{"id":33253,"date":"2025-07-23T08:55:34","date_gmt":"2025-07-23T00:55:34","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=33253"},"modified":"2025-07-24T08:20:18","modified_gmt":"2025-07-24T00:20:18","slug":"qwen3-coder","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/qwen3-coder\/","title":{"rendered":"Qwen3-Coder\uff1a\u5f00\u6e90\u4ee3\u7801\u751f\u6210\u4e0e\u667a\u80fd\u7f16\u7a0b\u52a9\u624b"},"content":{"rendered":"<p>Qwen3-Coder \u662f\u7531\u963f\u91cc\u5df4\u5df4\u4e91 Qwen \u56e2\u961f\u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7cfb\u5217\uff0c\u4e13\u6ce8\u4e8e\u4ee3\u7801\u751f\u6210\u4e0e\u667a\u80fd\u7f16\u7a0b\u3002\u5b83\u7684\u6838\u5fc3\u4ea7\u54c1\u662f\u00a0<code>Qwen3-Coder-480B-A35B-Instruct<\/code>\uff0c\u4e00\u4e2a\u62e5\u6709480\u4ebf\u53c2\u6570\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09\uff0c\u6fc0\u6d3b\u53c2\u6570\u4e3a35\u4ebf\u3002\u5b83\u652f\u6301256K\u4ee4\u724c\u7684\u539f\u751f\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u5e76\u53ef\u901a\u8fc7\u6269\u5c55\u65b9\u6cd5\u8fbe\u5230100\u4e07\u4ee4\u724c\u3002Qwen3-Coder \u5728\u4ee3\u7801\u751f\u6210\u3001\u4ee3\u7801\u4fee\u590d\u548c\u4ee3\u7406\u4efb\u52a1\uff08\u5982\u6d4f\u89c8\u5668\u64cd\u4f5c\u548c\u5de5\u5177\u4f7f\u7528\uff09\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u6027\u80fd\u5ab2\u7f8e <a href=\"https:\/\/www.kdjingpai.com\/pt\/claudeanquanfubai\/\">Claude<\/a> Sonnet 4\u3002\u5b83\u901a\u8fc7\u5f00\u6e90\u7684\u547d\u4ee4\u884c\u5de5\u5177\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/pt\/qwen-codejiyu-g\/\">Qwen Code<\/a><\/code> \u63d0\u4f9b\u589e\u5f3a\u7684\u7f16\u7801\u652f\u6301\uff0c\u9002\u5408\u5f00\u53d1\u8005\u5904\u7406\u590d\u6742\u4ee3\u7801\u4efb\u52a1\u3002\u6a21\u578b\u652f\u6301100\u591a\u79cd\u8bed\u8a00\uff0c\u7279\u522b\u5728\u591a\u8bed\u8a00\u4ee3\u7801\u751f\u6210\u548c\u7cfb\u7edf\u7f16\u7a0b\u4e0a\u6709\u4f18\u5f02\u8868\u73b0\u3002\u6240\u6709\u6a21\u578b\u5728 Apache 2.0 \u8bb8\u53ef\u4e0b\u5f00\u6e90\uff0c\u5f00\u53d1\u8005\u53ef\u81ea\u7531\u4e0b\u8f7d\u548c\u5b9a\u5236\u3002<\/p>\n<blockquote><p><a href=\"https:\/\/www.kdjingpai.com\/qwen3-code-mianfeishi\/\">Qwen3-Code \u514d\u8d39\u4f7f\u7528\u6307\u5357\uff1a\u914d\u7f6e ModelScope API \u4e0e Qwen CLI<\/a><\/p><\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-33254\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/243923384fe9e51-scaled.jpg\" alt=\"\" width=\"2560\" height=\"1469\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/243923384fe9e51-scaled.jpg 2560w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/243923384fe9e51-1536x881.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/243923384fe9e51-2048x1175.