{"id":31918,"date":"2025-06-30T08:02:12","date_gmt":"2025-06-30T00:02:12","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=31918"},"modified":"2025-06-30T08:04:38","modified_gmt":"2025-06-30T00:04:38","slug":"hunyuan-a13b","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/hunyuan-a13b\/","title":{"rendered":"Hunyuan-A13B\uff1a\u9ad8\u6548\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u652f\u6301\u8d85\u957f\u4e0a\u4e0b\u6587\u548c\u667a\u80fd\u63a8\u7406"},"content":{"rendered":"<p>Hunyuan-A13B \u662f\u7531\u817e\u8baf\u6df7\u5143\u56e2\u961f\u5f00\u53d1\u7684\u4e00\u6b3e\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u57fa\u4e8e\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u67b6\u6784\u8bbe\u8ba1\u3002\u6a21\u578b\u603b\u53c2\u6570\u91cf\u8fbe 80 \u4ebf\uff0c\u5176\u4e2d 13 \u4ebf\u4e3a\u6d3b\u8dc3\u53c2\u6570\uff0c\u517c\u987e\u9ad8\u6027\u80fd\u4e0e\u4f4e\u8ba1\u7b97\u6210\u672c\u3002Hunyuan-A13B \u652f\u6301 256K \u8d85\u957f\u4e0a\u4e0b\u6587\u5904\u7406\uff0c\u9002\u7528\u4e8e\u590d\u6742\u4efb\u52a1\u5982\u957f\u6587\u672c\u5206\u6790\u3001\u4ee3\u7801\u751f\u6210\u548c\u667a\u80fd\u4ee3\u7406\u64cd\u4f5c\u3002\u6a21\u578b\u63d0\u4f9b\u5feb\u901f\u548c\u6162\u901f\u63a8\u7406\u4e24\u79cd\u6a21\u5f0f\uff0c\u7528\u6237\u53ef\u6839\u636e\u9700\u6c42\u7075\u6d3b\u5207\u6362\u3002\u817e\u8baf\u6df7\u5143\u56e2\u961f\u4e8e 2025 \u5e74 6 \u6708 27 \u65e5\u5728 GitHub \u548c Hugging Face \u5e73\u53f0\u5f00\u6e90\u4e86\u591a\u4e2a\u7248\u672c\uff0c\u5305\u62ec\u9884\u8bad\u7ec3\u6a21\u578b\u3001\u6307\u4ee4\u5fae\u8c03\u6a21\u578b\u4ee5\u53ca\u4f18\u5316\u540e\u7684\u91cf\u5316\u6a21\u578b\uff0c\u65b9\u4fbf\u5f00\u53d1\u8005\u5728\u4e0d\u540c\u786c\u4ef6\u73af\u5883\u4e0b\u90e8\u7f72\u3002\u5b98\u65b9\u8fd8\u63d0\u4f9b\u8be6\u7ec6\u7684\u6280\u672f\u62a5\u544a\u548c\u64cd\u4f5c\u624b\u518c\uff0c\u52a9\u529b\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u8d85\u957f\u4e0a\u4e0b\u6587\u5904\u7406<\/strong>\uff1a\u652f\u6301\u9ad8\u8fbe 256K \u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u9002\u5408\u5904\u7406\u957f\u6587\u6863\u3001\u590d\u6742\u5bf9\u8bdd\u548c\u591a\u8f6e\u63a8\u7406\u4efb\u52a1\u3002<\/li>\n<li><strong>\u53cc\u6a21\u63a8\u7406<\/strong>\uff1a\u63d0\u4f9b\u5feb\u901f\u63a8\u7406\u548c\u6162\u901f\u63a8\u7406\uff08\u94fe\u5f0f\u63a8\u7406\uff0cCoT\uff09\u6a21\u5f0f\uff0c\u6ee1\u8db3\u4e0d\u540c\u573a\u666f\u7684\u6027\u80fd\u9700\u6c42\u3002<\/li>\n<li><strong>\u9ad8\u6548 MoE \u67b6\u6784<\/strong>\uff1a80 \u4ebf\u603b\u53c2\u6570\uff0c13 \u4ebf\u6d3b\u8dc3\u53c2\u6570\uff0c\u964d\u4f4e\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\uff0c\u9002\u5408\u4f4e\u914d\u786c\u4ef6\u8fd0\u884c\u3002<\/li>\n<li><strong>\u591a\u79cd\u91cf\u5316\u652f\u6301<\/strong>\uff1a\u63d0\u4f9b FP8 \u548c GPTQ-Int4 \u91cf\u5316\u7248\u672c\uff0c\u4f18\u5316\u63a8\u7406\u6548\u7387\uff0c\u964d\u4f4e\u90e8\u7f72\u95e8\u69db\u3002<\/li>\n<li><strong>\u591a\u9886\u57df\u80fd\u529b<\/strong>\uff1a\u5728\u6570\u5b66\u3001\u79d1\u5b66\u3001\u4ee3\u7801\u751f\u6210\u548c\u667a\u80fd\u4ee3\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u57fa\u51c6\u6d4b\u8bd5\u6210\u7ee9\u4f18\u5f02\u3002<\/li>\n<li><strong>\u5f00\u6e90\u8d44\u6e90<\/strong>\uff1a\u63d0\u4f9b\u6a21\u578b\u6743\u91cd\u3001\u8bad\u7ec3\u4ee3\u7801\u3001\u6280\u672f\u62a5\u544a\u548c\u64cd\u4f5c\u624b\u518c\uff0c\u652f\u6301\u5f00\u53d1\u8005\u5b9a\u5236\u548c\u6269\u5c55\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>\u8981\u4f7f\u7528 Hunyuan-A13B\uff0c\u9700\u51c6\u5907 Python 3.10 \u53ca\u4ee5\u4e0a\u73af\u5883\uff0c\u63a8\u8350\u4f7f\u7528 GPU\uff08\u5982 NVIDIA A100\uff09\u4ee5\u83b7\u5f97\u6700\u4f73\u6027\u80fd\u3002\u4ee5\u4e0b\u662f\u5b89\u88c5\u548c\u90e8\u7f72\u6b65\u9aa4\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 GitHub \u4ed3\u5e93\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/Tencent-Hunyuan\/Hunyuan-A13B.git\r\ncd Hunyuan-A13B\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u5b89\u88c5\u5fc5\u8981\u7684 Python \u5e93\uff0c\u786e\u4fdd\u73af\u5883\u652f\u6301 PyTorch \u548c Hugging Face \u7684 transformers \u5e93\uff1a<\/p>\n<pre><code>pip install torch==2.5.1 transformers\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u4e0b\u8f7d\u6a21\u578b<\/strong><br \/>\nHunyuan-A13B \u6a21\u578b\u5df2\u5728 Hugging Face \u5e73\u53f0\u63d0\u4f9b\u591a\u79cd\u7248\u672c\uff0c\u5305\u62ec\u00a0<code>Hunyuan-A13B-Pretrain<\/code>\u3001<code>Hunyuan-A13B-Instruct<\/code>\u3001<code>Hunyuan-A13B-Instruct-FP8<\/code>\u00a0\u548c\u00a0<code>Hunyuan-A13B-Instruct-GPTQ-Int4<\/code>\u3002\u4ee5\u6307\u4ee4\u5fae\u8c03\u6a21\u578b\u4e3a\u4f8b\uff0c\u4e0b\u8f7d\u547d\u4ee4\u5982\u4e0b\uff1a<\/p>\n<pre><code>huggingface-cli download tencent\/Hunyuan-A13B-Instruct\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf<\/strong><br \/>\n\u5c06\u6a21\u578b\u8def\u5f84\u914d\u7f6e\u5230\u73af\u5883\u53d8\u91cf\u4e2d\uff1a<\/p>\n<pre><code>export MODEL_PATH=\"tencent\/Hunyuan-A13B-Instruct\"\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8fd0\u884c\u793a\u4f8b\u4ee3\u7801<\/strong><br \/>\n\u4f7f\u7528\u4ee5\u4e0b Python \u4ee3\u7801\u52a0\u8f7d\u6a21\u578b\u5e76\u8fdb\u884c\u63a8\u7406\uff1a<\/p>\n<pre><code>from