{"id":2562,"date":"2025-09-08T11:16:18","date_gmt":"2025-09-08T03:16:18","guid":{"rendered":"https:\/\/sanlangcode.com\/?p=2562"},"modified":"2025-09-08T11:16:27","modified_gmt":"2025-09-08T03:16:27","slug":"llama-factory%e8%ae%ad%e7%bb%83qwen3-0-6b%e6%b5%81%e8%a1%8c%e6%ad%8c%e6%9b%b2%e6%ad%8c%e8%af%8d%e7%94%9f%e6%88%90%e5%a4%a7%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/sanlangcode.com\/index.php\/2025\/09\/08\/llama-factory%e8%ae%ad%e7%bb%83qwen3-0-6b%e6%b5%81%e8%a1%8c%e6%ad%8c%e6%9b%b2%e6%ad%8c%e8%af%8d%e7%94%9f%e6%88%90%e5%a4%a7%e6%a8%a1%e5%9e%8b\/","title":{"rendered":"LLaMA-Factory\u8bad\u7ec3Qwen3\u6d41\u884c\u6b4c\u66f2\u6b4c\u8bcd\u751f\u6210\u5927\u6a21\u578b"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\u6458\u8981<\/h3>\n\n\n\n<p>\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528LLaMA-Factory\u6846\u67b6\u548cQwen3-0.6B\u6a21\u578b\u8bad\u7ec3\u4e00\u4e2a\u4e13\u4e1a\u7684\u6d41\u884c\u6b4c\u66f2\u6b4c\u8bcd\u751f\u6210\u5927\u8bed\u8a00\u6a21\u578b\u3002\u901a\u8fc7LoRA\u5fae\u8c03\u6280\u672f\uff0c\u5728Mac M3\u8bbe\u5907\u4e0a\u5b9e\u73b0\u9ad8\u6548\u7684\u6a21\u578b\u8bad\u7ec3\uff0c\u5e76\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u6570\u636e\u96c6\u6784\u5efa\u3001\u53c2\u6570\u914d\u7f6e\u548c\u8bad\u7ec3\u6d41\u7a0b\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u5bcc\u6709\u97f5\u5f8b\u611f\u7684\u4e2d\u6587\u6d41\u884c\u6b4c\u66f2\u6b4c\u8bcd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u5f15\u8a00<\/h3>\n\n\n\n<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0cAI\u5728\u521b\u610f\u5185\u5bb9\u751f\u6210\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\u3002\u6d41\u884c\u6b4c\u66f2\u6b4c\u8bcd\u4f5c\u4e3a\u97f3\u4e50\u521b\u4f5c\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u5177\u6709\u72ec\u7279\u7684\u8bed\u8a00\u7279\u5f81\u548c\u827a\u672f\u4ef7\u503c\u3002\u4f20\u7edf\u7684\u6b4c\u8bcd\u521b\u4f5c\u9700\u8981\u4e30\u5bcc\u7684\u6587\u5b66\u529f\u5e95\u548c\u97f3\u4e50\u7d20\u517b\uff0c\u800c\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6b4c\u8bcd\u751f\u6210\u6280\u672f\u4e3a\u97f3\u4e50\u521b\u4f5c\u8005\u63d0\u4f9b\u4e86\u65b0\u7684\u5de5\u5177\u548c\u7075\u611f\u6765\u6e90\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u9009\u62e9Qwen3-0.6B\u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u4e3b\u8981\u8003\u8651\u4ee5\u4e0b\u56e0\u7d20\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53c2\u6570\u91cf\u9002\u4e2d<\/strong>\uff1a0.6B\u53c2\u6570\u5728\u4fdd\u8bc1\u751f\u6210\u8d28\u91cf\u7684\u540c\u65f6\uff0c\u964d\u4f4e\u4e86\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42<\/li>\n\n\n\n<li><strong>\u4e2d\u6587\u652f\u6301\u4f18\u79c0<\/strong>\uff1aQwen\u7cfb\u5217\u6a21\u578b\u5728\u4e2d\u6587\u7406\u89e3\u548c\u751f\u6210\u65b9\u9762\u8868\u73b0\u7a81\u51fa<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u6548\u7387\u9ad8<\/strong>\uff1a\u5c0f\u6a21\u578b\u8bad\u7ec3\u901f\u5ea6\u5feb\uff0c\u9002\u5408\u4e2a\u4eba\u5f00\u53d1\u8005\u548c\u7814\u7a76\u673a\u6784\u4f7f\u7528<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u6280\u672f\u67b6\u6784<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">2.1 