{"id":36447,"date":"2025-05-10T00:20:57","date_gmt":"2025-05-09T16:20:57","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/36447.html"},"modified":"2025-05-10T00:20:57","modified_gmt":"2025-05-09T16:20:57","slug":"%e7%bb%84%e8%a3%85%e4%b8%80%e5%8f%b0%e8%ae%ad%e7%bb%83%e6%8e%a8%e7%90%86%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%a1%ac%e4%bb%b6%e9%85%8d%e7%bd%ae%e5%bb%ba%e8%ae%ae","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/36447.html","title":{"rendered":"\u7ec4\u88c5\u4e00\u53f0\u8bad\u7ec3+\u63a8\u7406\u670d\u52a1\u5668\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae"},"content":{"rendered":"<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%F0%9F%A7%B1%20%E4%B8%80%E3%80%81%E7%A1%AC%E4%BB%B6%E6%8E%A8%E8%8D%90%E6%96%B9%E6%A1%88%EF%BC%88%E4%B8%AA%E4%BA%BA%E6%A1%8C%E9%9D%A2%E7%BA%A7%20AI%20%E4%B8%BB%E6%9C%BA%EF%BC%89-toc\" style=\"margin-left:40px\">&#x1f9f1; \u4e00\u3001\u786c\u4ef6\u63a8\u8350\u65b9\u6848&#xff08;\u4e2a\u4eba\u684c\u9762\u7ea7 AI \u4e3b\u673a&#xff09;<\/p>\n<p id=\"%F0%9F%94%A7%E3%80%90%E5%9F%BA%E7%A1%80%E9%85%8D%E7%BD%AE%E6%B8%85%E5%8D%95%E3%80%91-toc\" style=\"margin-left:80px\">&#x1f527;\u3010\u57fa\u7840\u914d\u7f6e\u6e05\u5355\u3011<\/p>\n<p id=\"%F0%9F%92%A1%20%E6%8E%A8%E8%8D%90%E4%BA%8C%E6%89%8B%E5%B9%B3%E5%8F%B0%EF%BC%9A-toc\" style=\"margin-left:80px\">&#x1f4a1; \u63a8\u8350\u4e8c\u624b\u5e73\u53f0&#xff1a;<\/p>\n<p id=\"%E2%9A%99%EF%B8%8F%20%E4%BA%8C%E3%80%81%E8%AE%AD%E7%BB%83%E5%92%8C%E6%8E%A8%E7%90%86%E7%8E%AF%E5%A2%83%E6%90%AD%E5%BB%BA%E5%BB%BA%E8%AE%AE-toc\" style=\"margin-left:40px\">\u2699\ufe0f \u4e8c\u3001\u8bad\u7ec3\u548c\u63a8\u7406\u73af\u5883\u642d\u5efa\u5efa\u8bae<\/p>\n<p id=\"%E2%9C%85%201.%20%E5%AE%89%E8%A3%85%E6%8E%A8%E8%8D%90%E7%B3%BB%E7%BB%9F%E4%B8%8E%E7%8E%AF%E5%A2%83-toc\" style=\"margin-left:80px\">\u2705 1. \u5b89\u88c5\u63a8\u8350\u7cfb\u7edf\u4e0e\u73af\u5883<\/p>\n<p id=\"%E2%9C%85%202.%20%E6%8E%A8%E8%8D%90%E8%AE%AD%E7%BB%83%E6%96%B9%E5%BC%8F-toc\" style=\"margin-left:80px\">\u2705 2. \u63a8\u8350\u8bad\u7ec3\u65b9\u5f0f<\/p>\n<p id=\"%F0%9F%91%89%20%E4%BD%BF%E7%94%A8%20QLoRA%20%2B%20PEFT%20%E5%BE%AE%E8%B0%83%20Qwen2.5-7B%2F14B-toc\" style=\"margin-left:120px\">&#x1f449; \u4f7f\u7528 QLoRA &#043; PEFT \u5fae\u8c03 Qwen2.5-7B\/14B<\/p>\n<p id=\"%E2%9C%85%203.%20%E6%8E%A8%E7%90%86%E6%96%B9%E5%BC%8F%EF%BC%88%E8%B5%84%E6%BA%90%E7%9C%81%EF%BC%8C%E9%80%9F%E5%BA%A6%E5%BF%AB%EF%BC%89-toc\" style=\"margin-left:80px\">\u2705 3. \u63a8\u7406\u65b9\u5f0f&#xff08;\u8d44\u6e90\u7701&#xff0c;\u901f\u5ea6\u5feb&#xff09;<\/p>\n<p id=\"%F0%9F%A7%B0%20%E4%B8%89%E3%80%81%E5%8F%AF%E9%80%89%E9%85%8D%E4%BB%B6%E5%BB%BA%E8%AE%AE%EF%BC%88%E8%BE%85%E5%8A%A9%E4%BD%93%E9%AA%8C%EF%BC%89-toc\" style=\"margin-left:40px\">&#x1f9f0; \u4e09\u3001\u53ef\u9009\u914d\u4ef6\u5efa\u8bae&#xff08;\u8f85\u52a9\u4f53\u9a8c&#xff09;<\/p>\n<p