-17T22:14:06.285Z"},{"name":"fal-ai","enabled":true,"position":2,"lastUsedAt":"2025-02-17T22:14:06.285Z"},{"name":"replicate","enabled":true,"position":3,"lastUsedAt":"2025-02-17T22:14:06.285Z"},{"name":"together","enabled":true,"position":4,"lastUsedAt":"2025-02-17T22:14:06.285Z"},{"name":"hf-inference","enabled":true,"position":5,"lastUsedAt":"2025-02-17T22:14:06.285Z"}]}"><header class="from-gray-50-to-white border-b border-gray-100 bg-gradient-to-t via-white dark:via-gray-950 pt-6 sm:pt-9"><div class="container relative "><h1 class="flex flex-wrap items-center leading-tight mb-3 text-lg max-sm:gap-y-1.5 md:text-xl"> <div class="group flex flex-none items-center"><div class="relative mr-1 flex items-center"> <span class="inline-block "><span class="contents"><a href="/Qwen" class="text-gray-400 hover:text-blue-600"><img alt="" class="w-3.5 h-3.5 rounded flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/620760a26e3b7210c2ff1943/-s1gyJfvbE1RgO5iBeNOi.png" crossorigin="anonymous"></a></span> </span></div> <span class="inline-block "><span class="contents"><a href="/Qwen" class="text-gray-400 hover:text-blue-600">Qwen</a></span> </span> <div class="mx-0.5 text-gray-300">/</div></div> <div class="max-w-full "><a class="break-words font-mono font-semibold hover:text-blue-600 " href="/Qwen/Qwen2.5-Coder-32B-Instruct">Qwen2.5-Coder-32B-Instruct</a> <button class="relative text-sm mr-4 inline-flex cursor-pointer items-center text-sm focus:outline-none mx-0.5 text-gray-600 " title="Copy model name to clipboard" 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height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg></div> <span>Text Generation</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?library=transformers"><div class="tag tag-white "><svg class="text-black inline-block text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" preserveAspectRatio="xMidYMid meet" width="1em" height="1em" viewBox="0 0 95 88"><path fill="#fff" d="M94.25 70.08a8.28 8.28 0 0 1-.43 6.46 10.57 10.57 0 0 1-3 3.6 25.18 25.18 0 0 1-5.7 3.2 65.74 65.74 0 0 1-7.56 2.65 46.67 46.67 0 0 1-11.42 1.68c-5.42.05-10.09-1.23-13.4-4.5a40.4 40.4 0 0 1-10.14.03c-3.34 3.25-7.99 4.52-13.39 4.47a46.82 46.82 0 0 1-11.43-1.68 66.37 66.37 0 0 1-7.55-2.65c-2.28-.98-4.17-2-5.68-3.2a10.5 10.5 0 0 1-3.02-3.6c-.99-2-1.18-4.3-.42-6.46a8.54 8.54 0 0 1-.33-5.63c.25-.95.66-1.83 1.18-2.61a8.67 8.67 0 0 1 2.1-8.47 8.23 8.23 0 0 1 2.82-2.07 41.75 41.75 0 1 1 81.3-.12 8.27 8.27 0 0 1 3.11 2.19 8.7 8.7 0 0 1 2.1 8.47c.52.78.93 1.66 1.18 2.61a8.61 8.61 0 0 1-.32 5.63Z"></path><path fill="#FFD21E" d="M47.21 76.5a34.75 34.75 0 1 0 0-69.5 34.75 34.75 0 0 0 0 69.5Z"></path><path fill="#FF9D0B" d="M81.96 41.75a34.75 34.75 0 1 0-69.5 0 34.75 34.75 0 0 0 69.5 0Zm-73.5 0a38.75 38.75 0 1 1 77.5 0 38.75 38.75 0 0 1-77.5 0Z"></path><path fill="#3A3B45" d="M58.5 32.3c1.28.44 1.78 3.06 3.07 2.38a5 5 0 1 0-6.76-2.07c.61 1.15 2.55-.72 3.7-.32ZM34.95 32.3c-1.28.44-1.79 3.06-3.07 2.38a5 5 0 1 1 6.76-2.07c-.61 1.15-2.56-.72-3.7-.32Z"></path><path fill="#FF323D" d="M46.96 56.29c9.83 0 13-8.76 13-13.26 0-2.34-1.57-1.6-4.09-.36-2.33 1.15-5.46 2.74-8.9 2.74-7.19 0-13-6.88-13-2.38s3.16 13.26 13 13.26Z"></path><path fill="#3A3B45" fill-rule="evenodd" d="M39.43 54a8.7 8.7 0 0 1 5.3-4.49c.4-.12.81.57 1.24 1.28.4.68.82 1.37 1.24 1.37.45 0 .9-.68 1.33-1.35.45-.7.89-1.38 1.32-1.25a8.61 8.61 0 0 1 5 4.17c3.73-2.94 5.1-7.74 5.1-10.7 0-2.34-1.57-1.6-4.09-.36l-.14.07c-2.31 1.15-5.39 2.67-8.77 2.67s-6.45-1.52-8.77-2.67c-2.6-1.29-4.23-2.1-4.23.29 0 3.05 1.46 8.06 5.47 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3.54.41 0 .7-.17.83-.6.79-2.85-12.06-4.05-10.98-8.17.2-.73.71-1.02 1.44-1.02 3.14 0 10.2 5.53 11.68 5.53.11 0 .2-.03.24-.1.74-1.2.33-2.04-4.9-5.2-5.21-3.16-8.88-5.06-6.8-7.33.24-.26.58-.38 1-.38 3.17 0 10.66 6.82 10.66 6.82s2.02 2.1 3.25 2.1c.28 0 .52-.1.68-.38.86-1.46-8.06-8.22-8.56-11.01-.34-1.9.24-2.85 1.31-2.85Z"></path><path fill="#FFD21E" d="M38.6 76.69c2.75-4.04 2.55-7.07-1.22-10.84-3.78-3.77-5.98-9.3-5.98-9.3s-.82-3.2-2.69-2.9c-1.87.3-3.24 5.08.68 8.01 3.91 2.93-.78 4.92-2.29 2.17-1.5-2.75-5.62-9.82-7.76-11.18-2.13-1.35-3.63-.6-3.13 2.2.5 2.79 9.43 9.55 8.56 11-.87 1.47-3.93-1.71-3.93-1.71s-9.57-8.71-11.66-6.44c-2.08 2.27 1.59 4.17 6.8 7.33 5.23 3.16 5.64 4 4.9 5.2-.75 1.2-12.28-8.53-13.36-4.4-1.08 4.11 11.77 5.3 10.98 8.15-.8 2.85-9.06-5.38-10.74-2.18-1.7 3.21 11.65 6.98 11.76 7.01 4.3 1.12 15.25 3.49 19.08-2.12Z"></path><path fill="#FF9D0B" d="M77.4 48c1.62 0 3.07.66 4.07 1.87a5.97 5.97 0 0 1 1.33 3.76 7.1 7.1 0 0 1 1.95-.3c1.55 0 2.95.59 3.94 1.66a5.8 5.8 0 0 1 .8 7 5.3 5.3 0 0 1 1.78 2.82c.24.9.48 2.8-.8 4.74a5.22 5.22 0 0 1 .37 5.02c-1.02 2.32-3.57 4.14-8.51 6.1-3.08 1.22-5.9 2-5.92 2.01a44.33 44.33 0 0 1-10.93 1.6c-5.86 0-10.05-1.8-12.46-5.34-3.88-5.69-3.33-10.9 1.7-15.92 2.78-2.78 4.63-6.87 5.01-7.77.78-2.66 2.83-5.62 6.24-5.62a5.7 5.7 0 0 1 4.6 2.46c1-1.26 1.98-2.25 2.87-2.82A7.4 7.4 0 0 1 77.4 48Zm0 4c-.51 0-1.13.22-1.82.65-2.13 1.36-6.25 8.43-7.76 11.18a2.43 2.43 0 0 1-2.14 1.31c-1.54 0-2.75-1.53-.14-3.48 3.91-2.93 2.54-7.72.67-8.01a1.54 1.54 0 0 0-.24-.02c-1.7 0-2.45 2.93-2.45 2.93s-2.2 5.52-5.97 9.3c-3.78 3.77-3.98 6.8-1.22 10.83 1.87 2.75 5.47 3.58 9.15 3.58 3.82 0 7.73-.9 9.93-1.46.1-.03 13.45-3.8 11.76-7-.29-.54-.75-.76-1.34-.76-2.38 0-6.71 3.54-8.57 3.54-.42 0-.71-.17-.83-.6-.8-2.85 12.05-4.05 10.97-8.17-.19-.73-.7-1.02-1.44-1.02-3.14 0-10.2 5.53-11.68 5.53-.1 0-.19-.03-.23-.1-.74-1.2-.34-2.04 4.88-5.2 5.23-3.16 8.9-5.06 6.8-7.33-.23-.26-.57-.38-.98-.38-3.18 0-10.67 6.82-10.67 6.82s-2.02 2.1-3.24 2.1a.74.74 0 0 1-.68-.38c-.87-1.46 8.05-8.22 8.55-11.01.34-1.9-.24-2.85-1.31-2.85Z"></path><path fill="#FFD21E" d="M56.33 76.69c-2.75-4.04-2.56-7.07 1.22-10.84 3.77-3.77 5.97-9.3 5.97-9.3s.82-3.2 2.7-2.9c1.86.3 3.23 5.08-.68 8.01-3.92 2.93.78 4.92 2.28 2.17 1.51-2.75 5.63-9.82 7.76-11.18 2.13-1.35 3.64-.6 3.13 2.2-.5 2.79-9.42 9.55-8.55 11 .86 1.47 3.92-1.71 3.92-1.71s9.58-8.71 11.66-6.44c2.08 2.27-1.58 4.17-6.8 7.33-5.23 3.16-5.63 4-4.9 5.2.75 1.2 12.28-8.53 13.36-4.4 1.08 4.11-11.76 5.3-10.97 8.15.8 2.85 9.05-5.38 10.74-2.18 1.69 3.21-11.65 6.98-11.76 7.01-4.31 1.12-15.26 3.49-19.08-2.12Z"></path></svg> <span>Transformers</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?library=safetensors"><div class="tag tag-white "><svg class="text-black inline-block text-sm" viewBox="0 0 57 44" fill="none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet"><path d="M36.816 20.1474L54.9918 27.4409C55.5142 27.6506 55.9623 28.0112 56.2788 28.4766C56.5954 28.9421 56.7661 29.4913 56.7691 30.0542C56.7722 30.6171 56.6074 31.1682 56.2959 31.637C55.9844 32.1059 55.5402 32.4713 55.0201 32.6866L29.953 43.0646C29.2593 43.3518 28.4799 43.3518 27.7862 43.0646L2.71624 32.6894C2.19613 32.4741 1.75197 32.1087 1.44044 31.6398C1.12892 31.171 0.964165 30.62 0.967204 30.057C0.970244 29.4941 1.14094 28.9449 1.45751 28.4794C1.77408 28.014 2.22216 27.6534 2.74456 27.4437L21.2404 20.0227C22.2997 19.5979 25.6477 20.8441 28.8682 20.8555C32.3096 