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/243923384fe9e51-18x10.jpg 18w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u4ee3\u7801\u751f\u6210<\/strong>\uff1a\u751f\u6210\u9ad8\u8d28\u91cf\u4ee3\u7801\uff0c\u652f\u630192\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5305\u62ec Python\u3001C++\u3001Java \u7b49\u3002<\/li>\n<li><strong>\u4ee3\u7801\u4fee\u590d<\/strong>\uff1a\u81ea\u52a8\u68c0\u6d4b\u548c\u4fee\u590d\u4ee3\u7801\u4e2d\u7684\u9519\u8bef\uff0c\u63d0\u9ad8\u7f16\u7a0b\u6548\u7387\u3002<\/li>\n<li><strong>\u4ee3\u7801\u8865\u5168<\/strong>\uff1a\u652f\u6301\u4ee3\u7801\u7247\u6bb5\u7684\u586b\u5145\u8865\u5168\uff0c\u4f18\u5316\u5f00\u53d1\u6d41\u7a0b\u3002<\/li>\n<li><strong>\u4ee3\u7406\u4efb\u52a1\u652f\u6301<\/strong>\uff1a\u96c6\u6210\u5916\u90e8\u5de5\u5177\uff0c\u6267\u884c\u6d4f\u89c8\u5668\u64cd\u4f5c\u3001\u5904\u7406\u590d\u6742\u4efb\u52a1\u3002<\/li>\n<li><strong>\u957f\u4e0a\u4e0b\u6587\u5904\u7406<\/strong>\uff1a\u539f\u751f\u652f\u6301256K\u4ee4\u724c\u4e0a\u4e0b\u6587\uff0c\u53ef\u6269\u5c55\u81f31M\u4ee4\u724c\uff0c\u9002\u5408\u5904\u7406\u5927\u578b\u4ee3\u7801\u5e93\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u652f\u6301<\/strong>\uff1a\u8986\u76d6100\u591a\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\uff0c\u9002\u5408\u591a\u8bed\u8a00\u5f00\u53d1\u548c\u7ffb\u8bd1\u3002<\/li>\n<li><strong>\u547d\u4ee4\u884c\u5de5\u5177<\/strong>\uff1a\u63d0\u4f9b\u00a0<code>Qwen Code<\/code>\uff0c\u4f18\u5316\u89e3\u6790\u5668\u548c\u5de5\u5177\u652f\u6301\uff0c\u7b80\u5316\u4ee3\u7801\u7ba1\u7406\u548c\u81ea\u52a8\u5316\u4efb\u52a1\u3002<\/li>\n<li><strong>\u5f00\u6e90\u6a21\u578b<\/strong>\uff1a\u63d0\u4f9b\u591a\u79cd\u6a21\u578b\u89c4\u6a21\uff080.6B\u81f3480B\uff09\uff0c\u652f\u6301\u5f00\u53d1\u8005\u5b9a\u5236\u548c\u5fae\u8c03\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u4e0e\u90e8\u7f72<\/h3>\n<p>Qwen3-Coder \u6a21\u578b\u6258\u7ba1\u5728 GitHub \u4e0a\uff0c\u5f00\u53d1\u8005\u53ef\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5b89\u88c5\u548c\u4f7f\u7528\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u514b\u9686 Qwen3-Coder \u4ed3\u5e93\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/QwenLM\/Qwen3-Coder.git\r\n<\/code><\/pre>\n<p>\u8fd9\u4f1a\u5c06\u9879\u76ee\u6587\u4ef6\u4e0b\u8f7d\u5230\u672c\u5730\u3002<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\u5e76\u5b89\u88c5\u5fc5\u8981\u7684 Python \u4f9d\u8d56\uff1a<\/p>\n<pre><code>cd Qwen3-Coder\r\npip install -e .\/\"[gui,<a href=\"https:\/\/www.kdjingpai.com\/pt\/rag\/\">rag<\/a>,code_interpreter,<a href=\"https:\/\/www.kdjingpai.com\/pt\/model-context-protocol\/\">mcp<\/a>]\"\r\n<\/code><\/pre>\n<p>\u5982\u679c\u53ea\u9700\u8981\u6700\u5c0f\u4f9d\u8d56\uff0c\u53ef\u4ee5\u8fd0\u884c\u00a0<code>pip install -e .