{"id":29510,"date":"2025-03-28T17:22:19","date_gmt":"2025-03-28T09:22:19","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29510"},"modified":"2025-03-28T17:22:19","modified_gmt":"2025-03-28T09:22:19","slug":"minimind","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/minimind\/","title":{"rendered":"MiniMind\uff1a2\u5c0f\u65f6\u4ece\u96f6\u8bad\u7ec326M\u53c2\u6570GPT\u7684\u5f00\u6e90\u5de5\u5177"},"content":{"rendered":"<p>MiniMind \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u7531\u5f00\u53d1\u8005 jingyaogong \u521b\u5efa\u3002\u5b83\u7684\u6838\u5fc3\u76ee\u6807\u662f\u8ba9\u666e\u901a\u4eba\u4e5f\u80fd\u5feb\u901f\u8bad\u7ec3\u81ea\u5df1\u7684 AI \u6a21\u578b\u3002MiniMind \u4e3b\u6253\u7279\u70b9\u662f\u7528 2 \u5c0f\u65f6\u5728\u5355\u5f20 NVIDIA 3090 \u663e\u5361\u4e0a\u4ece\u96f6\u8bad\u7ec3\u4e00\u4e2a 26M \u53c2\u6570\u7684 GPT \u6a21\u578b\uff0c\u6210\u672c\u4ec5\u7ea6 3 \u5143\u4eba\u6c11\u5e01\u3002\u9879\u76ee\u63d0\u4f9b\u4ece\u9884\u8bad\u7ec3\u5230\u5fae\u8c03\u7684\u5168\u6d41\u7a0b\u4ee3\u7801\uff0c\u5305\u62ec\u6570\u636e\u96c6\u6e05\u6d17\u3001\u9884\u8bad\u7ec3\u3001\u6307\u4ee4\u5fae\u8c03\u3001LoRA\u3001DPO \u548c\u6a21\u578b\u84b8\u998f\u7b49\uff0c\u8fd8\u652f\u6301\u89c6\u89c9\u591a\u6a21\u6001\u6269\u5c55 MiniMind-V\u3002\u6240\u6709\u4ee3\u7801\u57fa\u4e8e PyTorch \u4ece\u96f6\u91cd\u6784\uff0c\u4e0d\u4f9d\u8d56\u7b2c\u4e09\u65b9\u62bd\u8c61\u63a5\u53e3\u3002\u622a\u81f3 2025 \u5e74 2 \u6708\uff0cMiniMind \u5df2\u63a8\u51fa\u591a\u4e2a\u7248\u672c\uff0c\u6700\u5c0f\u6a21\u578b\u4ec5 25.8M \u53c2\u6570\uff0c\u793e\u533a\u53cd\u54cd\u70ed\u70c8\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-29511\" title=\"MiniMind\uff1a2\u5c0f\u65f6\u4ece\u96f6\u8bad\u7ec326M\u53c2\u6570GPT\u7684\u5f00\u6e90\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/5d7d21fb59ea8b6.jpg\" alt=\"MiniMind\uff1a2\u5c0f\u65f6\u4ece\u96f6\u8bad\u7ec326M\u53c2\u6570GPT\u7684\u5f00\u6e90\u5de5\u5177-1\" width=\"810\" height=\"506\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/5d7d21fb59ea8b6.jpg 1228w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/5d7d21fb59ea8b6-768x480.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/5d7d21fb59ea8b6-18x12.jpg 18w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301 2 \u5c0f\u65f6\u5185\u4ece\u96f6\u8bad\u7ec3 26M \u53c2\u6570 GPT \u6a21\u578b\uff0c\u5355\u5f20 3090 \u663e\u5361\u5373\u53ef\u8fd0\u884c\u3002<\/li>\n<li>\u63d0\u4f9b\u9884\u8bad\u7ec3\u3001\u6307\u4ee4\u5fae\u8c03\u3001LoRA\u3001DPO \u548c\u6a21\u578b\u84b8\u998f\u7684\u5168\u6d41\u7a0b\u4ee3\u7801\u3002<\/li>\n<li>\u5305\u542b\u89c6\u89c9\u591a\u6a21\u6001\u6269\u5c55 MiniMind-V\uff0c\u53ef\u5904\u7406\u56fe\u50cf\u548c\u6587\u672c\u3002<\/li>\n<li>\u652f\u6301\u5355\u673a\u5355\u5361\u548c\u591a\u5361\u8bad\u7ec3\uff0c\u517c\u5bb9 DeepSpeed \u548c wandb \u53ef\u89c6\u5316\u3002<\/li>\n<li>\u63d0\u4f9b OpenAI API \u534f\u8bae\u670d\u52a1\u7aef\uff0c\u65b9\u4fbf\u63a5\u5165\u7b2c\u4e09\u65b9\u804a\u5929\u754c\u9762\u3002<\/li>\n<li>\u5f00\u6e90\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u548c\u6a21\u578b\u6743\u91cd\uff0c\u53ef\u76f4\u63a5\u4e0b\u8f7d\u6216\u4e8c\u6b21\u5f00\u53d1\u3002<\/li>\n<li>\u652f\u6301 tokenizer \u8bad\u7ec3\u548c\u81ea\u5b9a\u4e49\u8bcd\u8868\uff0c\u7075\u6d3b\u8c03\u6574\u6a21\u578b\u7ed3\u6784\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>MiniMind \u7684\u4f7f\u7528\u5206\u4e3a\u5b89\u88c5\u3001\u8bad\u7ec3\u548c\u63a8\u7406\u4e09\u6b65\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6307\u5357\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u73af\u5883\u51c6\u5907<\/strong>\n<ul>\n<li>\u9700\u8981 Python 3.10 \u6216\u66f4\u9ad8\u7248\u672c\u3002<\/li>\n<li>\u68c0\u67e5\u663e\u5361\u652f\u6301 CUDA\uff0c\u8fd0\u884c\u4ee5\u4e0b\u4ee3\u7801\uff1a\n<pre><code>import torch\r\nprint(torch.cuda.is_available())\r\n<\/code><\/pre>\n<p>\u5982\u679c\u8fd4\u56de\u00a0<code>True<\/code>\uff0c\u8868\u793a\u53ef\u7528\uff1b\u5426\u5219\u9700\u5b89\u88c5\u5bf9\u5e94 PyTorch \u7248\u672c\u3002<\/li>\n<li>\u5b89\u88c5 Git\uff0c\u7528\u4e8e\u514b\u9686\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u514b\u9686\u9879\u76ee<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8f93\u5165\uff1a<\/li>\n<\/ol>\n<pre><code>git clone https:\/\/github.com\/jingyaogong\/minimind.git\r\ncd minimind\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u4f7f\u7528\u6e05\u534e\u955c\u50cf\u52a0\u901f\u5b89\u88c5\uff1a<\/li>\n<\/ol>\n<pre><code>pip install -r requirements.txt -i https:\/\/pypi.tuna.tsinghua.edu.cn\/simple\r\n<\/code><\/pre>\n<p>\u82e5\u9047\u5230\u95ee\u9898\uff0c\u53ef\u624b\u52a8\u5b89\u88c5\u00a0<code>torch<\/code>\u00a0\u6216\u00a0<code>flash_attn<\/code>\u3002<\/p>\n<ol start=\"4\">\n<li><strong>\u4e0b\u8f7d\u6570\u636e\u96c6<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u5728 GitHub README \u6216\u00a0https:\/\/www.modelscope.cn\/datasets\/gongjy\/minimind_dataset\/files\u00a0\u4e0b\u8f7d\u6570\u636e\u96c6\u3002<\/li>\n<li>\u521b\u5efa\u00a0<code>.