20.8668 35.6292 19.6715 36.816 20.1474ZM11.3042 30.1119L28.8682 37.3828L46.435 30.1119L28.8682 23.0619L11.3042 30.1119ZM29.9247 0.388251L54.9918 10.4462C55.5142 10.6559 55.9623 11.0165 56.2788 11.482C56.5954 11.9474 56.7661 12.4967 56.7691 13.0596C56.7722 13.6225 56.6074 14.1735 56.2959 14.6424C55.9844 15.1112 55.5402 15.4766 55.0201 15.6919L29.953 26.07C29.2593 26.3572 28.4799 26.3572 27.7862 26.07L2.71624 15.6948C2.19613 15.4795 1.75197 15.1141 1.44044 14.6452C1.12892 14.1763 0.964165 13.6253 0.967204 13.0624C0.970244 12.4995 1.14094 11.9503 1.45751 11.4848C1.77408 11.0193 2.22216 10.6588 2.74456 10.4491L27.8117 0.388251C28.4896 0.1157 29.2467 0.1157 29.9247 0.388251ZM11.3042 13.1172L28.8682 20.3881L46.435 13.1172L28.8682 6.06729L11.3042 13.1172Z" fill="currentColor"></path></svg> <span>Safetensors</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?language=en"><div class="tag tag-white "> <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="text-green-600/80" preserveAspectRatio="xMidYMid meet" width="1em" height="1em" viewBox="0 0 10 10"><path fill-rule="evenodd" clip-rule="evenodd" d="M0.625 5C0.625 6.16032 1.08594 7.27312 1.90641 8.09359C2.72688 8.91406 3.83968 9.375 5 9.375C6.16032 9.375 7.27312 8.91406 8.09359 8.09359C8.91406 7.27312 9.375 6.16032 9.375 5C9.375 3.83968 8.91406 2.72688 8.09359 1.90641C7.27312 1.08594 6.16032 0.625 5 0.625C3.83968 0.625 2.72688 1.08594 1.90641 1.90641C1.08594 2.72688 0.625 3.83968 0.625 5ZM7.64365 7.48027C7.61734 7.50832 7.59054 7.53598 7.56326 7.56326C7.13828 7.98824 6.61864 8.2968 6.0539 8.46842C6.29802 8.11949 6.49498 7.64804 6.63475 7.09483C7.00845 7.18834 7.35014 7.3187 7.64365 7.48027ZM8.10076 6.87776C8.37677 6.42196 8.55005 5.90894 8.60556 5.37499H6.86808C6.85542 5.71597 6.82551 6.04557 6.77971 6.35841C7.25309 6.47355 7.68808 6.6414 8.062 6.85549C8.07497 6.86283 8.08789 6.87025 8.10076 6.87776ZM6.03795 6.22536C6.07708 5.95737 6.1044 5.67232 6.11705 5.37499H3.88295C3.89666 5.69742 3.92764 6.00542 3.9722 6.29287C4.37075 6.21726 4.79213 6.17749 5.224 6.17749C5.50054 6.17749 5.77294 6.19376 6.03795 6.22536ZM4.1261 7.02673C4.34894 7.84835 4.68681 8.375 5 8.375C5.32122 8.375 5.66839 7.82101 5.8908 6.963C5.67389 6.93928 5.45082 6.92699 5.224 6.92699C4.84316 6.92699 4.47332 6.96176 4.1261 7.02673ZM3.39783 7.21853C3.53498 7.71842 3.72038 8.14579 3.9461 8.46842C3.42141 8.30898 2.93566 8.03132 2.52857 7.65192C2.77253 7.48017 3.06711 7.33382 3.39783 7.21853ZM3.23916 6.48077C3.18263 6.13193 3.14625 5.76074 3.13192 5.37499H1.39444C1.4585 5.99112 1.67936 6.57938 2.03393 7.08403C2.3706 6.83531 2.78055 6.63162 3.23916 6.48077ZM1.39444 4.62499H3.13192C3.14615 4.24204 3.18211 3.87344 3.23794 3.52681C2.77814 3.37545 2.36731 3.17096 2.03024 2.92123C1.67783 3.42469 1.45828 4.011 1.39444 4.62499ZM2.5237 2.35262C2.76812 2.52552 3.06373 2.67281 3.39584 2.78875C3.53318 2.28573 3.71928 1.85578 3.9461 1.53158C3.41932 1.69166 2.93178 1.97089 2.5237 2.35262ZM3.97101 3.71489C3.92709 4.00012 3.89654 4.30547 3.88295 4.62499H6.11705C6.10453 4.33057 6.07761 4.04818 6.03909 3.78248C5.77372 3.81417 5.50093 3.83049 5.224 3.83049C4.79169 3.83049 4.3699 3.79065 3.97101 3.71489ZM5.8928 3.04476C5.67527 3.06863 5.45151 3.08099 5.224 3.08099C4.84241 3.08099 4.47186 3.04609 4.12405 2.98086C4.34686 2.1549 4.68584 1.625 5 1.625C5.32218 1.625 5.67048 2.18233 5.8928 3.04476ZM6.78083 3.6493C6.826 3.95984 6.85552 4.28682 6.86808 4.62499H8.60556C8.55029 4.09337 8.37827 3.58251 8.10436 3.1282C8.0903 3.1364 8.07618 3.14449 8.062 3.15249C7.68838 3.36641 7.25378 3.53417 6.78083 3.6493ZM7.64858 2.52499C7.35446 2.68754 7.0117 2.81868 6.63664 2.91268C6.49676 2.35623 6.29913 1.88209 6.0539 1.53158C6.61864 1.7032 7.13828 2.01176 7.56326 2.43674C7.59224 2.46572 7.62068 2.49514 7.64858 2.52499Z" fill="currentColor"></path></svg> <span>English</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=qwen2"><div class="tag tag-white "> <span>qwen2</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=code"><div class="tag tag-white "> <span>code</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=codeqwen"><div class="tag tag-white "> <span>codeqwen</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=chat"><div class="tag tag-white "> <span>chat</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=qwen"><div class="tag tag-white "> <span>qwen</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=qwen-coder"><div class="tag tag-white "> <span>qwen-coder</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=conversational"><div class="tag tag-white "> <span>conversational</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=text-generation-inference"><div class="tag tag-white "> <svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12"><path fill="#23B0FF" d="m9.6 3.6-3.2-2a1 1 0 0 0-1.1 0L2 3.7a1 1 0 0 0-.3 1.6H10a1 1 0 0 0-.3-1.6Z"></path><path fill="#2094FF" d="m6.7 9.7 3.2-4.5-.4-.8H5.7v4.8l1 .5Z"></path><path fill="#6BCAFF" d="M4.9 9.7 1.7 5.2l.4-.8h3.8v4.8l-1 .5Z"></path><path fill="#000" fill-rule="evenodd" d="M9.9 3.2c.8.5 1 1.5.5 2.3L7 10c-.6.9-2 .9-2.6 0L1.3 5.5c-.5-.8-.3-1.8.5-2.3l3.2-2c.5-.3 1.2-.3 1.7 0l3.2 2ZM6.4 5h3l-3 4.2V5ZM5.3 5h-3l3 4.2V5Zm3.8-1L6 2a.5.5 0 0 0-.5 0L2.6 4H9Z" clip-rule="evenodd"></path></svg> <span>text-generation-inference</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/models?other=endpoints_compatible"><div class="tag tag-white "> <svg class="" width="1em" height="1em" viewBox="0 0 74 75" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M46.6517 14.9309C48.2799 11.0495 45.4292 6.76251 41.2202 6.76251H24.1817C19.8066 6.76251 15.9021 9.50789 14.4218 13.6249L8.51785 30.0453C6.77792 34.8844 6.77792 40.1785 8.51785 45.0177L14.4218 61.438C15.9021 65.5551 19.8066 68.3004 24.1817 68.3004H41.2202C45.4292 68.3004 48.2799 64.0134 46.6517 60.132L40.7616 46.0903C38.465 40.6155 38.465 34.4475 40.7616 28.9727L46.6517 14.9309Z" fill="#861FFF" stroke="black" stroke-width="12.6835" stroke-linejoin="round"></path><circle cx="53.1334" cy="37.5315" r="13.9518" fill="#FF3270" stroke="black" stroke-width="12.6835" stroke-linejoin="round"></circle></svg> <span>Inference Endpoints</span> </div></a> <div class="relative inline-block "> <button class="group mr-1 mb-1 md:mr-1.5 md:mb-1.5 rounded-full rounded-br-none " type="button"> <div class="tag tag-white rounded-full relative rounded-br-none pr-2.5"> <svg class="-mr-1 text-gray-400" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 12 12" preserveAspectRatio="xMidYMid meet" fill="none"><path fill="currentColor" fill-rule="evenodd" d="M8.007 1.814a1.176 1.176 0 0 0-.732-.266H3.088c-.64 0-1.153.512-1.153 1.152v6.803c0 .64.513 1.152 1.153 1.152h5.54c.632 0 1.144-.511 1.144-1.152V3.816c0-.338-.137-.658-.412-.887L8.007 1.814Zm-1.875 1.81c0 .695.55 1.253 1.244 1.253h.983a.567.567 0 0 1 .553.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.574.574 0 0 1 .434.19.567.567 0 0 1 .142.395v.64Z" clip-rule="evenodd"></path><path fill="currentColor" fill-opacity=".2" fill-rule="evenodd" d="M6.132 3.624c0 .695.55 1.253 1.244 1.253h.97a.567.567 0 0 1 .566.