\/<\/code>\u3002<\/li>\n<li><strong>\u914d\u7f6e\u73af\u5883\u53d8\u91cf<\/strong><br \/>\nQwen3-Coder \u652f\u6301\u901a\u8fc7 Alibaba Cloud \u7684 DashScope API \u6216\u672c\u5730\u90e8\u7f72\u6a21\u578b\u4f7f\u7528\u3002<\/p>\n<ul>\n<li><strong>\u4f7f\u7528 DashScope API<\/strong>\uff1a\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\u4ee5\u4f7f\u7528\u4e91\u670d\u52a1\uff1a\n<pre><code>export OPENAI_API_KEY=\"your_api_key_here\"\r\nexport OPENAI_BASE_URL=\"https:\/\/dashscope-intl.aliyuncs.com\/compatible-mode\/v1\"\r\nexport OPENAI_MODEL=\"qwen3-coder-plus\"\r\n<\/code><\/pre>\n<p>API \u5bc6\u94a5\u53ef\u4ece Alibaba Cloud \u7684 DashScope \u5e73\u53f0\u83b7\u53d6\u3002<\/li>\n<li><strong>\u672c\u5730\u90e8\u7f72<\/strong>\uff1a\u4f7f\u7528\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/pt\/llamacpp\/\">llama.cpp<\/a><\/code>\u00a0\u6216\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/pt\/ollama\/\">Ollama<\/a><\/code>\u00a0\u90e8\u7f72\u6a21\u578b\u3002\n<ul>\n<li><strong>\u4f7f\u7528 Ollama<\/strong>\uff1a\u5b89\u88c5 Ollama\uff08\u7248\u672c0.6.6\u6216\u66f4\u9ad8\uff09\uff0c\u8fd0\u884c\uff1a\n<pre><code>ollama serve\r\nollama run <a href=\"https:\/\/www.kdjingpai.com\/pt\/qwen3-fabushenba\/\">qwen3<\/a>:8b\r\n<\/code><\/pre>\n<p>\u8bbe\u7f6e\u4e0a\u4e0b\u6587\u957f\u5ea6\u548c\u751f\u6210\u53c2\u6570\uff1a<\/p>\n<pre><code>\/set parameter num_ctx 40960\r\n\/set parameter num_predict 32768\r\n<\/code><\/pre>\n<p>API \u5730\u5740\u4e3a\u00a0<code>http:\/\/localhost:11434\/v1\/<\/code>\u3002<\/li>\n<li><strong>\u4f7f\u7528 llama.cpp<\/strong>\uff1a\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8\u670d\u52a1\uff1a\n<pre><code>.\/llama-server -hf Qwen\/Qwen3-8B-GGUF:Q8_0 --jinja --reasoning-format <a href=\"https:\/\/www.kdjingpai.com\/pt\/deepseek-chatshena\/\">deepseek<\/a> -ngl 99 -fa -sm row --temp 0.6 --top-k 20 --top-p 0.95 --min-p 0 -c 40960 -n 32768 --no-context-shift --port 8080\r\n<\/code><\/pre>\n<p>\u8fd9\u5c06\u542f\u52a8\u4e00\u4e2a\u672c\u5730\u670d\u52a1\uff0cAPI \u5730\u5740\u4e3a\u00a0<code>http:\/\/localhost:8080\/v1<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4e0b\u8f7d\u6a21\u578b<\/strong><br \/>\n\u6a21\u578b\u6743\u91cd\u53ef\u4ece Hugging Face \u6216 ModelScope \u4e0b\u8f7d\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>Hugging Face:\u00a0<code>https:\/\/huggingface.co\/Qwen\/Qwen3-Coder-480B-A35B-Instruct<\/code><\/li>\n<li>ModelScope:\u00a0<code>https:\/\/modelscope.cn\/organization\/qwen<\/code><br \/>\n\u4f7f\u7528\u00a0<code>transformers<\/code>\u00a0\u5e93\u52a0\u8f7d\u6a21\u578b\uff1a<\/li>\n<\/ul>\n<pre><code>from transformers import AutoTokenizer, AutoModelForCausalLM\r\ndevice = \"cuda\"  # \u4f7f\u7528 GPU\r\ntokenizer = AutoTokenizer.from_pretrained(\"Qwen\/Qwen3-Coder-480B-A35B-Instruct\")\r\nmodel = AutoModelForCausalLM.from_pretrained(\"Qwen\/Qwen3-Coder-480B-A35B-Instruct\", device_map=\"auto\").eval()\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528 Qwen3-Coder<\/h3>\n<p>Qwen3-Coder \u63d0\u4f9b\u591a\u79cd\u529f\u80fd\uff0c\u4ee5\u4e0b\u662f\u4e3b\u8981\u529f\u80fd\u7684\u8be6\u7ec6\u64cd\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<ol>\n<li><strong>\u4ee3\u7801\u751f\u6210<\/strong><br \/>\nQwen3-Coder \u53ef\u751f\u6210\u9ad8\u8d28\u91cf\u4ee3\u7801\u3002\u4f8b\u5982\uff0c\u751f\u6210\u5feb\u901f\u6392\u5e8f\u7b97\u6cd5\uff1a<\/p>\n<pre><code>input_text = \"#write a quick sort algorithm\"\r\nmodel_inputs = tokenizer([input_text], return_tensors=\"pt\").to(device)\r\ngenerated_ids = model.generate(model_inputs.input_ids, max_new_tokens=512, do_sample=False)[0]\r\noutput = tokenizer.decode(generated_ids[len(model_inputs.input_ids[0]):], skip_special_tokens=True)\r\nprint(output)\r\n<\/code><\/pre>\n<p>\u6a21\u578b\u4f1a\u8fd4\u56de\u5b8c\u6574\u7684\u5feb\u901f\u6392\u5e8f\u4ee3\u7801\u3002\u652f\u6301\u7684\u7f16\u7a0b\u8bed\u8a00\u5305\u62ec C\u3001C++\u3001Python\u3001Java \u7b49\uff0c\u9002\u5408\u591a\u79cd\u5f00\u53d1\u573a\u666f\u3002<\/li>\n<li><strong>\u4ee3\u7801\u8865\u5168<\/strong><br \/>\nQwen3-Coder \u652f\u6301\u4ee3\u7801\u586b\u5145\u8865\u5168\uff08Fill-in-the-Middle\uff09\u3002\u4f8b\u5982\uff0c\u8865\u5168\u5feb\u901f\u6392\u5e8f\u51fd\u6570\uff1a<\/p>\n<pre><code>input_text = \"\"\"&lt;|fim_prefix|&gt;def quicksort(arr): if len(arr) &lt;= 1: return arr pivot = arr[len(arr) \/\/ 2] &lt;|fim_suffix|&gt; middle = [x for x in arr if x == pivot] right = [x for x in arr if x &gt; pivot] return quicksort(left) + middle + quicksort(right)&lt;|fim_middle|&gt;\"\"\"\r\nmessages = [{\"role\": \"system\", \"content\": \"You are a code completion assistant.\"}, {\"role\": \"user\", \"content\": input_text}]\r\ntext = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\r\nmodel_inputs = tokenizer([text], return_tensors=\"pt\").to(device)\r\ngenerated_ids = model.generate(model_inputs.input_ids, max_new_tokens=512, do_sample=False)[0]\r\noutput = tokenizer.decode(generated_ids[len(model_inputs.input_ids[0]):], skip_special_tokens=True)\r\nprint(output)\r\n<\/code><\/pre>\n<p>\u6a21\u578b\u4f1a\u81ea\u52a8\u8865\u5168\u7f3a\u5931\u7684\u4ee3\u7801\u90e8\u5206\u3002<\/li>\n<li><strong>\u4ee3\u7801\u4fee\u590d<\/strong><br \/>\nQwen3-Coder \u53ef\u68c0\u6d4b\u5e76\u4fee\u590d\u4ee3\u7801\u9519\u8bef\u3002\u7528\u6237\u53ef\u8f93\u5165\u5305\u542b\u9519\u8bef\u7684\u4ee3\u7801\uff0c\u6a21\u578b\u4f1a\u8fd4\u56de\u4fee\u590d\u540e\u7684\u7248\u672c\u3002\u4f8b\u5982\uff0c\u5728 Aider \u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cQwen3-Coder-480B-A35B-Instruct \u5f97\u5206\u4e0e GPT-4o \u76f8\u5f53\uff0c\u9002\u5408\u590d\u6742\u9519\u8bef\u4fee\u590d\u3002<\/li>\n<li><strong>\u4f7f\u7528 Qwen Code \u5de5\u5177<\/strong><br \/>\n<code>Qwen Code<\/code>\u00a0\u662f\u4e00\u4e2a\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u4f18\u5316\u4e86 Qwen3-Coder \u7684\u89e3\u6790\u548c\u5de5\u5177\u652f\u6301\u3002\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>cd your-project\/\r\nqwen\r\n<\/code><\/pre>\n<p>\u793a\u4f8b\u547d\u4ee4\uff1a<\/p>\n<ul>\n<li>\u67e5\u770b\u9879\u76ee\u67b6\u6784\uff1a<code>qwen &gt; Describe the main <a href=\"https:\/\/www.kdjingpai.com\/pt\/pieces-for-developers\/\">pieces<\/a> of this system's