{"id":20754,"date":"2025-02-10T22:34:00","date_gmt":"2025-02-10T14:34:00","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=20754"},"modified":"2025-02-22T15:12:27","modified_gmt":"2025-02-22T07:12:27","slug":"tifa-deepsex-14b-cot","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/tifa-deepsex-14b-cot\/","title":{"rendered":"Tifa-Deepsex-14b-CoT\uff1a\u64c5\u957f\u89d2\u8272\u626e\u6f14\u4e0e\u8d85\u957f\u5c0f\u8bf4\u751f\u6210\u7684\u5927\u6a21\u578b"},"content":{"rendered":"<p>Tifa-Deepsex-14b-CoT \u662f\u4e00\u4e2a\u57fa\u4e8e Deepseek-R1-14B \u6df1\u5ea6\u4f18\u5316\u7684\u5927\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e\u89d2\u8272\u626e\u6f14\u3001\u5c0f\u8bf4\u6587\u672c\u751f\u6210\u4ee5\u53ca\u601d\u7ef4\u94fe\uff08Chain of Thought, CoT\uff09\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\u3002\u8be5\u6a21\u578b\u901a\u8fc7\u591a\u9636\u6bb5\u8bad\u7ec3\u548c\u4f18\u5316\uff0c\u89e3\u51b3\u4e86\u539f\u59cb\u6a21\u578b\u5728\u957f\u6587\u672c\u751f\u6210\u8fde\u8d2f\u6027\u4e0d\u8db3\u548c\u89d2\u8272\u626e\u6f14\u80fd\u529b\u8f83\u5f31\u7684\u95ee\u9898\uff0c\u7279\u522b\u9002\u5408\u9700\u8981\u957f\u7a0b\u4e0a\u4e0b\u6587\u5173\u8054\u7684\u521b\u4f5c\u573a\u666f\u3002\u6a21\u578b\u901a\u8fc7\u878d\u5408\u9ad8\u8d28\u91cf\u6570\u636e\u96c6\u548c\u589e\u91cf\u9884\u8bad\u7ec3\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u4e0a\u4e0b\u6587\u5173\u8054\u80fd\u529b\uff0c\u51cf\u5c11\u7b54\u975e\u6240\u95ee\u7684\u60c5\u51b5\uff0c\u5e76\u6d88\u9664\u4e86\u4e2d\u82f1\u6df7\u6742\u73b0\u8c61\uff0c\u589e\u52a0\u4e86\u7279\u5b9a\u9886\u57df\u7684\u8bcd\u6c47\u91cf\uff0c\u4f7f\u5176\u5728\u89d2\u8272\u626e\u6f14\u548c\u5c0f\u8bf4\u751f\u6210\u4e2d\u8868\u73b0\u66f4\u51fa\u8272\u3002\u6b64\u5916\uff0c\u6a21\u578b\u652f\u6301128k\u8d85\u957f\u4e0a\u4e0b\u6587\uff0c\u9002\u7528\u4e8e\u9700\u8981\u6df1\u5ea6\u5bf9\u8bdd\u548c\u590d\u6742\u521b\u4f5c\u7684\u573a\u666f\u3002<\/p>\n<blockquote><p>\u8fd9\u662f\u4e00\u4e2a\u9488\u5bf9\u957f\u7bc7\u5c0f\u8bf4\u548c\u89d2\u8272\u626e\u6f14\u573a\u666f\u6df1\u5ea6\u4f18\u5316\u7684 Deepseek-R1-14B \u7248\u672c\uff0c\u5e76\u4e14\u62e5\u6709\u4e00\u4e2a\u7b80\u5355\u7684\u5b89\u5353\u5ba2\u6237\u7aef\u63d0\u4f9b\u4e0b\u8f7d\u3002\u76ee\u524d\u5347\u7ea7 <a href=\"https:\/\/www.kdjingpai.com\/tifa-deepsexv2-7b-mgrpo\/\">Deepsex2<\/a> \u7248\u3002<\/p><\/blockquote>\n<p><img