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.567.567 0 0 1 .576.585v.64Z" clip-rule="evenodd"></path></svg> <span class="-mr-2 text-gray-400">arxiv:</span> <span>2409.12186</span> <div class="border-br-gray-200 absolute bottom-0.5 right-0.5 h-1 w-1 border-[3px] border-l-transparent border-t-transparent border-b-gray-200 border-r-gray-200 dark:border-b-gray-700 dark:border-r-gray-700"></div></div> </button> </div> <div class="relative inline-block "> <button class="group mr-1 mb-1 md:mr-1.5 md:mb-1.5 rounded-full rounded-br-none " type="button"> <div class="tag tag-white rounded-full relative rounded-br-none pr-2.5"> <svg class="-mr-1 text-gray-400" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 12 12" preserveAspectRatio="xMidYMid meet" fill="none"><path fill="currentColor" fill-rule="evenodd" d="M8.007 1.814a1.176 1.176 0 0 0-.732-.266H3.088c-.64 0-1.153.512-1.153 1.152v6.803c0 .64.513 1.152 1.153 1.152h5.54c.632 0 1.144-.511 1.144-1.152V3.816c0-.338-.137-.658-.412-.887L8.007 1.814Zm-1.875 1.81c0 .695.55 1.253 1.244 1.253h.983a.567.567 0 0 1 .553.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.574.574 0 0 1 .434.19.567.567 0 0 1 .142.395v.64Z" clip-rule="evenodd"></path><path fill="currentColor" fill-opacity=".2" fill-rule="evenodd" d="M6.132 3.624c0 .695.55 1.253 1.244 1.253h.97a.567.567 0 0 1 .566.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.567.567 0 0 1 .576.585v.64Z" clip-rule="evenodd"></path></svg> <span class="-mr-2 text-gray-400">arxiv:</span> <span>2309.00071</span> <div class="border-br-gray-200 absolute bottom-0.5 right-0.5 h-1 w-1 border-[3px] border-l-transparent border-t-transparent border-b-gray-200 border-r-gray-200 dark:border-b-gray-700 dark:border-r-gray-700"></div></div> </button> </div> <div class="relative inline-block "> <button class="group mr-1 mb-1 md:mr-1.5 md:mb-1.5 rounded-full rounded-br-none " type="button"> <div class="tag tag-white rounded-full relative rounded-br-none pr-2.5"> <svg class="-mr-1 text-gray-400" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 12 12" preserveAspectRatio="xMidYMid meet" fill="none"><path fill="currentColor" fill-rule="evenodd" d="M8.007 1.814a1.176 1.176 0 0 0-.732-.266H3.088c-.64 0-1.153.512-1.153 1.152v6.803c0 .64.513 1.152 1.153 1.152h5.54c.632 0 1.144-.511 1.144-1.152V3.816c0-.338-.137-.658-.412-.887L8.007 1.814Zm-1.875 1.81c0 .695.55 1.253 1.244 1.253h.983a.567.567 0 0 1 .553.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.574.574 0 0 1 .434.19.567.567 0 0 1 .142.395v.64Z" clip-rule="evenodd"></path><path fill="currentColor" fill-opacity=".2" fill-rule="evenodd" d="M6.132 3.624c0 .695.55 1.253 1.244 1.253h.97a.567.567 0 0 1 .566.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.567.567 0 0 1 .576.585v.64Z" clip-rule="evenodd"></path></svg> <span class="-mr-2 text-gray-400">arxiv:</span> <span>2407.10671</span> <div class="border-br-gray-200 absolute bottom-0.5 right-0.5 h-1 w-1 border-[3px] border-l-transparent border-t-transparent border-b-gray-200 border-r-gray-200 dark:border-b-gray-700 dark:border-r-gray-700"></div></div> </button> </div><div class="relative inline-block "> <button class="group mr-1 mb-1 md:mr-1.5 md:mb-1.5 rounded-full rounded-br-none " type="button"> <div class="tag tag-white rounded-full relative rounded-br-none pr-2.5"> <svg class="text-xs text-gray-900" width="1em" height="1em" viewBox="0 0 10 10" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M1.46009 5.0945V6.88125C1.46009 7.25201 1.75937 7.55129 2.13012 7.55129C2.50087 7.55129 2.80016 7.25201 2.80016 6.88125V5.0945C2.80016 4.72375 2.50087 4.42446 2.13012 4.42446C1.75937 4.42446 1.46009 4.72375 1.46009 5.0945ZM4.14022 5.0945V6.88125C4.14022 7.25201 4.4395 7.55129 4.81026 7.55129C5.18101 7.55129 5.48029 7.25201 5.48029 6.88125V5.0945C5.48029 4.72375 5.18101 4.42446 4.81026 4.42446C4.4395 4.42446 4.14022 4.72375 4.14022 5.0945ZM1.23674 9.78473H8.38377C8.75452 9.78473 9.0538 9.48545 9.0538 9.1147C9.0538 8.74395 8.75452 8.44466 8.38377 8.44466H1.23674C0.865993 8.44466 0.566711 8.74395 0.566711 9.1147C0.566711 9.48545 0.865993 9.78473 1.23674 9.78473ZM6.82036 5.0945V6.88125C6.82036 7.25201 7.11964 7.55129 7.49039 7.55129C7.86114 7.55129 8.16042 7.25201 8.16042 6.88125V5.0945C8.16042 4.72375 7.86114 4.42446 7.49039 4.42446C7.11964 4.42446 6.82036 4.72375 6.82036 5.0945ZM4.39484 0.623142L0.865993 2.48137C0.682851 2.57517 0.566711 2.76725 0.566711 2.97273C0.566711 3.28094 0.816857 3.53109 1.12507 3.53109H8.49991C8.80365 3.53109 9.0538 3.28094 9.0538 2.97273C9.0538 2.76725 8.93766 2.57517 8.75452 2.48137L5.22568 0.623142C4.9666 0.484669 4.65391 0.484669 4.39484 0.623142V0.623142Z" fill="currentColor"></path></svg> <span class="-mr-1 text-gray-400">License:</span> <span>apache-2.0</span> <div class="border-br-gray-200 absolute bottom-0.5 right-0.5 h-1 w-1 border-[3px] border-l-transparent border-t-transparent border-b-gray-200 border-r-gray-200 dark:border-b-gray-700 dark:border-r-gray-700"></div></div> </button> </div></div> <div class="flex flex-col-reverse lg:flex-row lg:items-center lg:justify-between"><div class="-mb-px 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Texts</a> </li></ul> </li><li><a class="mb-0.5 block break-words hover:underline active:text-gray-700 dark:active:text-gray-300 text-gray-500" href="#evaluation--performance" title="Evaluation &amp; Performance">Evaluation & Performance</a> <ul class="pl-2"></ul> </li><li><a class="mb-0.5 block break-words hover:underline active:text-gray-700 dark:active:text-gray-300 text-gray-500" href="#citation" title="Citation">Citation</a> <ul class="pl-2"></ul> </li></ul> </li></ul></nav></div></div></div></div></div> <div class="SVELTE_HYDRATER contents" data-target="Hydrater" data-props="{"targetSelector":".model-card-content"}"></div> <div class="model-card-content prose md:px-6 md:-mx-6 lg:-mr-20 lg:pr-20 xl:-mr-24 xl:pr-24 2xl:-mr-36 2xl:pr-36 hf-sanitized hf-sanitized--rqDyhsjaH2V0zFhA3E3Y"> <h1 class="relative group flex items-center"> <a rel="nofollow" href="#qwen25-coder-32b-instruct" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="qwen25-coder-32b-instruct"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Qwen2.5-Coder-32B-Instruct </span> </h1> <a rel="nofollow" style="margin: 2px;" href="https://chat.qwenlm.ai/"> <img style="display: inline-block; vertical-align: middle;" src="https://img.shields.io/badge/%F0%9F%92%9C%EF%B8%8F%20Qwen%20Chat%20-536af5" alt="Chat"> </a> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#introduction" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="introduction"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Introduction </span> </h2> <p>Qwen2.5-Coder is the latest series of Code-Specific Qwen large language models (formerly known as CodeQwen). As of now, Qwen2.5-Coder has covered six mainstream model sizes, 0.5, 1.5, 3, 7, 14, 32 billion parameters, to meet the needs of different developers. Qwen2.5-Coder brings the following improvements upon CodeQwen1.5:</p> <ul> <li>Significantly improvements in <strong>code generation</strong>, <strong>code reasoning</strong> and <strong>code fixing</strong>. Base on the strong Qwen2.5, we scale up the training tokens into 5.5 trillion including source code, text-code grounding, Synthetic data, etc. Qwen2.5-Coder-32B has become the current state-of-the-art open-source codeLLM, with its coding abilities matching those of GPT-4o.