architecture<\/code><\/li>\n<li>\u6539\u8fdb\u51fd\u6570\uff1a<code>qwen &gt; Refactor this function to improve readability and performance<\/code><\/li>\n<li>\u751f\u6210\u6587\u6863\uff1a<code>qwen &gt; Generate comprehensive JSDoc comments for this function<\/code><br \/>\n\u8be5\u5de5\u5177\u652f\u6301\u81ea\u52a8\u5316\u4efb\u52a1\uff0c\u5982\u5904\u7406 git \u63d0\u4ea4\u548c\u4ee3\u7801\u91cd\u6784\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4ee3\u7406\u4efb\u52a1<\/strong><br \/>\nQwen3-Coder \u652f\u6301\u4ee3\u7406\u4efb\u52a1\uff0c\u4f8b\u5982\u6d4f\u89c8\u5668\u64cd\u4f5c\u6216\u5de5\u5177\u8c03\u7528\u3002\u914d\u7f6e\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li>\u8bbe\u7f6e API \u63d0\u4f9b\u5546\u4e3a\u00a0<code>OpenAI Compatible<\/code>\u3002<\/li>\n<li>\u8f93\u5165 DashScope API \u5bc6\u94a5\u3002<\/li>\n<li>\u8bbe\u7f6e\u81ea\u5b9a\u4e49 URL\uff1a<code>https:\/\/dashscope-intl.aliyuncs.com\/compatible-mode\/v1<\/code>\u3002<\/li>\n<li>\u9009\u62e9\u6a21\u578b\uff1a<code>qwen3-coder-plus<\/code>\u3002<br \/>\n\u6a21\u578b\u53ef\u5904\u7406\u590d\u6742\u7684\u4ee3\u7406\u4efb\u52a1\uff0c\u5982\u81ea\u52a8\u5316\u811a\u672c\u6267\u884c\u6216\u6d4f\u89c8\u5668\u4ea4\u4e92\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li><strong>\u4e0a\u4e0b\u6587\u957f\u5ea6<\/strong>\uff1a\u9ed8\u8ba4\u652f\u6301256K\u4ee4\u724c\uff0c\u9002\u5408\u5927\u578b\u4ee3\u7801\u5e93\u5206\u6790\u3002\u4f7f\u7528 YaRN \u53ef\u6269\u5c55\u81f31M\u4ee4\u724c\u3002<\/li>\n<li><strong>\u786c\u4ef6\u8981\u6c42<\/strong>\uff1a\u63a8\u8350\u4f7f\u7528 GPU\uff08\u5982 CUDA \u8bbe\u5907\uff09\u4ee5\u63d0\u9ad8\u63a8\u7406\u901f\u5ea6\u3002\u8f83\u5c0f\u6a21\u578b\uff08\u5982 Qwen3-8B\uff09\u9002\u5408\u4f4e\u8d44\u6e90\u73af\u5883\u3002<\/li>\n<li><strong>\u8bb8\u53ef<\/strong>\uff1a\u6a21\u578b\u5728 Apache 2.0 \u8bb8\u53ef\u4e0b\u5f00\u6e90\uff0c\u5141\u8bb8\u81ea\u7531\u4f7f\u7528\u548c\u4fee\u6539\uff0c\u4f46\u5546\u4e1a\u7528\u9014\u9700\u9075\u5b88\u8bb8\u53ef\u534f\u8bae\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u8f6f\u4ef6\u5f00\u53d1<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u4f7f\u7528 Qwen3-Coder \u5feb\u901f\u751f\u6210\u4ee3\u7801\u3001\u4fee\u590d\u9519\u8bef\u6216\u8865\u5168\u51fd\u6570\uff0c\u9002\u5408\u4ece\u521d\u5b66\u8005\u5230\u4e13\u4e1a\u5f00\u53d1\u8005\u7684\u5404\u79cd\u9879\u76ee\u3002\u4f8b\u5982\uff0c\u751f\u6210 Web \u5e94\u7528\u540e\u7aef\u4ee3\u7801\u6216\u4f18\u5316\u5d4c\u5165\u5f0f\u7cfb\u7edf\u4ee3\u7801\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/strong><br \/>\n\u901a\u8fc7\u00a0<code>Qwen Code<\/code>\u00a0\u5de5\u5177\uff0c\u5f00\u53d1\u8005\u53ef\u81ea\u52a8\u5316\u5904\u7406 git \u63d0\u4ea4\u3001\u4ee3\u7801\u91cd\u6784\u6216\u6587\u6863\u751f\u6210\uff0c\u9002\u5408\u56e2\u961f\u534f\u4f5c\u548c DevOps \u573a\u666f\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u9879\u76ee<\/strong><br \/>\nQwen3-Coder \u652f\u6301100\u591a\u79cd\u8bed\u8a00\uff0c\u9002\u5408\u5f00\u53d1\u591a\u8bed\u8a00\u5e94\u7528\u6216\u8fdb\u884c\u4ee3\u7801\u7ffb\u8bd1\uff0c\u5982\u5c06 Python \u4ee3\u7801\u8f6c\u6362\u4e3a C++\u3002<\/li>\n<li><strong>\u5927\u578b\u4ee3\u7801\u5e93\u7ba1\u7406<\/strong><br \/>\n256K\u4ee4\u724c\u7684\u4e0a\u4e0b\u6587\u652f\u6301\u8ba9\u6a21\u578b\u80fd\u5904\u7406\u5927\u578b\u4ee3\u7801\u5e93\uff0c\u9002\u5408\u5206\u6790\u548c\u4f18\u5316\u590d\u6742\u9879\u76ee\uff0c\u5982\u4f01\u4e1a\u7ea7\u8f6f\u4ef6\u6216\u5f00\u6e90\u4ed3\u5e93\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>Qwen3-Coder \u652f\u6301\u54ea\u4e9b\u7f16\u7a0b\u8bed\u8a00\uff1f<\/strong><br \/>\n\u5b83\u652f\u630192\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5305\u62ec Python\u3001C\u3001C++\u3001Java\u3001JavaScript \u7b49\uff0c\u8986\u76d6\u4e3b\u6d41\u5f00\u53d1\u9700\u6c42\u3002<\/li>\n<li><strong>\u5982\u4f55\u5904\u7406\u5927\u578b\u4ee3\u7801\u5e93\uff1f<\/strong><br \/>\n\u6a21\u578b\u539f\u751f\u652f\u6301256K\u4ee4\u724c\u4e0a\u4e0b\u6587\uff0c\u53ef\u901a\u8fc7 YaRN \u6269\u5c55\u81f31M\u4ee4\u724c\u3002\u4f7f\u7528\u00a0<code>Qwen Code<\/code>\u00a0\u5de5\u5177\u53ef\u76f4\u63a5\u67e5\u8be2\u548c\u7f16\u8f91\u5927\u578b\u4ee3\u7801\u5e93\u3002<\/li>\n<li><strong>Qwen3-Coder \u662f\u5426\u514d\u8d39\uff1f<\/strong><br \/>\n\u6a21\u578b\u5728 Apache 2.0 \u8bb8\u53ef\u4e0b\u5f00\u6e90\uff0c\u514d\u8d39\u4e0b\u8f7d\u548c\u4f7f\u7528\u3002\u5546\u4e1a\u7528\u9014\u9700\u9075\u5b88\u8bb8\u53ef\u534f\u8bae\u3002<\/li>\n<li><strong>\u5982\u4f55\u4f18\u5316\u6a21\u578b\u6027\u80fd\uff1f<\/strong><br \/>\n\u4f7f\u7528 GPU \u8bbe\u5907\uff08\u5982 CUDA\uff09\u53ef\u63d0\u9ad8\u63a8\u7406\u901f\u5ea6\u3002\u8c03\u6574\u53c2\u6570\u5982\u00a0<code>max_new_tokens<\/code>\u00a0\u548c\u00a0<code>top_p<\/code>\u00a0\u53ef\u4f18\u5316\u751f\u6210\u8d28\u91cf\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Qwen3-Coder \u662f\u7531\u963f\u91cc\u5df4\u5df4\u4e91 Qwen \u56e2\u961f\u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7cfb\u5217\uff0c\u4e13\u6ce8\u4e8e\u4ee3\u7801\u751f\u6210\u4e0e\u667a\u80fd\u7f16\u7a0b\u3002\u5b83\u7684\u6838\u5fc3\u4ea7\u54c1\u662f\u00a0Qwen3-Coder-480B-A35B-Instruct\uff0c\u4e00\u4e2a\u62e5\u6709480\u4ebf\u53c2\u6570\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09\uff0c\u6fc0\u6d3b&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,403,392],"tags":[230],"class_list":["post-33253","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-dedicated-model","category-models","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/33253","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=33253"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/33253\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=33253"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=33253"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=33253"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}