id=\"%F0%9F%93%A6%20%E5%9B%9B%E3%80%81%E9%99%84%E9%80%81%EF%BC%9A%E8%AE%AD%E7%BB%83%E5%90%AF%E5%8A%A8%E8%84%9A%E6%9C%AC%E6%A8%A1%E6%9D%BF%EF%BC%88QLoRA%20%2B%20PEFT%EF%BC%89-toc\" style=\"margin-left:40px\">&#x1f4e6; \u56db\u3001\u9644\u9001&#xff1a;\u8bad\u7ec3\u542f\u52a8\u811a\u672c\u6a21\u677f&#xff08;QLoRA &#043; PEFT&#xff09;<\/p>\n<p id=\"%E2%9C%85%20%E6%80%BB%E7%BB%93-toc\" style=\"margin-left:40px\">\u2705 \u603b\u7ed3<\/p>\n<hr id=\"hr-toc\" \/>\n<\/p>\n<p>\u597d&#xff0c;\u65e2\u7136\u4f60\u786e\u5b9a\u4e86\u60f3\u81ea\u5df1\u7ec4\u88c5\u4e00\u53f0\u8bad\u7ec3&#043;\u63a8\u7406\u670d\u52a1\u5668&#xff0c;\u5e76\u5e0c\u671b\u6211\u63d0\u4f9b\u8be6\u7ec6\u914d\u4ef6\u5efa\u8bae\u3001\u4ef7\u683c\u53c2\u8003\u548c\u5fae\u8c03\u73af\u5883\u5efa\u8bae&#xff0c;\u90a3\u6211\u5c31\u6765\u7ed9\u4f60\u4e00\u4e2a\u4e2a\u4eba\u6027\u4ef7\u6bd4\u88c5\u673a\u65b9\u6848&#xff08;2025\u5e744\u6708\u7248&#xff09;&#xff0c;\u76ee\u6807\u662f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u9884\u7b97\u5c3d\u91cf\u63a7\u5236\u5728 2 \u4e07\u5143\u4eba\u6c11\u5e01\u4ee5\u5185<\/p>\n<\/li>\n<li>\n<p>\u80fd\u8fd0\u884c\u901a\u4e49\u5343\u95ee Qwen2.5 \u7cfb\u5217&#xff08;7B \u6216 14B&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301 LoRA\u3001QLoRA \u7b49\u8f7b\u91cf\u7ea7\u5fae\u8c03<\/p>\n<\/li>\n<li>\n<p>\u8fd8\u80fd\u65e5\u5e38\u4f7f\u7528\u3001\u6269\u5c55\u6027\u5f3a<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h3 id=\"%F0%9F%A7%B1%20%E4%B8%80%E3%80%81%E7%A1%AC%E4%BB%B6%E6%8E%A8%E8%8D%90%E6%96%B9%E6%A1%88%EF%BC%88%E4%B8%AA%E4%BA%BA%E6%A1%8C%E9%9D%A2%E7%BA%A7%20AI%20%E4%B8%BB%E6%9C%BA%EF%BC%89\">&#x1f9f1; \u4e00\u3001\u786c\u4ef6\u63a8\u8350\u65b9\u6848&#xff08;\u4e2a\u4eba\u684c\u9762\u7ea7 AI \u4e3b\u673a&#xff09;<\/h3>\n<h4 id=\"%F0%9F%94%A7%E3%80%90%E5%9F%BA%E7%A1%80%E9%85%8D%E7%BD%AE%E6%B8%85%E5%8D%95%E3%80%91\">&#x1f527;\u3010\u57fa\u7840\u914d\u7f6e\u6e05\u5355\u3011<\/h4>\n<table>\n<tr>\u90e8\u4ef6\u63a8\u8350\u578b\u53f7\u8bf4\u660e\u4ef7\u683c\u53c2\u8003&#xff08;\u5143&#xff09;<\/tr>\n<tbody>\n<tr>\n<td>GPU<\/td>\n<td>RTX 3090 24GB \u00d7 2&#xff08;\u4e8c\u624b&#xff09; \u6216 A6000 48GB \u00d7 1&#xff08;\u4e8c\u624b&#xff09;<\/td>\n<td>\u652f\u6301 QLoRA \u8bad\u7ec3&#xff0c;3090 \u663e\u5b58\u5927&#xff0c;\u6027\u4ef7\u6bd4\u9ad8<\/td>\n<td>5500 \u00d7 2 \u6216 8500&#xff08;A6000&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>CPU<\/td>\n<td>AMD Ryzen 9 7950X \u6216 7900X &#xff08;\u5982\u679c\u7528 DDR5&#xff09; Intel i9-12900K \u4e5f\u53ef\u4ee5<\/td>\n<td>\u9ad8\u7ebf\u7a0b\u6570&#043;\u517c\u5bb9\u6027\u5f3a<\/td>\n<td>2500~3000<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u677f<\/td>\n<td>ASUS ROG Strix X670E \u6216 B650-E &#xff08;\u652f\u6301\u53cc\u5361&#043;DDR5&#xff09;<\/td>\n<td>\u6ce8\u610f\u9009\u5e26 PCIe \u00d716 \u00d72 \u7684<\/td>\n<td>1500~2000<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>128GB DDR5&#xff08;32G\u00d74&#xff09;\u6216 DDR4<\/td>\n<td>\u663e\u5361\u5403\u663e\u5b58&#xff0c;\u8bad\u7ec3\u5403\u5185\u5b58<\/td>\n<td>1600~2000<\/td>\n<\/tr>\n<tr>\n<td>SSD<\/td>\n<td>NVMe PCIe 4.0 \u00d74 \u63a5\u53e3 2TB<\/td>\n<td>\u63a8\u8350\u4e09\u661f 980 Pro\u3001WD SN850<\/td>\n<td>800~1000<\/td>\n<\/tr>\n<tr>\n<td>\u7535\u6e90<\/td>\n<td>1300W \u91d1\u724c&#xff08;\u6d77\u97f5\u3001\u632f\u534e\u7b49&#xff09;<\/td>\n<td>RTX 3090 \u529f\u8017\u5f88\u9ad8<\/td>\n<td>1000<\/td>\n<\/tr>\n<tr>\n<td>\u6563\u70ed<\/td>\n<td>\u4e5d\u5dde\u98ce\u795e\u6c34\u51b7360 \u6216 \u51b0\u9f99<\/td>\n<td>\u4fdd\u8bc1 CPU \u8bad\u7ec3\u65f6\u6e29\u5ea6\u7a33\u5b9a<\/td>\n<td>300~600<\/td>\n<\/tr>\n<tr>\n<td>\u673a\u7bb1<\/td>\n<td>\u5927\u5854\u5f0f&#xff1a;\u9177\u51b7\u81f3\u5c0a HAF \u6216 \u5229\u6c11 S1<\/td>\n<td>\u653e\u5f97\u4e0b\u53cc\u663e\u5361&#043;\u9ad8\u901a\u98ce<\/td>\n<td>400~800<\/td>\n<\/tr>\n<tr>\n<td>\u663e\u793a\u5668\u3001\u952e\u9f20<\/td>\n<td>\u4efb\u610f\u73b0\u6709\u8bbe\u5907<\/td>\n<td>\u7701\u94b1<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u2705 \u603b\u4ef7&#xff08;\u542b\u53cc 3090&#xff09;&#xff1a;\u7ea6 1.8 \u4e07\u5de6\u53f3 \u2705 \u603b\u4ef7&#xff08;\u542b A6000 \u5355\u5361&#xff09;&#xff1a;\u7ea6 1.6 \u4e07\u5de6\u53f3<\/p>\n<p>\u2795\u5982\u679c\u4ee5\u540e\u6709\u94b1&#xff0c;\u518d\u52a0\u4e00\u5f20\u663e\u5361\u4e5f\u53ef\u4ee5\u6a2a\u5411\u6269\u5c55<\/p>\n<hr \/>\n<h4 id=\"%F0%9F%92%A1%20%E6%8E%A8%E8%8D%90%E4%BA%8C%E6%89%8B%E5%B9%B3%E5%8F%B0%EF%BC%9A\">&#x1f4a1; \u63a8\u8350\u4e8c\u624b\u5e73\u53f0&#xff1a;<\/h4>\n<ul>\n<li>\n<p>\u95f2\u9c7c&#xff08;\u5173\u952e\u8bcd&#xff1a;3090 \u5168\u65b0\u3001A6000&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u4eac\u4e1c\u4e8c\u624b\u3001\u6dd8\u5b9d\u4f01\u4e1a\u56de\u6536<\/p>\n<\/li>\n<li>\n<p>\u672c\u5730\u7535\u8111\u57ce\u8e72\u77ff\u5361\u6e05\u8d27&#xff08;\u4f18\u8d28\u8d27\u6e90&#xff09;<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h3 id=\"%E2%9A%99%EF%B8%8F%20%E4%BA%8C%E3%80%81%E8%AE%AD%E7%BB%83%E5%92%8C%E6%8E%A8%E7%90%86%E7%8E%AF%E5%A2%83%E6%90%AD%E5%BB%BA%E5%BB%BA%E8%AE%AE\">\u2699\ufe0f \u4e8c\u3001\u8bad\u7ec3\u548c\u63a8\u7406\u73af\u5883\u642d\u5efa\u5efa\u8bae<\/h3>\n<h4 id=\"%E2%9C%85%201.