</li> <li>A more comprehensive foundation for real-world applications such as <strong>Code Agents</strong>. Not only enhancing coding capabilities but also maintaining its strengths in mathematics and general competencies.</li> <li><strong>Long-context Support</strong> up to 128K tokens.</li> </ul> <p><strong>This repo contains the instruction-tuned 32B Qwen2.5-Coder model</strong>, which has the following features:</p> <ul> <li>Type: Causal Language Models</li> <li>Training Stage: Pretraining & Post-training</li> <li>Architecture: transformers with RoPE, SwiGLU, RMSNorm, and Attention QKV bias</li> <li>Number of Parameters: 32.5B</li> <li>Number of Paramaters (Non-Embedding): 31.0B</li> <li>Number of Layers: 64</li> <li>Number of Attention Heads (GQA): 40 for Q and 8 for KV</li> <li>Context Length: Full 131,072 tokens<ul> <li>Please refer to <a rel="nofollow" href="#processing-long-texts">this section</a> for detailed instructions on how to deploy Qwen2.5 for handling long texts.</li> </ul> </li> </ul> <p>For more details, please refer to our <a rel="nofollow" href="https://qwenlm.github.io/blog/qwen2.5-coder-family/">blog</a>, <a rel="nofollow" href="https://github.com/QwenLM/Qwen2.5-Coder">GitHub</a>, <a rel="nofollow" href="https://qwen.readthedocs.io/en/latest/">Documentation</a>, <a rel="nofollow" href="https://arxiv.org/abs/2409.12186">Arxiv</a>.</p> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#requirements" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="requirements"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Requirements </span> </h2> <p>The code of Qwen2.5-Coder has been in the latest Hugging face <code>transformers</code> and we advise you to use the latest version of <code>transformers</code>.</p> <p>With <code>transformers<4.37.0</code>, you will encounter the following error:</p> <pre><code>KeyError: 'qwen2' </code></pre> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#quickstart" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="quickstart"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Quickstart </span> </h2> <p>Here provides a code snippet with <code>apply_chat_template</code> to show you how to load the tokenizer and model and how to generate contents.</p> <pre><code class="language-python"><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> AutoModelForCausalLM, AutoTokenizer model_name = <span class="hljs-string">"Qwen/Qwen2.5-Coder-32B-Instruct"</span> model = AutoModelForCausalLM.from_pretrained( model_name, torch_dtype=<span class="hljs-string">"auto"</span>, device_map=<span class="hljs-string">"auto"</span> ) tokenizer = AutoTokenizer.from_pretrained(model_name) prompt = <span class="hljs-string">"write a quick sort algorithm."</span> messages = [ {<span class="hljs-string">"role"</span>: <span class="hljs-string">"system"</span>, <span class="hljs-string">"content"</span>: <span class="hljs-string">"You are Qwen, created by Alibaba Cloud. You are a helpful assistant."</span>}, {<span class="hljs-string">"role"</span>: <span class="hljs-string">"user"</span>, <span class="hljs-string">"content"</span>: prompt} ] text = tokenizer.apply_chat_template( messages, tokenize=<span class="hljs-literal">False</span>, add_generation_prompt=<span class="hljs-literal">True</span> ) model_inputs = tokenizer([text], return_tensors=<span class="hljs-string">"pt"</span>).to(model.device) generated_ids = model.generate( **model_inputs, max_new_tokens=<span class="hljs-number">512</span> ) generated_ids = [ output_ids[<span class="hljs-built_in">len</span>(input_ids):] <span class="hljs-keyword">for</span> input_ids, output_ids <span class="hljs-keyword">in</span> <span class="hljs-built_in">zip</span>(model_inputs.input_ids, generated_ids) ] response = tokenizer.batch_decode(generated_ids, skip_special_tokens=<span class="hljs-literal">True</span>)[<span class="hljs-number">0</span>] </code></pre> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#processing-long-texts" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="processing-long-texts"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Processing Long Texts </span> </h3> <p>The current <code>config.json</code> is set for context length up to 32,768 tokens. To handle extensive inputs exceeding 32,768 tokens, we utilize <a rel="nofollow" href="https://arxiv.org/abs/2309.00071">YaRN</a>, a technique for enhancing model length extrapolation, ensuring optimal performance on lengthy texts.</p> <p>For supported frameworks, you could add the following to <code>config.json</code> to enable YaRN:</p> <pre><code class="language-json"><span class="hljs-punctuation">{</span> ...<span class="hljs-punctuation">,</span> <span class="hljs-attr">"rope_scaling"</span><span class="hljs-punctuation">:</span> <span class="hljs-punctuation">{</span> <span class="hljs-attr">"factor"</span><span class="hljs-punctuation">:</span> <span class="hljs-number">4.0</span><span class="hljs-punctuation">,</span> <span class="hljs-attr">"original_max_position_embeddings"</span><span class="hljs-punctuation">:</span> <span class="hljs-number">32768</span><span class="hljs-punctuation">,</span> <span class="hljs-attr">"type"</span><span class="hljs-punctuation">:</span> <span class="hljs-string">"yarn"</span> <span class="hljs-punctuation">}</span> <span class="hljs-punctuation">}</span> </code></pre> <p>For deployment, we recommend using vLLM. Please refer to our <a rel="nofollow" href="https://qwen.readthedocs.io/en/latest/deployment/vllm.html">Documentation</a> for usage if you are not familar with vLLM. Presently, vLLM only supports static YARN, which means the scaling factor remains constant regardless of input length, <strong>potentially impacting performance on shorter texts</strong>. We advise adding the <code>rope_scaling</code> configuration only when processing long contexts is required.</p> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#evaluation--performance" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="evaluation--performance"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Evaluation & Performance </span> </h2> <p>Detailed evaluation results are reported in this <a rel="nofollow" href="https://qwenlm.github.io/blog/qwen2.5-coder-family/">📑 blog</a>.</p> <p>For requirements on GPU memory and the respective throughput, see results <a rel="nofollow" href="https://qwen.readthedocs.io/en/latest/benchmark/speed_benchmark.html">here</a>.