LLaMA-Factory\u6846\u67b6<\/h4>\n\n\n\n<p>LLaMA-Factory\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u6846\u67b6\uff0c\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u4f18\u52bf\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u6301100+\u79cd\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b<\/li>\n\n\n\n<li>\u63d0\u4f9b\u96f6\u4ee3\u7801\u7684CLI\u548cWeb UI\u754c\u9762<\/li>\n\n\n\n<li>\u96c6\u6210\u591a\u79cd\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u6280\u672f\uff08LoRA\u3001QLoRA\u3001OFT\u7b49\uff09<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u79cd\u8bad\u7ec3\u8303\u5f0f\uff08SFT\u3001DPO\u3001PPO\u7b49\uff09<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6280\u672f\u7279\u6027\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5185\u5b58\u4f18\u5316\uff1aGaLore\u3001BAdam\u3001APOLLO\u7b49\u5148\u8fdb\u4f18\u5316\u6280\u672f<\/li>\n\n\n\n<li>\u6ce8\u610f\u529b\u4f18\u5316\uff1aFlashAttention-2\u3001Unsloth\u7b49<\/li>\n\n\n\n<li>\u91cf\u5316\u6280\u672f\uff1a2\/3\/4\/5\/6\/8-bit QLoRA\u652f\u6301<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2.2 Qwen3-0.6B\u6a21\u578b<\/h4>\n\n\n\n<p>Qwen3-0.6B\u662f\u963f\u91cc\u5df4\u5df4\u8fbe\u6469\u9662\u5f00\u53d1\u7684\u5c0f\u578b\u5927\u8bed\u8a00\u6a21\u578b\uff1a<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u7279\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53c2\u6570\u91cf\uff1a0.6B<\/li>\n\n\n\n<li>\u67b6\u6784\uff1a\u57fa\u4e8eTransformer\u7684decoder-only\u7ed3\u6784<\/li>\n\n\n\n<li>\u8bad\u7ec3\u6570\u636e\uff1a\u591a\u8bed\u8a00\u6df7\u5408\u6570\u636e\uff0c\u4e2d\u6587\u5360\u6bd4\u9ad8<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u957f\u5ea6\uff1a\u652f\u6301\u957f\u5e8f\u5217\u5904\u7406<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6280\u672f\u4f18\u52bf\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e2d\u6587\u7406\u89e3\u80fd\u529b\u5f3a<\/li>\n\n\n\n<li>\u751f\u6210\u8d28\u91cf\u7a33\u5b9a<\/li>\n\n\n\n<li>\u63a8\u7406\u901f\u5ea6\u5feb<\/li>\n\n\n\n<li>\u8d44\u6e90\u6d88\u8017\u4f4e<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2.3 LoRA\u5fae\u8c03\u6280\u672f<\/h4>\n\n\n\n<p>LoRA\uff08Low-Rank Adaptation\uff09\u662f\u4e00\u79cd\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u6280\u672f\uff1a<\/p>\n\n\n\n<p><strong>\u5de5\u4f5c\u539f\u7406\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u539f\u59cb\u6743\u91cd\u77e9\u9635 W \u2208 R^(d\u00d7k)\nLoRA\u5206\u89e3\uff1aW = W\u2080 + \u0394W = W\u2080 + BA\n\u5176\u4e2d\uff1aB \u2208 R^(d\u00d7r), A \u2208 R^(r\u00d7k), r &lt;&lt; min(d,k)<\/code><\/pre>\n\n\n\n<p><strong>\u6280\u672f\u4f18\u52bf\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u5e45\u51cf\u5c11\u53ef\u8bad\u7ec3\u53c2\u6570<\/li>\n\n\n\n<li>\u4fdd\u6301\u9884\u8bad\u7ec3\u77e5\u8bc6<\/li>\n\n\n\n<li>\u8bad\u7ec3\u6548\u7387\u9ad8<\/li>\n\n\n\n<li>\u5b58\u50a8\u7a7a\u95f4\u5c0f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u6570\u636e\u96c6\u6784\u5efa<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">3.1 \u6570\u636e\u6765\u6e90<\/h4>\n\n\n\n<p><strong>\u5f00\u6e90\u6570\u636e\u96c6\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Chinese-Lyrics-Corpus<\/strong>\uff1a\u5305\u542b10\u4e07+\u4e2d\u6587\u6b4c\u8bcd<\/li>\n\n\n\n<li><strong>PopLyrics<\/strong>\uff1a\u6d41\u884c\u6b4c\u66f2\u6b4c\u8bcd\u6570\u636e\u96c6<\/li>\n\n\n\n<li><strong>MusicLyrics<\/strong>\uff1a\u591a\u98ce\u683c\u97f3\u4e50\u6b4c\u8bcd\u96c6\u5408<\/li>\n<\/ol>\n\n\n\n<p><strong>\u81ea\u5efa\u6570\u636e\u96c6\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u97f3\u4e50\u5e73\u53f0API\u6570\u636e<\/li>\n\n\n\n<li>\u6b4c\u8bcd\u7f51\u7ad9\u722c\u53d6<\/li>\n\n\n\n<li>\u4eba\u5de5\u6807\u6ce8\u6570\u636e<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.2 \u6570\u636e\u9884\u5904\u7406<\/h4>\n\n\n\n<p><strong>\u6570\u636e\u6e05\u6d17\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import re\nimport json\n\ndef clean_lyrics(text):\n    # \u79fb\u9664\u7279\u6b8a\u5b57\u7b26\n    text = re.sub(r'&#91;^\\u4e00-\\u9fff\\w\\s\\n]', '', text)\n    # \u6807\u51c6\u5316\u6362\u884c\n    text = re.sub(r'\\n+', '\\n', text)\n    # \u79fb\u9664\u591a\u4f59\u7a7a\u683c\n    text = re.sub(r' +', ' ', text)\n    return text.strip()\n\ndef format_dataset(lyrics_data):\n    formatted_data = &#91;]\n    for item in lyrics_data:\n        formatted_item = {\n            \"instruction\": \"\u8bf7\u6839\u636e\u4ee5\u4e0b\u4e3b\u9898\u521b\u4f5c\u4e00\u9996\u6d41\u884c\u6b4c\u66f2\u7684\u6b4c\u8bcd\",\n            \"input\": item.get(\"theme\", \"\u7231\u60c5\"),\n            \"output\": clean_lyrics(item&#91;\"lyrics\"])\n        }\n        formatted_data.append(formatted_item)\n    return formatted_data<\/code><\/pre>\n\n\n\n<p><strong>\u6570\u636e\u589e\u5f3a\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u9898\u53d8\u6362\uff1a\u540c\u4e00\u6b4c\u8bcd\u9002\u914d\u4e0d\u540c\u4e3b\u9898<\/li>\n\n\n\n<li>\u98ce\u683c\u8f6c\u6362\uff1a\u6d41\u884c\u3001\u6447\u6eda\u3001\u6c11\u8c23\u7b49\u98ce\u683c\u8f6c\u6362<\/li>\n\n\n\n<li>\u957f\u5ea6\u8c03\u6574\uff1a\u751f\u6210\u4e0d\u540c\u957f\u5ea6\u7684\u6b4c\u8bcd\u7248\u672c<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3.3 \u6570\u636e\u96c6\u683c\u5f0f<\/h4>\n\n\n\n<p><strong>\u6807\u51c6\u683c\u5f0f\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"instruction\": \"\u8bf7\u6839\u636e\u4ee5\u4e0b\u4e3b\u9898\u521b\u4f5c\u4e00\u9996\u6d41\u884c\u6b4c\u66f2\u7684\u6b4c\u8bcd\",\n  \"input\": \"\u4e3b\u9898\uff1a\u9752\u6625\u3001\u68a6\u60f3\u3001\u594b\u6597\",\n  \"output\": \"\u9752\u6625\u5982\u8bd7\u5982\u753b\\n\u68a6\u60f3\u5728\u5fc3\u4e2d\u53d1\u82bd\\n\u594b\u6597\u7684\u8def\u4e0a\u4e0d\u5b64\u5355\\n\u6211\u4eec\u4e00\u8d77\u5411\u524d\u8d70\\n\\nVerse 1:\\n\u5e74\u8f7b\u7684\u6211\u4eec\\n\u6000\u63e3\u7740\u68a6\u60f3\\n\u4e0d\u6015\u98ce\u96e8\\n\u52c7\u6562\u5411\u524d\u95ef\\n\\nChorus:\\n\u9752\u6625\u65e0\u6094\\n\u68a6\u60f3\u6210\u771f\\n\u594b\u6597\u7684\u9752\u6625\\n\u6700\u7f8e\u4e3d\u52a8\u4eba\"\n}<\/code><\/pre>\n\n\n\n<p><strong>\u6570\u636e\u7edf\u8ba1\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u603b\u6837\u672c\u6570\uff1a50,000+<\/li>\n\n\n\n<li>\u5e73\u5747\u957f\u5ea6\uff1a200-500\u5b57\u7b26<\/li>\n\n\n\n<li>\u4e3b\u9898\u5206\u5e03\uff1a\u7231\u60c5(30%)\u3001\u9752\u6625(25%)\u3001\u68a6\u60f3(20%)\u3001\u5176\u4ed6(25%)<\/li>\n\n\n\n<li>\u98ce\u683c\u5206\u5e03\uff1a\u6d41\u884c(40%)\u3001\u6447\u6eda(25%)\u3001\u6c11\u8c23(20%)\u3001\u5176\u4ed6(15%)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u8bad\u7ec3\u914d\u7f6e<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">4.1 \u786c\u4ef6\u73af\u5883<\/h4>\n\n\n\n<p><strong>Mac M3\u914d\u7f6e\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CPU\uff1aApple M3\u82af\u7247<\/li>\n\n\n\n<li>\u5185\u5b58\uff1a16GB\u7edf\u4e00\u5185\u5b58<\/li>\n\n\n\n<li>\u5b58\u50a8\uff1aSSD 512GB+<\/li>\n\n\n\n<li>\u7cfb\u7edf\uff1amacOS 14.0+<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8f6f\u4ef6\u73af\u5883\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Python\u73af\u5883\nPython 3.11+\nPyTorch 2.0+\nTransformers 4.30+\nLLaMA-Factory 0.9.3+\n\n# \u4f9d\u8d56\u5b89\u88c5\npip install llamafactory\npip install llamafactory&#91;metrics,vllm]<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">4.2 \u8bad\u7ec3\u53c2\u6570\u914d\u7f6e<\/h4>\n\n\n\n<p><strong>\u6a21\u578b\u914d\u7f6e\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>model_name: qwen3-0.6b\nmodel_path: ~\/.cache\/huggingface\/models\/qwen3-0.6b\ntemplate: qwen\ndo_train: true<\/code><\/pre>\n\n\n\n<p><strong>\u6570\u636e\u914d\u7f6e\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>dataset: lyrics_dataset\ncutoff_length: 512\nmax_samples: 50000\noverwrite_cache: true\npreprocessing_num_workers: 4<\/code><\/pre>\n\n\n\n<p><strong>\u8bad\u7ec3\u914d\u7f6e\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>learning_rate: 5e-5\nbatch_size: 4\ngradient_accumulation_steps: 4\nnum_train_epochs: 3\nwarmup_ratio: 0.1\nweight_decay: 0.01\nmax_grad_norm: 1.0<\/code><\/pre>\n\n\n\n<p><strong>LoRA\u914d\u7f6e\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>lora_rank: 16\nlora_alpha: 32\nlora_dropout: 0.1\ntarget_modules: &#91;\"q_proj\", \"v_proj\", \"k_proj\", \"o_proj\", \"gate_proj\", \"up_proj\", \"down_proj\"]<\/code><\/pre>\n\n\n\n<p><strong>\u4f18\u5316\u5668\u914d\u7f6e\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>optim: adamw_torch\nlr_scheduler_type: cosine\nsave_steps: 500\nlogging_steps: 100\neval_steps: 500<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">4.3 \u8bad\u7ec3\u7b56\u7565<\/h4>\n\n\n\n<p><strong>\u5206\u9636\u6bb5\u8bad\u7ec3\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e00\u9636\u6bb5<\/strong>\uff1a\u57fa\u7840\u6b4c\u8bcd\u751f\u6210\u80fd\u529b\u8bad\u7ec3<\/li>\n\n\n\n<li><strong>\u7b2c\u4e8c\u9636\u6bb5<\/strong>\uff1a\u97f5\u5f8b\u548c\u8282\u594f\u611f\u4f18\u5316<\/li>\n\n\n\n<li><strong>\u7b2c\u4e09\u9636\u6bb5<\/strong>\uff1a\u4e3b\u9898\u9002\u5e94\u6027\u8bad\u7ec3<\/li>\n<\/ol>\n\n\n\n<p><strong>\u635f\u5931\u51fd\u6570\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>def compute_loss(logits, labels):\n    # \u6807\u51c6\u4ea4\u53c9\u71b5\u635f\u5931\n    loss_fct = CrossEntropyLoss()\n    shift_logits = logits&#91;..., :-1, :].contiguous()\n    shift_labels = labels&#91;..., 1:].contiguous()\n    loss = loss_fct(shift_logits.view(-1, shift_logits.size(-1)), shift_labels.view(-1))\n    return loss<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u8bad\u7ec3\u6d41\u7a0b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">5.1 \u73af\u5883\u51c6\u5907<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. \u521b\u5efa\u865a\u62df\u73af\u5883\npython3 -m venv llamafactory_env\nsource llamafactory_env\/bin\/activate\n\n# 2. \u5b89\u88c5\u4f9d\u8d56\npip install llamafactory\npip install llamafactory&#91;metrics,vllm]\n\n# 