\/dataset<\/code>\u00a0\u6587\u4ef6\u5939\uff0c\u89e3\u538b\u6587\u4ef6\u5230\u6b64\u76ee\u5f55\u3002<\/li>\n<li>\u63a8\u8350\u4e0b\u8f7d\u00a0<code>pretrain_hq.jsonl<\/code>\uff081.6GB\uff09\u548c\u00a0<code>sft_mini_512.jsonl<\/code>\uff081.2GB\uff09\u3002<\/li>\n<\/ul>\n<h3>\u8bad\u7ec3\u6a21\u578b<\/h3>\n<ol>\n<li><strong>\u9884\u8bad\u7ec3<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u8fd0\u884c\u811a\u672c\u5f00\u59cb\u9884\u8bad\u7ec3\uff1a\n<pre><code>python train_pretrain.py\r\n<\/code><\/pre>\n<\/li>\n<li>\u9ed8\u8ba4\u4f7f\u7528\u00a0<code>pretrain_hq.jsonl<\/code>\uff0c\u8f93\u51fa\u6743\u91cd\u4fdd\u5b58\u4e3a\u00a0<code>pretrain_*.pth<\/code>\u3002<\/li>\n<li>\u591a\u5361\u52a0\u901f\uff1a\n<pre><code>torchrun --nproc_per_node 2 train_pretrain.py\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u6307\u4ee4\u5fae\u8c03<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u8fd0\u884c\u5fae\u8c03\u811a\u672c\uff1a\n<pre><code>python train_full_sft.py\r\n<\/code><\/pre>\n<\/li>\n<li>\u9ed8\u8ba4\u4f7f\u7528\u00a0<code>sft_mini_512.jsonl<\/code>\uff0c\u8f93\u51fa\u6743\u91cd\u4fdd\u5b58\u4e3a\u00a0<code>full_sft_*.pth<\/code>\u3002<\/li>\n<li>\u591a\u5361\u652f\u6301\u540c\u4e0a\u3002<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>LoRA \u5fae\u8c03<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u51c6\u5907\u9886\u57df\u6570\u636e\uff08\u5982\u00a0<code>lora_medical.jsonl<\/code>\uff09\uff0c\u8fd0\u884c\uff1a\n<pre><code>python train_lora.py\r\n<\/code><\/pre>\n<\/li>\n<li>\u8f93\u51fa\u6743\u91cd\u4fdd\u5b58\u4e3a\u00a0<code>lora_xxx_*.pth<\/code>\u3002<\/li>\n<\/ul>\n<ol start=\"4\">\n<li><strong>DPO \u5f3a\u5316\u5b66\u4e60<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u4f7f\u7528\u00a0<code>dpo.jsonl<\/code>\u00a0\u6570\u636e\uff0c\u8fd0\u884c\uff1a\n<pre><code>python train_dpo.py\r\n<\/code><\/pre>\n<\/li>\n<li>\u8f93\u51fa\u6743\u91cd\u4fdd\u5b58\u4e3a\u00a0<code>rlhf_*.pth<\/code>\u3002<\/li>\n<\/ul>\n<ol start=\"5\">\n<li><strong>\u53ef\u89c6\u5316\u8bad\u7ec3<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u6dfb\u52a0\u53c2\u6570\u00a0<code>--use_wandb<\/code>\uff0c\u5982\uff1a\n<pre><code>python train_pretrain.py --use_wandb\r\n<\/code><\/pre>\n<\/li>\n<li>\u5728 wandb \u5b98\u7f51\u67e5\u770b\u8bad\u7ec3\u66f2\u7ebf\u3002<\/li>\n<\/ul>\n<h3>\u4f7f\u7528\u6a21\u578b\u63a8\u7406<\/h3>\n<ol>\n<li><strong>\u547d\u4ee4\u884c\u63a8\u7406<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\uff08\u5982 MiniMind2\uff09\uff1a\n<pre><code>git clone