</p> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#citation" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="citation"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Citation </span> </h2> <p>If you find our work helpful, feel free to give us a cite.</p> <pre><code>@article{hui2024qwen2, title={Qwen2. 5-Coder Technical Report}, author={Hui, Binyuan and Yang, Jian and Cui, Zeyu and Yang, Jiaxi and Liu, Dayiheng and Zhang, Lei and Liu, Tianyu and Zhang, Jiajun and Yu, Bowen and Dang, Kai and others}, journal={arXiv preprint arXiv:2409.12186}, year={2024} } @article{qwen2, title={Qwen2 Technical Report}, author={An Yang and Baosong Yang and Binyuan Hui and Bo Zheng and Bowen Yu and Chang Zhou and Chengpeng Li and Chengyuan Li and Dayiheng Liu and Fei Huang and Guanting Dong and Haoran Wei and Huan Lin and Jialong Tang and Jialin Wang and Jian Yang and Jianhong Tu and Jianwei Zhang and Jianxin Ma and Jin Xu and Jingren Zhou and Jinze Bai and Jinzheng He and Junyang Lin and Kai Dang and Keming Lu and Keqin Chen and Kexin Yang and Mei Li and Mingfeng Xue and Na Ni and Pei Zhang and Peng Wang and Ru Peng and Rui Men and Ruize Gao and Runji Lin and Shijie Wang and Shuai Bai and Sinan Tan and Tianhang Zhu and Tianhao Li and Tianyu Liu and Wenbin Ge and Xiaodong Deng and Xiaohuan Zhou and Xingzhang Ren and Xinyu Zhang and Xipin Wei and Xuancheng Ren and Yang Fan and Yang Yao and Yichang Zhang and Yu Wan and Yunfei Chu and Yuqiong Liu and Zeyu Cui and Zhenru Zhang and Zhihao Fan}, journal={arXiv preprint arXiv:2407.10671}, year={2024} } </code></pre> </div> </div></section> <section class="pt-8 border-gray-100 md:col-span-5 pt-6 md:pb-24 md:pl-6 md:border-l order-first md:order-none"><div class="flex justify-between pb-2"><dl><dt class="-mb-1 text-sm text-gray-500">Downloads last month</dt><dd class="font-semibold">101,980 </dd></dl> <div class="model-graph h-[40px] w-[200px] flex-none md:w-[150px] lg:w-[200px]"> <svg viewbox="0 0 100 100" width="100%" height="100%" preserveAspectRatio="none" style="overflow: visible;" > <defs> <linearGradient id="fill-gradient" x1="0%" y1="0%" x2="0%" y2="100%"> <stop offset="0%" style="stop-color: rgb(137, 86, 255); 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border text-smd"><div class="flex flex-1 items-center overflow-hidden px-3 py-0.5"><svg class="mr-2 size-4 flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 26 26"><path d="M19.7941 2.5H6.20588C4.15918 2.5 2.5 4.15918 2.5 6.20588V19.7941C2.5 21.8408 4.15918 23.5 6.20588 23.5H19.7941C21.8408 23.5 23.5 21.8408 23.5 19.7941V6.20588C23.5 4.15918 21.8408 2.5 19.7941 2.5Z" fill="#5019C5"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M12.9917 14.8005C12.4958 14.8005 12.0508 14.5061 11.861 14.0503L9.57335 8.58789H10.9123L12.9995 13.5848L15.0847 8.58789H16.4237L14.1223 14.0523C13.9316 14.5061 13.4875 14.8005 12.9917 14.8005ZM15.9767 17.4106C15.4828 17.4106 15.0398 17.1181 14.8481 16.6663C14.6554 16.2105 14.7551 15.6902 15.1034 15.3371L19.2699 11.1168L19.7902 12.3442L15.9758 16.2007L21.4128 16.1704L21.9331 17.3979L15.9777 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12.2695 18.8872 11.0493 18.8872H3.93945V17.7826H10.9946C11.6047 17.7826 12.1053 17.2812 12.1053 16.725C12.1053 16.114 11.6047 15.6674 10.9946 15.6674H10.2672C6.82565 15.6126 3.93945 12.7767 3.93945 9.2828C3.93945 5.78104 6.82565 3 10.3219 3H17.6587C21.1002 3 23.9395 5.94555 23.9395 9.38464V23Z" fill="#EE7624"></path><path d="M11.1041 13.6069C12.6606 13.6617 14.1624 15.0562 14.1624 16.717C14.1624 18.3856 12.7701 19.827 11.0493 19.827H3.93945V20.9394H10.9946C13.3255 20.9394 15.2652 19.0515 15.2652 16.717C15.2652 16.1137 15.1557 15.5575 14.882 15.0013C14.6551 14.5 14.2719 13.9986 13.8808 13.6069C13.435 13.223 12.9344 12.941 12.379 12.7217C11.7142 12.5023 11.0493 12.5571 10.3219 12.5023C9.93085 12.5023 9.047 12.2751 8.54641 11.9461C8.04583 11.6092 7.65474 11.1627 7.43574 10.6692C7.26366 10.2226 7.15416 9.7761 7.15416 9.27473C7.15416 7.55127 8.54641 6.16466 10.2672 6.16466H17.5961C19.3168 6.16466 20.7091 7.66878 20.7091 9.32957V22.9919H21.8198V9.3844C21.8198 7.05773 19.9348 5.05225 17.5961 5.05225H10.3219C7.99108 5.05225 6.0513 6.94022 6.0513 9.27473C6.0513 9.88577 6.16081 10.442 6.43456 10.9982C6.66139 11.4996 6.9899 12.0009 7.43574 12.3848C7.82682 12.7765 8.38216 13.0507 8.88275 13.2779C9.1565 13.3875 9.43808 13.4424 9.76659 13.4972C10.5488 13.552 11.0493 13.6069 11.1041 13.6069Z" fill="#EE7624"></path><path d="M10.9946 23H3.93945V21.8876H10.9946C13.8808 21.8876 16.2116 19.5531 16.2116 16.7172C16.2116 13.8892 13.8808 11.5546 10.9946 11.5546H10.2672C9.047 11.5546 8.04583 10.5519 8.04583 9.32981C8.04583 8.10772 9.047 7.10498 10.2672 7.10498H17.6039C18.8241 7.10498 19.8253 8.16256 19.8253 9.38465V22.9922H18.7146V9.38465C18.7146 8.78144 18.214 8.22523 17.6587 8.22523H10.3219C9.71184 8.22523 9.27383 8.7266 9.27383 9.27498C9.27383 9.83118 9.77442 10.3326 10.3845 10.3326H11.1041C14.6004 10.3326 17.4396 13.1606 17.4396 16.6075C17.3849 20.1641 14.4909 22.9922 10.9946 22.9922V23Z" fill="#EE7624"></path></svg></li> <li title="Together AI"><svg class="size-4" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 26 26"><g clip-path="url(#clip0_55_1726)"><path d="M19.925 2.5H6.33674C4.29004 2.5 2.63086 4.15918 2.63086 6.20588V19.7941C2.63086 21.8408 4.29004 23.5 6.33674 23.5H19.925C21.9717 23.5 23.6309 21.8408 23.6309 19.7941V6.20588C23.6309 4.15918 21.9717 2.5 19.925 2.5Z" fill="#F1EFED"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M17.6087 12.5368C19.6554 12.5368 21.3146 10.8776 21.3146 8.83088C21.3146 6.78418 19.6554 5.125 17.6087 5.125C15.562 5.125 13.9028 6.78418 13.9028 8.83088C13.9028 10.8776 15.562 12.5368 17.6087 12.5368ZM17.6087 21.1842C19.6554 21.1842 21.3146 19.525 21.3146 17.4783C21.3146 15.4316 19.6554 13.7725 17.6087 13.7725C15.562 13.7725 13.9028 15.4316 13.9028 17.4783C13.9028 19.525 15.562 21.1842 17.6087 21.1842ZM12.6676 17.4783C12.6676 19.525 11.0084 21.1842 8.96174 21.1842C6.91504 21.1842 5.25586 19.525 5.25586 17.4783C5.25586 15.4316 6.91504 13.7725 8.96174 13.7725C11.0084 13.7725 12.6676 15.4316 12.6676 17.4783Z" fill="#D3D1D1"></path><path d="M8.96174 12.5368C11.0084 12.5368 12.6676 10.8776 12.6676 8.83088C12.6676 6.78418 11.0084 5.125 8.96174 5.125C6.91504 5.125 5.25586 6.78418 5.25586 8.83088C5.25586 10.8776 6.91504 12.5368 8.96174 12.5368Z" fill="#0F6FFF"></path></g><defs><clipPath id="clip0_55_1726"><rect width="21" height="21" fill="white" transform="translate(2.63086 2.5)"></rect></clipPath></defs></svg></li> <li class="text-sm text-gray-500">+1</li></ul></div> </button> </div></div> <div class="mb-0.5 flex w-full max-w-full flex-wrap items-center text-sm text-gray-500"><div class="mb-1.5 flex items-center gap-4"><a href="/tasks/text-generation" target="_blank" title="Learn more about text-generation"><div class="inline-flex items-center hover:underline"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path d="M16.2607 8.08202L14.468 6.28928C14.3063 6.12804 14.0873 6.03749 13.859 6.03749C13.6307 6.03749 13.4117 6.12804 13.25 6.28928L5.6375 