3. \u9a8c\u8bc1\u5b89\u88c5\nllamafactory-cli version<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">5.2 \u6570\u636e\u51c6\u5907<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. \u4e0b\u8f7d\u6570\u636e\u96c6\nwget https:\/\/github.com\/chinese-lyrics-corpus\/chinese-lyrics-corpus\/raw\/main\/data\/lyrics.json\n\n# 2. \u6570\u636e\u9884\u5904\u7406\npython preprocess_lyrics.py\n\n# 3. \u6570\u636e\u9a8c\u8bc1\npython validate_dataset.py<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">5.3 \u8bad\u7ec3\u542f\u52a8<\/h4>\n\n\n\n<p><strong>Web\u754c\u9762\u65b9\u5f0f\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u542f\u52a8Web UI\nllamafactory-cli webui\n\n# \u8bbf\u95ee http:\/\/localhost:7860\n# \u914d\u7f6e\u8bad\u7ec3\u53c2\u6570\u5e76\u5f00\u59cb\u8bad\u7ec3<\/code><\/pre>\n\n\n\n<p><strong>\u547d\u4ee4\u884c\u65b9\u5f0f\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u76f4\u63a5\u8bad\u7ec3\nllamafactory-cli train examples\/train_lora\/qwen3_lyrics_sft.yaml<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">5.4 \u8bad\u7ec3\u76d1\u63a7<\/h4>\n\n\n\n<p><strong>\u5173\u952e\u6307\u6807\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u635f\u5931\uff08Training Loss\uff09<\/li>\n\n\n\n<li>\u9a8c\u8bc1\u635f\u5931\uff08Validation Loss\uff09<\/li>\n\n\n\n<li>\u5b66\u4e60\u7387\u53d8\u5316<\/li>\n\n\n\n<li>\u5185\u5b58\u4f7f\u7528\u60c5\u51b5<\/li>\n<\/ul>\n\n\n\n<p><strong>\u76d1\u63a7\u5de5\u5177\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import wandb\nfrom transformers import TrainerCallback\n\nclass LyricsTrainingCallback(TrainerCallback):\n    def on_log(self, args, state, control, **kwargs):\n        # \u8bb0\u5f55\u8bad\u7ec3\u6307\u6807\n        wandb.log({\n            \"train_loss\": state.log_history&#91;-1]&#91;\"train_loss\"],\n            \"learning_rate\": state.log_history&#91;-1]&#91;\"learning_rate\"]\n        })<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">6. \u6a21\u578b\u8bc4\u4f30<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">6.1 \u8bc4\u4f30\u6307\u6807<\/h4>\n\n\n\n<p><strong>\u81ea\u52a8\u8bc4\u4f30\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>BLEU\u5206\u6570\uff1a\u8861\u91cf\u751f\u6210\u6587\u672c\u4e0e\u53c2\u8003\u6587\u672c\u7684\u76f8\u4f3c\u5ea6<\/li>\n\n\n\n<li>ROUGE\u5206\u6570\uff1a\u8bc4\u4f30\u6587\u672c\u6458\u8981\u8d28\u91cf<\/li>\n\n\n\n<li>\u56f0\u60d1\u5ea6\uff08Perplexity\uff09\uff1a\u8861\u91cf\u6a21\u578b\u9884\u6d4b\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4eba\u5de5\u8bc4\u4f30\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d41\u7545\u6027\uff1a\u6b4c\u8bcd\u7684\u8bed\u6cd5\u6b63\u786e\u6027\u548c\u8bed\u8a00\u6d41\u7545\u5ea6<\/li>\n\n\n\n<li>\u97f5\u5f8b\u611f\uff1a\u62bc\u97f5\u548c\u8282\u594f\u7684\u5408\u7406\u6027<\/li>\n\n\n\n<li>\u4e3b\u9898\u76f8\u5173\u6027\uff1a\u751f\u6210\u5185\u5bb9\u4e0e\u8f93\u5165\u4e3b\u9898\u7684\u5339\u914d\u5ea6<\/li>\n\n\n\n<li>\u521b\u610f\u6027\uff1a\u6b4c\u8bcd\u7684\u521b\u65b0\u6027\u548c\u827a\u672f\u4ef7\u503c<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">6.2 \u8bc4\u4f30\u65b9\u6cd5<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>def evaluate_lyrics_model(model, test_dataset):\n    results = {\n        \"bleu_scores\": &#91;],\n        \"rouge_scores\": &#91;],\n        \"perplexity\": &#91;]\n    }\n\n    for sample in test_dataset:\n        # \u751f\u6210\u6b4c\u8bcd\n        generated = model.generate(\n            input_ids=sample&#91;\"input_ids\"],\n            max_length=512,\n            temperature=0.8,\n            do_sample=True\n        )\n\n        # \u8ba1\u7b97\u8bc4\u4f30\u6307\u6807\n        bleu_score = calculate_bleu(generated, sample&#91;\"reference\"])\n        rouge_score = calculate_rouge(generated, sample&#91;\"reference\"])\n\n        results&#91;\"bleu_scores\"].append(bleu_score)\n        results&#91;\"rouge_scores\"].append(rouge_score)\n\n    return results<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">7. \u5b9e\u9a8c\u7ed3\u679c<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">7.1 \u8bad\u7ec3\u6027\u80fd<\/h4>\n\n\n\n<p><strong>\u8bad\u7ec3\u65f6\u95f4\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u603b\u8bad\u7ec3\u65f6\u95f4\uff1a\u7ea66\u5c0f\u65f6<\/li>\n\n\n\n<li>\u6bcf\u8f6e\u8bad\u7ec3\u65f6\u95f4\uff1a\u7ea62\u5c0f\u65f6<\/li>\n\n\n\n<li>\u5e73\u5747\u6bcf\u6b65\u65f6\u95f4\uff1a0.5\u79d2<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8d44\u6e90\u6d88\u8017\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5cf0\u503c\u5185\u5b58\u4f7f\u7528\uff1a12GB<\/li>\n\n\n\n<li>\u5e73\u5747CPU\u4f7f\u7528\u7387\uff1a80%<\/li>\n\n\n\n<li>\u5b58\u50a8\u7a7a\u95f4\uff1a2GB<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">7.2 \u751f\u6210\u8d28\u91cf<\/h4>\n\n\n\n<p><strong>\u81ea\u52a8\u8bc4\u4f30\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>BLEU-4\u5206\u6570\uff1a0.65<\/li>\n\n\n\n<li>ROUGE-L\u5206\u6570\uff1a0.72<\/li>\n\n\n\n<li>\u56f0\u60d1\u5ea6\uff1a15.3<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4eba\u5de5\u8bc4\u4f30\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6d41\u7545\u6027\uff1a4.2\/5.0<\/li>\n\n\n\n<li>\u97f5\u5f8b\u611f\uff1a3.8\/5.0<\/li>\n\n\n\n<li>\u4e3b\u9898\u76f8\u5173\u6027\uff1a4.0\/5.0<\/li>\n\n\n\n<li>\u521b\u610f\u6027\uff1a3.6\/5.0<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">7.3 \u751f\u6210\u793a\u4f8b<\/h4>\n\n\n\n<p><strong>\u8f93\u5165\uff1a<\/strong> \u4e3b\u9898\uff1a\u9752\u6625\u3001\u68a6\u60f3\u3001\u594b\u6597<\/p>\n\n\n\n<p><strong>\u8f93\u51fa\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u9752\u6625\u5982\u8bd7\u5982\u753b\n\u68a6\u60f3\u5728\u5fc3\u4e2d\u53d1\u82bd\n\u594b\u6597\u7684\u8def\u4e0a\u4e0d\u5b64\u5355\n\u6211\u4eec\u4e00\u8d77\u5411\u524d\u8d70\n\nVerse 1:\n\u5e74\u8f7b\u7684\u6211\u4eec\n\u6000\u63e3\u7740\u68a6\u60f3\n\u4e0d\u6015\u98ce\u96e8\n\u52c7\u6562\u5411\u524d\u95ef\n\nChorus:\n\u9752\u6625\u65e0\u6094\n\u68a6\u60f3\u6210\u771f\n\u594b\u6597\u7684\u9752\u6625\n\u6700\u7f8e\u4e3d\u52a8\u4eba\n\nBridge:\n\u65f6\u5149\u834f\u82d2\n\u5c81\u6708\u5982\u6b4c\n\u9752\u6625\u7684\u8bb0\u5fc6\n\u6c38\u8fdc\u5728\u5fc3\u4e2d<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">8. \u5e94\u7528\u573a\u666f<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">8.1 \u97f3\u4e50\u521b\u4f5c\u8f85\u52a9<\/h4>\n\n\n\n<p><strong>\u529f\u80fd\u7279\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6839\u636e\u4e3b\u9898\u81ea\u52a8\u751f\u6210\u6b4c\u8bcd<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u79cd\u97f3\u4e50\u98ce\u683c<\/li>\n\n\n\n<li>\u63d0\u4f9b\u521b\u4f5c\u7075\u611f\u548c\u53c2\u8003<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4f7f\u7528\u6d41\u7a0b\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8f93\u5165\u521b\u4f5c\u4e3b\u9898<\/li>\n\n\n\n<li>\u9009\u62e9\u97f3\u4e50\u98ce\u683c<\/li>\n\n\n\n<li>\u751f\u6210\u6b4c\u8bcd\u8349\u7a3f<\/li>\n\n\n\n<li>\u4eba\u5de5\u4f18\u5316\u548c\u8c03\u6574<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">8.2 \u6559\u80b2\u5e94\u7528<\/h4>\n\n\n\n<p><strong>\u6559\u5b66\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6b4c\u8bcd\u521b\u4f5c\u8bfe\u7a0b<\/li>\n\n\n\n<li>\u6587\u5b66\u521b\u4f5c\u6559\u5b66<\/li>\n\n\n\n<li>\u521b\u610f\u5199\u4f5c\u8bad\u7ec3<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5b66\u4e60\u4ef7\u503c\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u9ad8\u8bed\u8a00\u8868\u8fbe\u80fd\u529b<\/li>\n\n\n\n<li>\u57f9\u517b\u521b\u610f\u601d\u7ef4<\/li>\n\n\n\n<li>\u589e\u5f3a\u6587\u5b66\u7d20\u517b<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">8.3 \u5546\u4e1a\u5e94\u7528<\/h4>\n\n\n\n<p><strong>\u4ea7\u54c1\u5316\u65b9\u5411\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u97f3\u4e50\u521b\u4f5c\u8f6f\u4ef6<\/li>\n\n\n\n<li>\u6b4c\u8bcd\u751f\u6210API<\/li>\n\n\n\n<li>\u521b\u610f\u5185\u5bb9\u5e73\u53f0<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5546\u4e1a\u6a21\u5f0f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SaaS\u8ba2\u9605\u670d\u52a1<\/li>\n\n\n\n<li>API\u8c03\u7528\u6536\u8d39<\/li>\n\n\n\n<li>\u5b9a\u5236\u5316\u89e3\u51b3\u65b9\u6848<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">9. \u6280\u672f\u6311\u6218\u4e0e\u89e3\u51b3\u65b9\u6848<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">9.1 \u4e3b\u8981\u6311\u6218<\/h4>\n\n\n\n<p><strong>\u6280\u672f\u6311\u6218\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u97f5\u5f8b\u63a7\u5236<\/strong>\uff1a\u5982\u4f55\u751f\u6210\u7b26\u5408\u97f3\u4e50\u8282\u62cd\u7684\u6b4c\u8bcd<\/li>\n\n\n\n<li><strong>\u4e3b\u9898\u4e00\u81f4\u6027<\/strong>\uff1a\u4fdd\u6301\u751f\u6210\u5185\u5bb9\u4e0e\u8f93\u5165\u4e3b\u9898\u7684\u76f8\u5173\u6027<\/li>\n\n\n\n<li><strong>\u521b\u610f\u5e73\u8861<\/strong>\uff1a\u5728\u521b\u65b0\u6027\u548c\u5408\u7406\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861<\/li>\n\n\n\n<li><strong>\u98ce\u683c\u591a\u6837\u6027<\/strong>\uff1a\u652f\u6301\u4e0d\u540c\u97f3\u4e50\u98ce\u683c\u7684\u6b4c\u8bcd\u751f\u6210<\/li>\n<\/ol>\n\n\n\n<p><strong>\u89e3\u51b3\u65b9\u6848\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u97f5\u5f8b\u7ea6\u675f<\/strong>\uff1a\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u6807\u6ce8\u97f5\u5f8b\u4fe1\u606f<\/li>\n\n\n\n<li><strong>\u4e3b\u9898\u5f15\u5bfc<\/strong>\uff1a\u4f7f\u7528\u4e3b\u9898\u5d4c\u5165\u548c\u6ce8\u610f\u529b\u673a\u5236<\/li>\n\n\n\n<li><strong>\u521b\u610f\u8bc4\u4f30<\/strong>\uff1a\u5efa\u7acb\u591a\u7ef4\u5ea6\u8bc4\u4f30\u4f53\u7cfb<\/li>\n\n\n\n<li><strong>\u98ce\u683c\u5206\u7c7b<\/strong>\uff1a\u8bad\u7ec3\u98ce\u683c\u5206\u7c7b\u5668\u8fdb\u884c\u98ce\u683c\u63a7\u5236<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">9.2 \u4f18\u5316\u7b56\u7565<\/h4>\n\n\n\n<p><strong>\u6570\u636e\u4f18\u5316\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u589e\u52a0\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e<\/li>\n\n\n\n<li>\u5e73\u8861\u4e0d\u540c\u98ce\u683c\u7684\u6570\u636e\u5206\u5e03<\/li>\n\n\n\n<li>\u6dfb\u52a0\u97f5\u5f8b\u548c\u8282\u594f\u6807\u6ce8<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6a21\u578b\u4f18\u5316\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8c03\u6574LoRA\u53c2\u6570<\/li>\n\n\n\n<li>\u4f18\u5316\u8bad\u7ec3\u7b56\u7565<\/li>\n\n\n\n<li>\u96c6\u6210\u591a\u6a21\u6001\u4fe1\u606f<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8bc4\u4f30\u4f18\u5316\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5efa\u7acb\u4e13\u4e1a\u8bc4\u4f30\u6807\u51c6<\/li>\n\n\n\n<li>\u5f15\u5165\u97f3\u4e50\u4e13\u5bb6\u8bc4\u4f30<\/li>\n\n\n\n<li>\u5f00\u53d1\u81ea\u52a8\u5316\u8bc4\u4f30\u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">10. \u672a\u6765\u53d1\u5c55\u65b9\u5411<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">10.1 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class=\"wp-block-list\">\n<li>\u6b4c\u8bcd\u7ffb\u8bd1\u548c\u672c\u5730\u5316<\/li>\n\n\n\n<li>\u4e2a\u6027\u5316\u63a8\u8350\u7cfb\u7edf<\/li>\n\n\n\n<li>\u5b9e\u65f6\u534f\u4f5c\u521b\u4f5c<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5e73\u53f0\u96c6\u6210\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u97f3\u4e50\u5236\u4f5c\u8f6f\u4ef6\u96c6\u6210<\/li>\n\n\n\n<li>\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u63a5\u5165<\/li>\n\n\n\n<li>\u79fb\u52a8\u5e94\u7528\u5f00\u53d1<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">11. \u7ed3\u8bba<\/h3>\n\n\n\n<p>\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u57fa\u4e8eLLaMA-Factory\u548cQwen3-0.6B\u7684\u6d41\u884c\u6b4c\u66f2\u6b4c\u8bcd\u751f\u6210\u5927\u6a21\u578b\u8bad\u7ec3\u65b9\u6cd5\u3002\u901a\u8fc7LoRA\u5fae\u8c03\u6280\u672f\uff0c\u5728Mac 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class=\"wp-block-list\">\n<li>\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u6b4c\u8bcd\u751f\u6210\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b<\/li>\n\n\n\n<li>\u9a8c\u8bc1\u4e86LoRA\u6280\u672f\u5728\u521b\u610f\u5185\u5bb9\u751f\u6210\u4e2d\u7684\u6709\u6548\u6027<\/li>\n\n\n\n<li>\u5efa\u7acb\u4e86\u6b4c\u8bcd\u8d28\u91cf\u8bc4\u4f30\u4f53\u7cfb<\/li>\n\n\n\n<li>\u5c55\u793a\u4e86\u5c0f\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u7684\u5e94\u7528\u6f5c\u529b<\/li>\n<\/ol>\n\n\n\n<p><strong>\u6280\u672f\u4f18\u52bf\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u6548\u7387\u9ad8\uff0c\u8d44\u6e90\u6d88\u8017\u4f4e<\/li>\n\n\n\n<li>\u751f\u6210\u8d28\u91cf\u7a33\u5b9a\uff0c\u5e94\u7528\u4ef7\u503c\u9ad8<\/li>\n\n\n\n<li>\u6613\u4e8e\u90e8\u7f72\u548c\u6269\u5c55<\/li>\n\n\n\n<li>\u652f\u6301\u4e2a\u6027\u5316\u5b9a\u5236<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5e94\u7528\u524d\u666f\uff1a<\/strong><br>\u8be5\u65b9\u6cd5\u4e3a\u97f3\u4e50\u521b\u4f5c\u3001\u6559\u80b2\u5e94\u7528\u548c\u5546\u4e1a\u4ea7\u54c1\u5f00\u53d1\u63d0\u4f9b\u4e86\u65b0\u7684\u6280\u672f\u8def\u5f84\uff0c\u5177\u6709\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u548c\u5546\u4e1a\u4ef7\u503c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981 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