https:\/\/huggingface.co\/jingyaogong\/MiniMind2\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fd0\u884c\u63a8\u7406\uff1a\n<pre><code>python eval_model.py --load 1 --model_mode 2\r\n<\/code><\/pre>\n<\/li>\n<li>\u53c2\u6570\u8bf4\u660e\uff1a<code>--load 1<\/code>\u00a0\u7528 transformers \u683c\u5f0f\uff0c<code>--model_mode 2<\/code>\u00a0\u7528 MiniMind2\u3002<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u7f51\u9875\u804a\u5929<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u5b89\u88c5 Streamlit\uff1a\n<pre><code>pip install streamlit\r\n<\/code><\/pre>\n<\/li>\n<li>\u542f\u52a8\u754c\u9762\uff1a\n<pre><code>cd scripts\r\nstreamlit run web_demo.py\r\n<\/code><\/pre>\n<\/li>\n<li>\u5728\u6d4f\u89c8\u5668\u8bbf\u95ee\u00a0<code>localhost:8501<\/code>\uff0c\u5373\u53ef\u5bf9\u8bdd\u3002<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>API \u670d\u52a1<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u542f\u52a8\u670d\u52a1\u7aef\uff1a\n<pre><code>python serve_openai_api.py\r\n<\/code><\/pre>\n<\/li>\n<li>\u6d4b\u8bd5\u63a5\u53e3\uff1a\n<pre><code>curl http:\/\/localhost:8000\/v1\/chat\/completions -H \"Content-Type: application\/json\" -d '{\"model\": \"MiniMind2\", \"messages\": [{\"role\": \"user\", \"content\": \"\u4f60\u597d\"}], \"max_tokens\": 512}'\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u89c6\u89c9\u591a\u6a21\u6001 (MiniMind-V)<\/strong><\/li>\n<li>\u4e0b\u8f7d MiniMind-V \u6a21\u578b\uff1a<\/li>\n<\/ul>\n<pre><code>git clone https:\/\/huggingface.co\/jingyaogong\/MiniMind2-V\r\n<\/code><\/pre>\n<ul>\n<li>\u4e0b\u8f7d CLIP \u89c6\u89c9\u6a21\u578b\u5230\u00a0<code>.\/model\/vision_model<\/code>\uff1a<\/li>\n<\/ul>\n<pre><code>git clone https:\/\/huggingface.co\/openai\/clip-vit-base-patch16\r\n<\/code><\/pre>\n<ul>\n<li>\u8fd0\u884c\uff1a<\/li>\n<\/ul>\n<pre><code>python eval_vlm.py --load 1\r\n<\/code><\/pre>\n<ul>\n<li>\u8f93\u5165\u6587\u672c\u548c\u56fe\u7247\uff0c\u6a21\u578b\u4f1a\u751f\u6210\u63cf\u8ff0\u3002<\/li>\n<li><strong>\u81ea\u5b9a\u4e49\u8bad\u7ec3<\/strong><\/li>\n<li>\u5c06\u6570\u636e\u6574\u7406\u4e3a\u00a0<code>.jsonl<\/code>\u00a0\u683c\u5f0f\uff0c\u653e\u5165\u00a0<code>.\/dataset<\/code>\u3002<\/li>\n<li>\u4fee\u6539\u00a0<code>.