13.904V16.9125H8.64607L16.2607 9.30002C16.422 9.13836 16.5125 8.91935 16.5125 8.69102C16.5125 8.4627 16.422 8.24369 16.2607 8.08202V8.08202ZM8.1953 15.825H6.725V14.3547L11.858 9.22118L13.3288 10.6915L8.1953 15.825ZM14.0982 9.92262L12.6279 8.45232L13.8606 7.21964L15.3309 8.68994L14.0982 9.92262Z"></path><path d="M6.18125 9.84373H7.26875V6.03748H8.9V4.94998H4.55V6.03748H6.18125V9.84373Z"></path><path d="M4.55 11.475H2.375V2.775H11.075V4.95H12.1625V2.775C12.1625 2.48658 12.0479 2.20997 11.844 2.00602C11.64 1.80208 11.3634 1.6875 11.075 1.6875H2.375C2.08658 1.6875 1.80997 1.80208 1.60602 2.00602C1.40207 2.20997 1.2875 2.48658 1.2875 2.775V11.475C1.2875 11.7634 1.40207 12.04 1.60602 12.244C1.80997 12.4479 2.08658 12.5625 2.375 12.5625H4.55V11.475Z"></path></svg> <span>Text Generation</span></div></a></div> <div class="ml-auto flex gap-2"> <div class="flex gap-x-1 peer:"> <div class="relative mb-1.5 "> <div class="inline-flex w-32 justify-between rounded-md border border-gray-100 px-4 py-1"><div class="truncate text-sm">Examples</div> <svg class="-mr-1 ml-2 h-5 w-5 transition ease-in-out transform false" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 20 20" fill="currentColor" aria-hidden="true"><path fill-rule="evenodd" d="M5.293 7.293a1 1 0 011.414 0L10 10.586l3.293-3.293a1 1 0 111.414 1.414l-4 4a1 1 0 01-1.414 0l-4-4a1 1 0 010-1.414z" clip-rule="evenodd"></path></svg></div> </div></div></div></div> <div class="overflow-y-auto rounded-t-lg border border-b-0 leading-tight h-64"><div class="text-balance p-3 pt-6 text-center text-sm text-gray-400">Input a message to start chatting with <strong>Qwen/Qwen2.5-Coder-32B-Instruct</strong>. </div> <div class="flex flex-col items-end space-y-4 p-3"> </div></div> <div class="flex"> <div class="flex h-10 flex-grow"><div class="min-w-0 flex-1"> <span class="inline-block w-full"><span class="contents"><input class="form-input-alt w-full rounded-r-none rounded-t-none" placeholder="Your sentence here..." required type="text" autocomplete="off" value=""></span> </span></div> <span class="inline-block "><span class="contents"><button class="btn-widget h-10 w-24 px-5 rounded-l-none border-l-0 rounded-t-none" type="submit">Send</button></span> </span></div></div> <div class="mt-2"> </div> <div class="flex items-center gap-x-2 text-sm text-gray-500"><button class="flex items-center hover:text-gray-700 dark:hover:text-gray-300" type="button"> <svg class="mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" style="transform: rotate(360deg);"><path d="M31 16l-7 7l-1.41-1.41L28.17 16l-5.58-5.59L24 9l7 7z" fill="currentColor"></path><path d="M1 16l7-7l1.41 1.41L3.83 16l5.58 5.59L8 23l-7-7z" fill="currentColor"></path><path d="M12.419 25.484L17.639 6l1.932.518L14.35 26z" fill="currentColor"></path></svg> View Code </button> <div class="ml-auto"><a href="/playground?modelId=Qwen/Qwen2.5-Coder-32B-Instruct" target="_blank" class="flex items-center hover:text-gray-700 dark:hover:text-gray-300"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path fill-rule="evenodd" clip-rule="evenodd" d="M5 7h22l1 1v16l-1 1H5l-1-1V8l1-1ZM3 8l2-2h22l2 2v16l-2 2H5l-2-2V8Z" fill="currentColor" fill-opacity=".7"></path><rect x="20" y="9" width="6" height="14" rx="1" fill="currentColor" fill-opacity="1"></rect></svg> Open Playground </a></div></div></form></div></div> <div class="divider-column-vertical"></div> <h2 class="mb-3 flex items-baseline overflow-hidden whitespace-nowrap text-smd font-semibold text-gray-800"><svg class="mr-1 inline self-center flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 16 16"><path fill-rule="evenodd" clip-rule="evenodd" d="M3.9 5.34v4.07a3.68 3.68 0 0 0 3.68 3.68h1.99v-1.47H7.58c-1.21 0-2.2-1-2.2-2.21v-1.6c.63.5 1.4.76 2.2.76h1.99V7.1H7.58a2.21 2.21 0 0 1-2.16-1.76H3.9Z" fill="currentColor" fill-opacity=".5"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M2.9 2.36c0-.3.25-.55.55-.55h2.43c.3 0 .55.25.55.55v2.43c0 .3-.24.55-.55.55H3.45a.55.55 0 0 1-.55-.55V2.36Zm6.67 4.23c0-.3.24-.55.55-.55h2.43c.3 0 .55.25.55.55v2.44c0 .3-.25.55-.55.55h-2.43a.55.55 0 0 1-.55-.55V6.59Zm.55 4.07c-.3 0-.55.24-.55.55v2.43c0 .3.24.55.55.55h2.43c.3 0 .55-.25.55-.55v-2.43c0-.3-.25-.55-.55-.55h-2.43Z" fill="currentColor" fill-opacity=".85"></path></svg> Model tree for <span class="ml-1 truncate font-mono text-[0.86rem] font-medium">Qwen/Qwen2.5-Coder-32B-Instruct</span> <a href="/docs/hub/model-cards#specifying-a-base-model" target="_blank" class="ml-1 translate-y-px self-center text-xs text-gray-400 hover:text-gray-700 dark:hover:text-gray-200 max-xl:hidden"><svg class="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M17 22v-8h-4v2h2v6h-3v2h8v-2h-3z" fill="currentColor"></path><path d="M16 8a1.5 1.5 0 1 0 1.5 1.5A1.5 1.5 0 0 0 16 8z" fill="currentColor"></path><path d="M16 30a14 14 0 1 1 14-14a14 14 0 0 1-14 14zm0-26a12 12 0 1 0 12 12A12 12 0 0 0 16 4z" fill="currentColor"></path></svg></a></h2> <div class="flex flex-col space-y-0 whitespace-nowrap pl-1 text-smd text-gray-800"><div class="flex h-[28px] w-full items-center justify-between"><p class="font-semibold">Base model</p> <div class="mx-3 flex-1 translate-y-[2.5px] self-center border-b border-dotted dark:border-gray-800"></div> <a href="/Qwen/Qwen2.5-32B" class="truncate font-mono text-xs underline decoration-gray-300 hover:decoration-gray-600 dark:decoration-gray-500 dark:hover:decoration-gray-200">Qwen/Qwen2.5-32B</a> </div> <div class="mb-1.5 flex h-[28px] items-center justify-between" style="padding-left: 0px;"><div class="relative h-[28px] w-[19px] flex-none"><svg width="15" height="28" class="text-gray-300 dark:text-gray-700" viewBox="0 0 15 28" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M0.967742 0C0.967742 7.67991 7.21819 13.9655 15 13.9655V15C6.74768 15 0 8.3173 0 0H0.967742Z" fill="currentColor"></path></svg></div> <div class="mr-auto flex items-center font-semibold"><svg class="mr-1 inline self-center flex-none text-gray-400" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 17 17"><path opacity="0.25" d="M12.1072 5.27442L7.39274 8.00113L2.67828 5.27442C2.77506 5.10687 2.9131 4.96686 3.07927 4.86771L6.8199 2.70811C7.17506 2.50762 7.61042 2.50762 7.96558 2.70811L11.7062 4.86771C11.8723 4.96681 12.0104 5.10715 12.1072 5.27442Z" fill="currentColor"></path><path opacity="0.5" d="M7.3928 8.00112V13.4431C7.21219 13.4428 7.03398 13.4017 6.87152 13.3228L3.09652 11.1403C2.92264 11.0397 2.77822 10.8952 2.6777 10.7213C2.57717 10.5474 2.52406 10.3501 2.52368 10.1493V5.85298C2.52463 5.65003 2.5779 5.45076 2.67835 5.27441L7.3928 8.00112Z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M12.2621 7.17681V5.85298C12.261 5.6502 12.2077 5.45085 12.1075 5.27441L7.39301 8.00112V13.4431C7.56715 13.4419 7.73957 13.403 7.8971 13.3285L9.44011 12.4381C9.39138 12.3915 9.34927 12.338 9.31521 12.2791C9.25238 12.1704 9.21919 12.0471 9.21895 11.9215V9.23635C9.21955 9.10957 9.25281 8.98509 9.31553 8.87491L9.31524 8.87474C9.37573 8.77002 9.462 8.68251 9.56586 8.62054L11.9037 7.27079C12.0148 