%20%E5%AE%89%E8%A3%85%E6%8E%A8%E8%8D%90%E7%B3%BB%E7%BB%9F%E4%B8%8E%E7%8E%AF%E5%A2%83\">\u2705 1. \u5b89\u88c5\u63a8\u8350\u7cfb\u7edf\u4e0e\u73af\u5883<\/h4>\n<\/p>\n<p>Ubuntu 22.04 LTS &#xff08;\u7a33\u5b9a\u6027\u5f3a&#xff09; Python 3.10&#043; conda \u6216 micromamba CUDA 12.1&#xff08;\u9002\u914d 3090&#xff09; PyTorch 2.1&#043; Transformers &#043; PEFT &#043; bitsandbytes <\/p>\n<h4 id=\"%E2%9C%85%202.%20%E6%8E%A8%E8%8D%90%E8%AE%AD%E7%BB%83%E6%96%B9%E5%BC%8F\">\u2705 2. \u63a8\u8350\u8bad\u7ec3\u65b9\u5f0f<\/h4>\n<h5 id=\"%F0%9F%91%89%20%E4%BD%BF%E7%94%A8%20QLoRA%20%2B%20PEFT%20%E5%BE%AE%E8%B0%83%20Qwen2.5-7B%2F14B\">&#x1f449; \u4f7f\u7528 QLoRA &#043; PEFT \u5fae\u8c03 Qwen2.5-7B\/14B<\/h5>\n<\/p>\n<p>pip install transformers peft accelerate bitsandbytes datasets <\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u52a0\u8f7d&#xff1a;Qwen\/Qwen2.5-7B-Chat<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u683c\u5f0f&#xff1a;alpaca \u6216 chatml<\/p>\n<\/li>\n<li>\n<p>\u63a8\u8350\u4f7f\u7528 LoRA \u65b9\u5f0f&#xff0c;\u53ea\u8bad\u7ec3 adapter \u6743\u91cd&#xff0c;\u8282\u7701\u663e\u5b58<\/p>\n<\/li>\n<li>\n<p>\u7528 bnb_config \u542f\u7528 int4 \u6743\u91cd\u52a0\u8f7d<\/p>\n<\/li>\n<\/ul>\n<h4 id=\"%E2%9C%85%203.%20%E6%8E%A8%E7%90%86%E6%96%B9%E5%BC%8F%EF%BC%88%E8%B5%84%E6%BA%90%E7%9C%81%EF%BC%8C%E9%80%9F%E5%BA%A6%E5%BF%AB%EF%BC%89\">\u2705 3. \u63a8\u7406\u65b9\u5f0f&#xff08;\u8d44\u6e90\u7701&#xff0c;\u901f\u5ea6\u5feb&#xff09;<\/h4>\n<ul>\n<li>\n<p>\u91cf\u5316\u4e3a GGUF&#xff0c;\u4f7f\u7528 llama.cpp<\/p>\n<\/li>\n<li>\n<p>\u6216\u4f7f\u7528 vLLM &#043; API \u63a8\u7406<\/p>\n<\/li>\n<li>\n<p>\u5982\u679c\u4f60\u7528 A6000&#xff0c;\u53ef\u4ee5\u8dd1 14B \u63a8\u7406\u6beb\u65e0\u538b\u529b<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h3 id=\"%F0%9F%A7%B0%20%E4%B8%89%E3%80%81%E5%8F%AF%E9%80%89%E9%85%8D%E4%BB%B6%E5%BB%BA%E8%AE%AE%EF%BC%88%E8%BE%85%E5%8A%A9%E4%BD%93%E9%AA%8C%EF%BC%89\">&#x1f9f0; \u4e09\u3001\u53ef\u9009\u914d\u4ef6\u5efa\u8bae&#xff08;\u8f85\u52a9\u4f53\u9a8c&#xff09;<\/h3>\n<table>\n<tr>\u9879\u76ee\u5efa\u8bae<\/tr>\n<tbody>\n<tr>\n<td>\u591a\u5757 SSD<\/td>\n<td>\u4e00\u5757\u5b58\u6743\u91cd&#xff08;\u6a21\u578b&#xff09;\u4e00\u5757\u5b58\u6570\u636e&#xff0c;\u63d0\u5347\u8bad\u7ec3\u6548\u7387<\/td>\n<\/tr>\n<tr>\n<td>\u663e\u5361\u652f\u67b6<\/td>\n<td>\u652f\u6491\u53cc\u5361\u9632\u6b62\u4e3b\u677f\u53d8\u5f62<\/td>\n<\/tr>\n<tr>\n<td>UPS \u7535\u6e90<\/td>\n<td>\u907f\u514d\u65ad\u7535\u4e22\u4efb\u52a1&#xff08;\u5fae\u8c03\u957f\u65f6\u95f4\u8fd0\u884c&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u663e\u5361\u6865\u63a5<\/td>\n<td>\u53cc\u5361\u8bad\u7ec3\u4e0d\u5fc5\u987b NVLink&#xff0c;\u4f46\u90e8\u5206\u6846\u67b6\u652f\u6301 NVLink<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3 