\/model\/LMConfig.py<\/code>\u00a0\u53c2\u6570\uff08\u5982\u00a0<code>d_model<\/code>\u00a0\u6216\u00a0<code>n_layers<\/code>\uff09\u3002<\/li>\n<li>\u6309\u4e0a\u8ff0\u6b65\u9aa4\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u663e\u5b58\u4e0d\u8db3\u65f6\uff0c\u8c03\u6574\u00a0<code>batch_size<\/code>\u00a0\u6216\u589e\u52a0\u00a0<code>accumulation_steps<\/code>\u3002<\/li>\n<li>\u6570\u636e\u96c6\u8f83\u5927\u65f6\uff0c\u5206\u6279\u5904\u7406\uff0c\u907f\u514d\u5185\u5b58\u6ea2\u51fa\u3002<\/li>\n<li>\u8d85\u957f\u4e0a\u4e0b\u6587\u652f\u6301\u8c03\u6574 RoPE \u53c2\u6570\uff0c\u6700\u9ad8\u53ef\u8fbe 2048\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>AI \u5b66\u4e60<\/strong><br \/>\nMiniMind \u63d0\u4f9b\u5168\u5957\u4ee3\u7801\u548c\u6570\u636e\uff0c\u9002\u5408\u521d\u5b66\u8005\u7814\u7a76\u5927\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u3002<\/li>\n<li><strong>\u9886\u57df\u5b9a\u5236<\/strong><br \/>\n\u7528\u79c1\u6709\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u5982\u533b\u7597\u95ee\u7b54\u6216\u5ba2\u670d\u5bf9\u8bdd\u3002<\/li>\n<li><strong>\u4f4e\u6210\u672c\u90e8\u7f72<\/strong><br \/>\n26M \u53c2\u6570\u6a21\u578b\u9002\u5408\u5d4c\u5165\u5f0f\u8bbe\u5907\uff0c\u5982\u667a\u80fd\u5bb6\u5c45\u3002<\/li>\n<li><strong>\u6559\u5b66\u6f14\u793a<\/strong><br \/>\n\u6559\u5e08\u53ef\u7528\u5176\u5c55\u793a AI \u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5b66\u751f\u53ef\u52a8\u624b\u5b9e\u8df5\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>MiniMind \u9700\u8981\u591a\u5f3a\u786c\u4ef6\uff1f<\/strong><br \/>\n\u5355\u5f20 NVIDIA 3090 \u663e\u5361\u5373\u53ef\u8bad\u7ec3\uff0cCPU \u4e5f\u80fd\u8dd1\u4f46\u901f\u5ea6\u6162\u3002<\/li>\n<li><strong>2 \u5c0f\u65f6\u8bad\u7ec3\u9760\u8c31\u5417\uff1f<\/strong><br \/>\n\u662f\u7684\uff0c\u57fa\u4e8e 3090 \u5355\u5361\u6d4b\u8bd5\uff0c26M \u53c2\u6570\u6a21\u578b\u4ece\u96f6\u8bad\u7ec3\u53ea\u9700\u7ea6 2 \u5c0f\u65f6\u3002<\/li>\n<li><strong>\u53ef\u4ee5\u5546\u7528\u5417\uff1f<\/strong><br \/>\n\u53ef\u4ee5\uff0c\u9879\u76ee\u7528 Apache 2.0 \u8bb8\u53ef\u8bc1\uff0c\u5141\u8bb8\u514d\u8d39\u4f7f\u7528\u548c\u4fee\u6539\u3002<\/li>\n<li><strong>\u5982\u4f55\u6269\u5c55\u4e0a\u4e0b\u6587\u957f\u5ea6\uff1f<\/strong><br \/>\n\u8c03\u6574 RoPE \u53c2\u6570\u6216\u7528\u66f4\u957f\u6570\u636e\u5fae\u8c03\uff0c\u6700\u9ad8\u652f\u6301 2048\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>MiniMind \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u7531\u5f00\u53d1\u8005 jingyaogong \u521b\u5efa\u3002\u5b83\u7684\u6838\u5fc3\u76ee\u6807\u662f\u8ba9\u666e\u901a\u4eba\u4e5f\u80fd\u5feb\u901f\u8bad\u7ec3\u81ea\u5df1\u7684 AI \u6a21\u578b\u3002MiniMind \u4e3b\u6253\u7279\u70b9\u662f\u7528 2 \u5c0f\u65f6\u5728\u5355\u5f20 NVIDIA 3090 \u663e\u5361\u4e0a\u4ece\u96f6\u8bad\u7ec3\u4e00\u4e2a 26M \u53c2\u6570\u7684 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