7.20808 12.1385 7.17675 12.2621 7.17681Z" fill="currentColor"></path><path opacity="0.25" d="M15.2083 8.87475L12.2617 10.5789L9.31519 8.87475C9.37567 8.77002 9.46195 8.68252 9.5658 8.62055L11.9037 7.2708C12.1257 7.14549 12.3978 7.14549 12.6197 7.2708L14.9576 8.62055C15.0615 8.68249 15.1477 8.7702 15.2083 8.87475Z" fill="currentColor"></path><path opacity="0.5" d="M12.2621 10.5789V13.9801C12.1492 13.9799 12.0378 13.9542 11.9363 13.9049L9.5769 12.5409C9.46822 12.478 9.37796 12.3877 9.31513 12.279C9.2523 12.1703 9.21911 12.047 9.21887 11.9215V9.2363C9.21946 9.10946 9.25276 8.98491 9.31554 8.87469L12.2621 10.5789Z" fill="currentColor"></path><path d="M15.3052 9.2363V11.9215C15.305 12.047 15.2718 12.1703 15.209 12.279C15.1461 12.3877 15.0559 12.478 14.9472 12.5409L12.5771 13.9085C12.4786 13.9551 12.3709 13.9794 12.262 13.9801V10.5789L15.2086 8.87469C15.2712 8.98497 15.3045 9.10956 15.3052 9.2363Z" fill="currentColor"></path></svg> Finetuned</div> <div class="mx-3 flex-1 translate-y-[2.5px] self-center border-b border-dotted dark:border-gray-800"></div> <a href="/Qwen/Qwen2.5-Coder-32B" class="truncate font-mono text-xs underline decoration-gray-300 hover:decoration-gray-800 dark:decoration-gray-700 dark:hover:decoration-gray-300">Qwen/Qwen2.5-Coder-32B</a> </div> <div class="mb-1.5 flex h-[28px] items-center justify-between" style="padding-left: 24px;"><div class="relative h-[28px] w-[19px] flex-none"><svg width="15" height="28" class="text-gray-300 dark:text-gray-700" viewBox="0 0 15 28" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M0.967742 0C0.967742 7.67991 7.21819 13.9655 15 13.9655V15C6.74768 15 0 8.3173 0 0H0.967742Z" fill="currentColor"></path></svg></div> <div class="mr-auto flex items-center font-semibold"><svg class="mr-1 inline self-center flex-none text-gray-400" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 17 17"><path opacity="0.25" d="M12.1072 5.27442L7.39274 8.00113L2.67828 5.27442C2.77506 5.10687 2.9131 4.96686 3.07927 4.86771L6.8199 2.70811C7.17506 2.50762 7.61042 2.50762 7.96558 2.70811L11.7062 4.86771C11.8723 4.96681 12.0104 5.10715 12.1072 5.27442Z" fill="currentColor"></path><path opacity="0.5" d="M7.3928 8.00112V13.4431C7.21219 13.4428 7.03398 13.4017 6.87152 13.3228L3.09652 11.1403C2.92264 11.0397 2.77822 10.8952 2.6777 10.7213C2.57717 10.5474 2.52406 10.3501 2.52368 10.1493V5.85298C2.52463 5.65003 2.5779 5.45076 2.67835 5.27441L7.3928 8.00112Z" fill="currentColor"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M12.2621 7.17681V5.85298C12.261 5.6502 12.2077 5.45085 12.1075 5.27441L7.39301 8.00112V13.4431C7.56715 13.4419 7.73957 13.403 7.8971 13.3285L9.44011 12.4381C9.39138 12.3915 9.34927 12.338 9.31521 12.2791C9.25238 12.1704 9.21919 12.0471 9.21895 11.9215V9.23635C9.21955 9.10957 9.25281 8.98509 9.31553 8.87491L9.31524 8.87474C9.37573 8.77002 9.462 8.68251 9.56586 8.62054L11.9037 7.27079C12.0148 7.20808 12.1385 7.17675 12.2621 7.17681Z" fill="currentColor"></path><path opacity="0.25" d="M15.2083 8.87475L12.2617 10.5789L9.31519 8.87475C9.37567 8.77002 9.46195 8.68252 9.5658 8.62055L11.9037 7.2708C12.1257 7.14549 12.3978 7.14549 12.6197 7.2708L14.9576 8.62055C15.0615 8.68249 15.1477 8.7702 15.2083 8.87475Z" fill="currentColor"></path><path opacity="0.5" d="M12.2621 10.5789V13.9801C12.1492 13.9799 12.0378 13.9542 11.9363 13.9049L9.5769 12.5409C9.46822 12.478 9.37796 12.3877 9.31513 12.279C9.2523 12.1703 9.21911 12.047 9.21887 11.9215V9.2363C9.21946 9.10946 9.25276 8.98491 9.31554 8.87469L12.2621 10.5789Z" fill="currentColor"></path><path d="M15.3052 9.2363V11.9215C15.305 12.047 15.2718 12.1703 15.209 12.279C15.1461 12.3877 15.0559 12.478 14.9472 12.5409L12.5771 13.9085C12.4786 13.9551 12.3709 13.9794 12.262 13.9801V10.5789L15.2086 8.87469C15.2712 8.98497 15.3045 9.10956 15.3052 9.2363Z" fill="currentColor"></path></svg> Finetuned</div> <span class="ml-1 text-gray-600 dark:text-gray-400">(<a href="/models?other=base_model:finetune:Qwen/Qwen2.5-Coder-32B" class="underline decoration-gray-300 hover:text-gray-900 hover:decoration-gray-600 dark:text-gray-300 dark:decoration-gray-500 dark:hover:text-gray-100 dark:hover:decoration-gray-200">11</a>) </span> <div class="mx-3 flex-1 translate-y-[2.5px] self-center border-b border-dotted dark:border-gray-800"></div> <div class="flex items-center justify-center rounded-full bg-blue-500/10 px-2 text-blue-600 dark:text-blue-500" title="Qwen/Qwen2.5-Coder-32B-Instruct">this model </div> </div> <div class="flex w-full flex-col justify-center space-y-0" style="padding-left: 48px;"><div class="flex h-[28px] w-full items-center justify-between gap-1.5"><div class="relative h-[28px] w-[19px] flex-none"><div class="left absolute inset-y-0 -top-[3px] left-0 w-px bg-gray-300 dark:bg-gray-700"></div> <svg class="text-gray-300 dark:text-gray-700" width="19" height="28" viewBox="0 0 19 28" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M1 0C1 7.42391 7.4588 13.5 15.5 13.5V14.5C6.9726 14.5 0 8.04006 0 0H1Z" fill="currentColor"></path></svg></div> <div class="font-semibold">Adapters</div> <div class="mx-3 flex-1 translate-y-[2.5px] self-center border-b border-dotted dark:border-gray-800"></div> <a class="text-gray-700 underline decoration-gray-300 hover:text-gray-900 hover:decoration-gray-600 dark:text-gray-300 dark:decoration-gray-500 dark:hover:text-gray-100 dark:hover:decoration-gray-200" href="/models?other=base_model:adapter:Qwen/Qwen2.5-Coder-32B-Instruct">20 models</a> </div><div class="flex h-[28px] w-full items-center justify-between gap-1.5"><div class="relative h-[28px] w-[19px] flex-none"><div class="left absolute inset-y-0 -top-[3px] left-0 w-px bg-gray-300 dark:bg-gray-700"></div> <svg class="text-gray-300 dark:text-gray-700" width="19" height="28" viewBox="0 0 19 28" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M1 0C1 7.42391 7.4588 13.5 15.5 13.5V14.5C6.9726 14.5 0 8.04006 0 0H1Z" fill="currentColor"></path></svg></div> <div class="font-semibold">Finetunes</div> <div class="mx-3 flex-1 translate-y-[2.5px] self-center border-b border-dotted dark:border-gray-800"></div> <a class="text-gray-700 underline decoration-gray-300 hover:text-gray-900 hover:decoration-gray-600 dark:text-gray-300 dark:decoration-gray-500 dark:hover:text-gray-100 dark:hover:decoration-gray-200" href="/models?other=base_model:finetune:Qwen/Qwen2.5-Coder-32B-Instruct">53 models</a> </div><div class="flex h-[28px] w-full items-center justify-between gap-1.5"><div class="relative h-[28px] w-[19px] flex-none"><div class="left absolute inset-y-0 -top-[3px] left-0 w-px bg-gray-300 dark:bg-gray-700"></div> <svg class="text-gray-300 dark:text-gray-700" width="19" height="28" viewBox="0 0 19 28" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M1 0C1 7.42391 7.4588 13.5 15.5 13.5V14.5C6.9726 14.5 0 8.04006 0 0H1Z" fill="currentColor"></path></svg></div> <div class="font-semibold">Merges</div> <div class="mx-3 flex-1 translate-y-[2.5px] self-center border-b border-dotted dark:border-gray-800"></div> <a class="text-gray-700 