id=\"%F0%9F%93%A6%20%E5%9B%9B%E3%80%81%E9%99%84%E9%80%81%EF%BC%9A%E8%AE%AD%E7%BB%83%E5%90%AF%E5%8A%A8%E8%84%9A%E6%9C%AC%E6%A8%A1%E6%9D%BF%EF%BC%88QLoRA%20%2B%20PEFT%EF%BC%89\">&#x1f4e6; \u56db\u3001\u9644\u9001&#xff1a;\u8bad\u7ec3\u542f\u52a8\u811a\u672c\u6a21\u677f&#xff08;QLoRA &#043; PEFT&#xff09;<\/h3>\n<\/p>\n<p>accelerate launch train.py \\\\ &#8211;model_name_or_path Qwen\/Qwen2.5-7B-Chat \\\\ &#8211;dataset data\/alpaca.json \\\\ &#8211;use_peft &#8211;lora_rank 8 \\\\ &#8211;quantization int4 \\\\ &#8211;output_dir .\/output\/qwen2.5-7b-qlora \\\\ &#8211;per_device_train_batch_size 2 \\\\ &#8211;gradient_accumulation_steps 8 \\\\ &#8211;learning_rate 2e-5 \\\\ &#8211;num_train_epochs 3 <\/p>\n<p>\u53ef\u4ee5\u57fa\u4e8e llama-factory \u6216 transformers \u5b98\u65b9\u8bad\u7ec3 LoRA\u3002<\/p>\n<hr \/>\n<h3 id=\"%E2%9C%85%20%E6%80%BB%E7%BB%93\">\u2705 \u603b\u7ed3<\/h3>\n<table>\n<tr>\u76ee\u6807\u4f60\u7684\u9009\u62e9<\/tr>\n<tbody>\n<tr>\n<td>\u663e\u5361<\/td>\n<td>2 \u00d7 RTX 3090 \u4e8c\u624b or 1 \u00d7 A6000 48G<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>128GB DDR4\/DDR5<\/td>\n<\/tr>\n<tr>\n<td>\u5fae\u8c03\u65b9\u5f0f<\/td>\n<td>QLoRA \/ LoRA \/ DPO<\/td>\n<\/tr>\n<tr>\n<td>\u652f\u6301\u6a21\u578b<\/td>\n<td>\u901a\u4e49 Qwen2.5-7B \/ 14B<\/td>\n<\/tr>\n<tr>\n<td>\u9884\u7b97<\/td>\n<td>\u63a7\u5236\u5728 16000&#xff5e;22000 \u5143<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb783\u6b21\uff0c\u70b9\u8d5e17\u6b21\uff0c\u6536\u85cf11\u6b21\u3002\u76ee\u6807\u4f60\u7684\u9009\u62e9\u663e\u53612 \u00d7 RTX 3090 \u4e8c\u624b or 1 \u00d7 A6000 48G\u5185\u5b58\u5fae\u8c03\u65b9\u5f0f\u652f\u6301\u6a21\u578b\u901a\u4e49 Qwen2.5-7B \/ 14B\u9884\u7b97\u63a7\u5236\u5728 16000\uff5e22000 \u5143\u3002_\u670d\u52a1\u5668\u7ec4\u88c5\u914d\u7f6e\u5355<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[587,50,227,43,44],"topic":[],"class_list":["post-36447","post","type-post","status-publish","format-standard","hentry","category-server","tag-587","tag-50","tag-227","tag-43","tag-44"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u7ec4\u88c5\u4e00\u53f0\u8bad\u7ec3+\u63a8\u7406\u670d\u52a1\u5668\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/36447.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7ec4\u88c5\u4e00\u53f0\u8bad\u7ec3+\u63a8\u7406\u670d\u52a1\u5668\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb783\u6b21\uff0c\u70b9\u8d5e17\u6b21\uff0c\u6536\u85cf11\u6b21\u3002\u76ee\u6807\u4f60\u7684\u9009\u62e9\u663e\u53612 \u00d7 RTX 3090 \u4e8c\u624b or 1 \u00d7 A6000 48G\u5185\u5b58\u5fae\u8c03\u65b9\u5f0f\u652f\u6301\u6a21\u578b\u901a\u4e49 Qwen2.5-7B \/ 14B\u9884\u7b97\u63a7\u5236\u5728 16000\uff5e22000 \u5143\u3002_\u670d\u52a1\u5668\u7ec4\u88c5\u914d\u7f6e\u5355\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/36447.