transformers import AutoModelForCausalLM, AutoTokenizer\r\nimport os\r\nimport re\r\nmodel_name_or_path = os.environ['MODEL_PATH']\r\ntokenizer = AutoTokenizer.from_pretrained(model_name_or_path, trust_remote_code=True)\r\nmodel = AutoModelForCausalLM.from_pretrained(model_name_or_path, device_map=\"auto\", trust_remote_code=True)\r\nmessages = [{\"role\": \"user\", \"content\": \"\u5199\u4e00\u7bc7\u5173\u4e8e\u5b9a\u671f\u953b\u70bc\u597d\u5904\u7684\u7b80\u77ed\u603b\u7ed3\"}]\r\ntokenized_chat = tokenizer.apply_chat_template(messages, tokenize=True, return_tensors=\"pt\", enable_thinking=True)\r\noutputs = model.generate(tokenized_chat.to(model.device), max_new_tokens=4096)\r\noutput_text = tokenizer.decode(outputs[0])\r\nthink_pattern = r'&lt;think&gt;(.*?)&lt;\/think&gt;'\r\nanswer_pattern = r'&lt;answer&gt;(.*?)&lt;\/answer&gt;'\r\nthink_matches = re.findall(think_pattern, output_text, re.DOTALL)\r\nanswer_matches = re.findall(answer_pattern, output_text, re.DOTALL)\r\nthink_content = think_matches[0].strip() if think_matches else \"\"\r\nanswer_content = answer_matches[0].strip() if answer_matches else \"\"\r\nprint(f\"\u63a8\u7406\u8fc7\u7a0b: {think_content}\\n\\n\u56de\u7b54: {answer_content}\")\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<h4>1. \u8d85\u957f\u4e0a\u4e0b\u6587\u5904\u7406<\/h4>\n<p>Hunyuan-A13B \u652f\u6301 256K \u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u9002\u5408\u5904\u7406\u957f\u7bc7\u6587\u6863\u6216\u591a\u8f6e\u5bf9\u8bdd\u3002\u7528\u6237\u53ef\u901a\u8fc7\u8bbe\u7f6e\u00a0<code>max_seq_length=256000<\/code>\u00a0\u6765\u542f\u7528\u8d85\u957f\u4e0a\u4e0b\u6587\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u5206\u6790\u957f\u7bc7\u6280\u672f\u6587\u6863\u65f6\uff0c\u76f4\u63a5\u5c06\u6587\u6863\u5185\u5bb9\u8f93\u5165\u6a21\u578b\uff0c\u6a21\u578b\u4f1a\u5b8c\u6574\u5904\u7406\u5e76\u751f\u6210\u603b\u7ed3\u6216\u56de\u7b54\u3002<\/p>\n<h4>2. \u53cc\u6a21\u63a8\u7406<\/h4>\n<p>\u6a21\u578b\u652f\u6301\u5feb\u901f\u63a8\u7406\u548c\u6162\u901f\u63a8\u7406\uff08\u94fe\u5f0f\u63a8\u7406\uff0cCoT\uff09\u3002\u5feb\u901f\u63a8\u7406\u9002\u5408\u5b9e\u65f6\u5bf9\u8bdd\uff0c\u6162\u901f\u63a8\u7406\u9002\u5408\u590d\u6742\u4efb\u52a1\u5982\u6570\u5b66\u63a8\u7406\u6216\u4ee3\u7801\u8c03\u8bd5\u3002\u7528\u6237\u53ef\u901a\u8fc7\u53c2\u6570\u63a7\u5236\u63a8\u7406\u6a21\u5f0f\uff1a<\/p>\n<ul>\n<li>\u542f\u7528\u6162\u901f\u63a8\u7406\uff1a\u8bbe\u7f6e\u00a0<code>enable_thinking=True<\/code>\u00a0\u6216\u5728\u63d0\u793a\u524d\u6dfb\u52a0\u00a0<code>\/think<\/code>\u3002<\/li>\n<li>\u7981\u7528\u6162\u901f\u63a8\u7406\uff1a\u8bbe\u7f6e\u00a0<code>enable_thinking=False<\/code>\u00a0\u6216\u5728\u63d0\u793a\u524d\u6dfb\u52a0\u00a0<code>\/no_think<\/code>\u3002<br \/>\n\u793a\u4f8b\uff1a<\/li>\n<\/ul>\n<pre><code>tokenized_chat = tokenizer.apply_chat_template(messages, enable_thinking=False)\r\n<\/code><\/pre>\n<h4>3. \u90e8\u7f72\u91cf\u5316\u6a21\u578b<\/h4>\n<p>\u4e3a\u964d\u4f4e\u786c\u4ef6\u8981\u6c42\uff0cHunyuan-A13B \u63d0\u4f9b FP8 \u548c GPTQ-Int4 \u91cf\u5316\u7248\u672c\u3002FP8 \u91cf\u5316\u901a\u8fc7\u9759\u6001\u6821\u51c6\u5c06\u6a21\u578b\u6743\u91cd\u548c\u6fc0\u6d3b\u503c\u8f6c\u6362\u4e3a 8 \u4f4d\u6d6e\u70b9\u683c\u5f0f\uff0c\u9002\u5408\u4e2d\u4f4e\u7aef GPU\u3002GPTQ-Int4 \u4f7f\u7528 4 \u4f4d\u6574\u6570\u91cf\u5316\uff0c\u8fdb\u4e00\u6b65\u51cf\u5c11\u5185\u5b58\u5360\u7528\u3002\u7528\u6237\u53ef\u76f4\u63a5\u4e0b\u8f7d\u91cf\u5316\u6a21\u578b\uff1a<\/p>\n<pre><code>huggingface-cli download tencent\/Hunyuan-A13B-Instruct-FP8\r\n<\/code><\/pre>\n<p>\u90e8\u7f72\u65f6\uff0c\u786e\u4fdd\u786c\u4ef6\u652f\u6301 FP8 \u6216 INT4 \u8fd0\u7b97\uff0c\u63a8\u8350\u4f7f\u7528 TensorRT-LLM \u540e\u7aef\u4ee5\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<h4>4. \u591a\u9886\u57df\u4efb\u52a1<\/h4>\n<p>Hunyuan-A13B \u5728\u6570\u5b66\u3001\u79d1\u5b66\u3001\u4ee3\u7801\u751f\u6210\u548c\u667a\u80fd\u4ee3\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\u3002\u4f8b\u5982\uff0c\u5904\u7406\u6570\u5b66\u95ee\u9898\u65f6\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u62c6\u89e3\u95ee\u9898\u5e76\u9010\u6b65\u63a8\u7406\uff1a<\/p>\n<pre><code>messages = [{\"role\": \"user\", \"content\": \"\u6c42\u89e3\u65b9\u7a0b 2x + 3 = 7\"}]\r\n<\/code><\/pre>\n<p>\u8f93\u51fa\u5c06\u5305\u542b\u63a8\u7406\u8fc7\u7a0b\u00a0<code>&lt;think&gt;<\/code>\u00a0\u548c\u6700\u7ec8\u7b54\u6848\u00a0<code>&lt;answer&gt;<\/code>\uff0c\u786e\u4fdd\u7ed3\u679c\u6e05\u6670\u6613\u61c2\u3002<\/p>\n<h4>5. \u5f00\u53d1\u8005\u81ea\u5b9a\u4e49<\/h4>\n<p>\u7528\u6237\u53ef\u57fa\u4e8e\u5f00\u6e90\u4ee3\u7801\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u3002\u5b98\u65b9\u63d0\u4f9b\u8bad\u7ec3\u624b\u518c\uff0c\u8be6\u7ec6\u8bf4\u660e\u6570\u636e\u51c6\u5907\u3001\u8bad\u7ec3\u53c2\u6570\u548c\u4f18\u5316\u7b56\u7565\u3002\u5fae\u8c03\u793a\u4f8b\uff1a<\/p>\n<pre><code>python train.py --model_path tencent\/Hunyuan-A13B-Pretrain --data_path custom_dataset\r\n<\/code><\/pre>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd GPU \u5185\u5b58\u5145\u8db3\uff08\u63a8\u8350 16GB \u4ee5\u4e0a\uff09\u3002<\/li>\n<li>\u68c0\u67e5 Hugging Face 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