underline decoration-gray-300 hover:text-gray-900 hover:decoration-gray-600 dark:text-gray-300 dark:decoration-gray-500 dark:hover:text-gray-100 dark:hover:decoration-gray-200" href="/models?other=base_model:merge:Qwen/Qwen2.5-Coder-32B-Instruct">18 models</a> </div><div class="flex h-[28px] w-full items-center justify-between gap-1.5"><div class="relative h-[28px] w-[19px] flex-none"><div class="left absolute inset-y-0 -top-[3px] left-0 bottom-[28px] w-px bg-gray-300 dark:bg-gray-700"></div> <svg class="text-gray-300 dark:text-gray-700" width="19" height="28" viewBox="0 0 19 28" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M1 0C1 7.42391 7.4588 13.5 15.5 13.5V14.5C6.9726 14.5 0 8.04006 0 0H1Z" fill="currentColor"></path></svg></div> <div class="font-semibold">Quantizations</div> <div class="mx-3 flex-1 translate-y-[2.5px] self-center border-b border-dotted dark:border-gray-800"></div> <a class="text-gray-700 underline decoration-gray-300 hover:text-gray-900 hover:decoration-gray-600 dark:text-gray-300 dark:decoration-gray-500 dark:hover:text-gray-100 dark:hover:decoration-gray-200" href="/models?other=base_model:quantized:Qwen/Qwen2.5-Coder-32B-Instruct">91 models</a> </div></div></div> <div class="divider-column-vertical"></div> <h2 class="mb-5 flex items-baseline overflow-hidden whitespace-nowrap text-smd font-semibold text-gray-800"><svg class="mr-1 inline self-center flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M7.80914 18.7462V24.1907H13.2536V18.7462H7.80914Z" fill="#FF3270"></path><path d="M18.7458 18.7462V24.1907H24.1903V18.7462H18.7458Z" fill="#861FFF"></path><path d="M7.80914 7.80982V13.2543H13.2536V7.80982H7.80914Z" fill="#097EFF"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M4 6.41775C4 5.08246 5.08246 4 6.41775 4H14.6457C15.7626 4 16.7026 4.75724 16.9802 5.78629C18.1505 4.67902 19.7302 4 21.4685 4C25.0758 4 28.0003 6.92436 28.0003 10.5317C28.0003 12.27 27.3212 13.8497 26.2139 15.02C27.243 15.2977 28.0003 16.2376 28.0003 17.3545V25.5824C28.0003 26.9177 26.9177 28.0003 25.5824 28.0003H17.0635H14.9367H6.41775C5.08246 28.0003 4 26.9177 4 25.5824V15.1587V14.9367V6.41775ZM7.80952 7.80952V13.254H13.254V7.80952H7.80952ZM7.80952 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items-center rounded-lg border-gray-100 px-2 text-xs leading-relaxed text-gray-600 hover:bg-gray-100 hover:text-gray-600 hover:ring-1 hover:ring-inset hover:ring-gray-100 dark:hover:bg-gray-800 dark:hover:text-gray-300 dark:hover:ring-gray-700 md:hidden md:text-sm">+ 95 Spaces </button> <button class="hidden items-center rounded-lg border-gray-100 px-2 text-xs leading-relaxed text-gray-600 hover:bg-gray-100 hover:text-gray-600 hover:ring-1 hover:ring-inset hover:ring-gray-100 dark:hover:bg-gray-800 dark:hover:text-gray-300 dark:hover:ring-gray-700 md:flex md:text-sm">+ 88 Spaces </button></nav></div> <div class="divider-column-vertical"></div> <h2 class="mb-5 flex items-baseline overflow-hidden whitespace-nowrap text-smd font-semibold text-gray-800"><svg class="mr-1 inline self-center flex-none" width="1em" height="1em" aria-hidden="true" focusable="false" role="img" viewBox="0 0 12 13" fill="none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><rect x="2" y="2.49902" width="8" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.4"></rect><rect x="6.21875" y="6.7334" width="3.78055" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.7"></rect><rect x="2" y="6.73438" width="3.78055" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.5"></rect></svg> Collection including <span class="ml-1 truncate font-mono text-[0.86rem] font-medium">Qwen/Qwen2.5-Coder-32B-Instruct</span></h2> <div class="flex flex-col gap-3"> <div class="flex flex-col"><article class="overview-card-wrapper group/collection relative !rounded-md !from-white !to-white dark:!from-gray-900 dark:!to-gray-900 peer"><a href="/collections/Qwen/qwen25-coder-66eaa22e6f99801bf65b0c2f" class="block p-2"><header class="mb-0.5 flex items-center" title="Qwen2.5-Coder"><h4 class="text-md truncate text-smd font-semibold group-hover/collection:underline">Qwen2.5-Coder</h4> <div class="ml-2 flex items-center rounded sm:ml-2.5 bg-pink-500/10 py-0.5 pl-1 pr-1.5 text-xs leading-none text-gray-700"><svg class="mr-0.5 flex-none text-pink-700" width="1em" height="1em" aria-hidden="true" focusable="false" role="img" viewBox="0 0 12 13" fill="none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><rect x="2" y="2.49902" width="8" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.4"></rect><rect x="6.21875" y="6.7334" width="3.78055" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.7"></rect><rect x="2" y="6.73438" width="3.78055" height="3.76425" rx="1.16774" fill="currentColor" fill-opacity="0.5"></rect></svg> Collection </div></header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"><span class="max-w-64 truncate">Code-specific model series based on Qwen2.5</span> <span class="px-1.5 text-gray-300">• </span> <span>40 items</span> <span class="px-1.5 text-gray-300">• </span> <span class="truncate">Updated <time datetime="2024-11-28T02:45:52" title="2024-11-28T02:45:52.182Z">Nov 28, 2024</time></span> <span class="px-1.5 text-gray-300">•</span> <svg class="flex-none w-3 mr-1 text-gray-400" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 12 12" fill="transparent"><path d="M9.30013 9.29152H9.3H2.7H2.69987C2.62308 9.29154 2.54762 9.27146 2.481 9.23328C2.41437 9.1951 2.3589 9.14015 2.32009 9.07389C2.28128 9.00763 2.26048 8.93237 2.25977 8.85558C2.25907 8.7798 2.27796 8.70513 2.31458 8.63882L5.62238 2.9426L5.67518 2.85168C5.7059 2.81806 5.74178 2.78928 5.78164 2.76649C5.84813 2.72848 5.9234 2.70848 6 2.70848C6.0766 2.70848 6.15187 2.72848 6.21836 2.76649C6.28441 2.80425 6.33953 2.85848 6.37836 2.92389L9.68527 8.63855C9.72199 8.70493 9.74093 8.7797 9.74023 8.85558C9.73952 8.93237 9.71872 9.00763 9.67991 9.07389C9.6411 9.14015 9.58563 9.1951 9.519 9.23328C9.45238 9.27146 9.37692 9.29154 9.30013 9.29152Z" stroke="currentColor"></path></svg> 283</div></a></article> <div class="overview-card-wrapper -z-1 !rounded-md !bg-gradient-to-t -mt-[1.60rem] h-8 scale-x-[98%] !from-gray-50 !to-gray-50 !shadow-none transition-transform peer-hover:-translate-y-[2px] peer-hover:from-gray-100/80 dark:!from-gray-925 dark:!to-gray-925 dark:peer-hover:from-black"></div></div></div> <div class="SVELTE_HYDRATER contents" data-target="ModelEvalResults" data-props="{"model":{"author":"Qwen","cardData":{"license":"apache-2.0","license_link":"https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct/blob/main/LICENSE","language":["en"],"base_model":["Qwen/Qwen2.5-Coder-32B"],"pipeline_tag":"text-generation","library_name":"transformers","tags":["code","codeqwen","chat","qwen","qwen-coder"]},"cardExists":true,"config":{"architectures":["Qwen2ForCausalLM"],"model_type":"qwen2","tokenizer_config":{"bos_token":null,"chat_template":"{%- if tools %}\n {{- '<|im_start|>system\\n' 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