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-09T16:20:57+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/36447.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/36447.html\",\"name\":\"\u7ec4\u88c5\u4e00\u53f0\u8bad\u7ec3+\u63a8\u7406\u670d\u52a1\u5668\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-05-09T16:20:57+00:00\",\"dateModified\":\"2025-05-09T16:20:57+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/36447.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/36447.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/36447.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u7ec4\u88c5\u4e00\u53f0\u8bad\u7ec3+\u63a8\u7406\u670d\u52a1\u5668\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u7ec4\u88c5\u4e00\u53f0\u8bad\u7ec3+\u63a8\u7406\u670d\u52a1\u5668\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/36447.html","og_locale":"zh_CN","og_type":"article","og_title":"\u7ec4\u88c5\u4e00\u53f0\u8bad\u7ec3+\u63a8\u7406\u670d\u52a1\u5668\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb783\u6b21\uff0c\u70b9\u8d5e17\u6b21\uff0c\u6536\u85cf11\u6b21\u3002\u76ee\u6807\u4f60\u7684\u9009\u62e9\u663e\u53612 \u00d7 RTX 3090 \u4e8c\u624b or 1 \u00d7 A6000 48G\u5185\u5b58\u5fae\u8c03\u65b9\u5f0f\u652f\u6301\u6a21\u578b\u901a\u4e49 Qwen2.5-7B \/ 14B\u9884\u7b97\u63a7\u5236\u5728 16000\uff5e22000 \u5143\u3002_\u670d\u52a1\u5668\u7ec4\u88c5\u914d\u7f6e\u5355","og_url":"https:\/\/www.wsisp.com\/helps\/36447.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-05-09T16:20:57+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/36447.html","url":"https:\/\/www.wsisp.com\/helps\/36447.html","name":"\u7ec4\u88c5\u4e00\u53f0\u8bad\u7ec3+\u63a8\u7406\u670d\u52a1\u5668\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-05-09T16:20:57+00:00","dateModified":"2025-05-09T16:20:57+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/36447.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/36447.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/36447.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u7ec4\u88c5\u4e00\u53f0\u8bad\u7ec3+\u63a8\u7406\u670d\u52a1\u5668\u786c\u4ef6\u914d\u7f6e\u5efa\u8bae"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/36447","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=36447"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/36447\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=36447"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=36447"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=36447"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=36447"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}