decoding=\"async\" title=\"Tifa-Deepsex-14b-CoT\uff1a\u652f\u6301\u8d85\u957f\u4e0a\u4e0b\u6587\u8f93\u51fa\u7684\u89d2\u8272\u626e\u6f14\u4e0e\u5c0f\u8bf4\u751f\u6210\u5927\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/19f2aa65b9d8110.jpg\" alt=\"Tifa-Deepsex-14b-CoT\uff1a\u652f\u6301\u8d85\u957f\u4e0a\u4e0b\u6587\u8f93\u51fa\u7684\u89d2\u8272\u626e\u6f14\u4e0e\u5c0f\u8bf4\u751f\u6210\u5927\u6a21\u578b-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301\u89d2\u8272\u626e\u6f14\u573a\u666f\u7684\u6df1\u5ea6\u5bf9\u8bdd\uff0c\u751f\u6210\u7b26\u5408\u89d2\u8272\u6027\u683c\u548c\u80cc\u666f\u7684\u56de\u5e94\u3002<\/li>\n<li>\u63d0\u4f9b\u5c0f\u8bf4\u6587\u672c\u751f\u6210\u80fd\u529b\uff0c\u80fd\u591f\u521b\u4f5c\u8fde\u8d2f\u7684\u957f\u7bc7\u6545\u4e8b\u6216\u60c5\u8282\u3002<\/li>\n<li>\u5177\u5907\u601d\u7ef4\u94fe\uff08CoT\uff09\u63a8\u7406\u80fd\u529b\uff0c\u9002\u5408\u9700\u8981\u903b\u8f91\u63a8\u5bfc\u548c\u590d\u6742\u95ee\u9898\u89e3\u51b3\u7684\u573a\u666f\u3002<\/li>\n<li>\u652f\u6301128k\u8d85\u957f\u4e0a\u4e0b\u6587\uff0c\u786e\u4fdd\u957f\u6587\u672c\u751f\u6210\u7684\u9ad8\u8fde\u8d2f\u6027\u548c\u4e00\u81f4\u6027\u3002<\/li>\n<li>\u4f18\u5316\u540e\u7684\u6a21\u578b\u51cf\u5c11\u4e86\u62d2\u7edd\u56de\u7b54\u73b0\u8c61\uff0c\u5b89\u5168\u6027\u9002\u5ea6\u4fdd\u7559\uff0c\u9002\u7528\u4e8e\u591a\u6837\u5316\u7684\u521b\u4f5c\u9700\u6c42\u3002<\/li>\n<li>\u63d0\u4f9b\u591a\u79cd\u91cf\u5316\u7248\u672c\uff08\u5982F16\u3001Q8\u3001Q4\uff09\uff0c\u9002\u914d\u4e0d\u540c\u786c\u4ef6\u73af\u5883\uff0c\u65b9\u4fbf\u7528\u6237\u90e8\u7f72\u548c\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u4e0e\u90e8\u7f72<\/h3>\n<p>Tifa-Deepsex-14b-CoT \u6a21\u578b\u6258\u7ba1\u5728 Hugging Face \u5e73\u53f0\u4e0a\uff0c\u7528\u6237\u9700\u8981\u6839\u636e\u81ea\u5df1\u7684\u786c\u4ef6\u73af\u5883\u548c\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u7248\u672c\uff08\u4f8b\u5982 F16\u3001Q8\u3001Q4\uff09\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u548c\u90e8\u7f72\u6d41\u7a0b\uff1a<\/p>\n<p><strong>1. \u4e0b\u8f7d\u6a21\u578b<\/strong><\/p>\n<ul>\n<li>\u8bbf\u95ee Hugging Face \u6a21\u578b\u9875\u9762\uff1ahttps:\/\/huggingface.co\/ValueFX9507\/Tifa-Deepsex-14b-CoT\u3002<\/li>\n<li>\u6839\u636e\u786c\u4ef6\u652f\u6301\u9009\u62e9\u5408\u9002\u7684\u91cf\u5316\u7248\u672c\uff08\u5982 Q4_K_M.gguf\uff09\u3002\u70b9\u51fb\u5bf9\u5e94\u6587\u4ef6\uff0c\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\u3002<\/li>\n<li>\u5982\u679c\u9700\u8981\u4f7f\u7528 Demo APK\uff0c\u53ef\u4ee5\u76f4\u63a5\u4e0b\u8f7d\u5b98\u65b9\u63d0\u4f9b\u7684\u6f14\u793a\u7a0b\u5e8f\uff08\u9700\u8981\u624b\u52a8\u5bfc\u5165\u89d2\u8272\u5361\u5e76\u9009\u62e9\u81ea\u5b9a\u4e49 API\uff09\u3002<\/li>\n<\/ul>\n<p><strong>2. \u73af\u5883\u51c6\u5907<\/strong><\/p>\n<ul>\n<li>\u786e\u4fdd\u5df2\u5b89\u88c5\u00a0Python \u73af\u5883\uff08\u63a8\u8350 Python 3.8 \u6216\u4ee5\u4e0a\uff09\u3002<\/li>\n<li>\u5b89\u88c5\u5fc5\u8981\u7684\u4f9d\u8d56\u5e93\uff0c\u4f8b\u5982\u00a0transformers\u3001huggingface_hub\u00a0\u7b49\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\uff1a\n<pre><code>pip install transformers huggingface-hub\r\n<\/code><\/pre>\n<\/li>\n<li>\u5982\u679c\u4f7f\u7528\u00a0GGUF \u683c\u5f0f\u6a21\u578b\uff0c\u5efa\u8bae\u5b89\u88c5\u00a0<a href=\"https:\/\/www.kdjingpai.com\/llamacpp\/\">llama.cpp<\/a>\u00a0\u6216\u76f8\u5173\u652f\u6301\u5e93\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u514b\u9686\u5e76\u7f16\u8bd1\uff1a\n<pre><code>git clone https:\/\/github.com\/ggerganov\/llama.cpp\r\ncd llama.cpp\r\nmake\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<p><strong>3. \u6a21\u578b\u52a0\u8f7d<\/strong><\/p>\n<ul>\n<li>\u4f7f\u7528 transformers \u52a0\u8f7d\u6a21\u578b\uff1a\n<pre><code>from transformers import AutoModelForCausalLM, AutoTokenizer\r\nmodel_name = \"ValueFX9507\/Tifa-Deepsex-14b-CoT\"\r\ntokenizer = AutoTokenizer.from_pretrained(model_name)\r\nmodel = AutoModelForCausalLM.from_pretrained(model_name)\r\n<\/code><\/pre>\n<\/li>\n<li>\u5982\u679c\u4f7f\u7528 GGUF \u683c\u5f0f\uff0c\u53ef\u4ee5\u901a\u8fc7\u00a0llama.cpp\u00a0\u8fd0\u884c\uff1a\n<pre><code>.\/main -m Tifa-Deepsex-14b-CoT-Q4_K_M.gguf --color -c 4096 --temp 0.7 --repeat_penalty 1.1 -n -1 -p \"\u4f60\u7684\u63d0\u793a\u8bcd\"\r\n<\/code><\/pre>\n<p>\u5176\u4e2d\uff0c-c 4096 \u53ef\u6839\u636e\u9700\u8981\u8c03\u6574\u4e3a\u66f4\u5927\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff08\u5982 128k\uff09\uff0c\u4f46\u9700\u6ce8\u610f\u786c\u4ef6\u9650\u5236\u3002<\/li>\n<\/ul>\n<p><strong>4. \u914d\u7f6e\u4e0e\u4f18\u5316<\/strong><\/p>\n<ul>\n<li>\u786e\u4fdd\u8fd4\u56de\u7684\u4e0a\u4e0b\u6587\u53bb\u9664\u601d\u8003\u6807\u7b7e\uff08\u5982 \uff09\uff0c\u4ee5\u907f\u514d\u5f71\u54cd\u6a21\u578b\u8f93\u51fa\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u4ee3\u7801\u5b9e\u73b0\uff1a\n<pre><code>content = msg.content.replace(\/&lt;think&gt;[\\s\\S]*?&lt;\\\/think&gt;\/gi, '')\r\n<\/code><\/pre>\n<\/li>\n<li>\u5982\u679c\u4f7f\u7528\u524d\u7aef\u754c\u9762\uff0c\u9700\u624b\u52a8\u4fee\u6539\u524d\u7aef\u4ee3\u7801\u4ee5\u9002\u914d\u4e0a\u4e0b\u6587\u5904\u7406\uff0c\u5177\u4f53\u53c2\u8003\u5b98\u65b9\u793a\u4f8b\u6a21\u677f\u3002<\/li>\n<\/ul>\n<h3>\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<p><strong>\u89d2\u8272\u626e\u6f14\u529f\u80fd<\/strong><\/p>\n<ol>\n<li>\u8f93\u5165\u89d2\u8272\u8bbe\u5b9a\uff1a\u5728\u63d0\u793a\u8bcd\u4e2d\u660e\u786e\u89d2\u8272\u80cc\u666f\u3001\u6027\u683c\u3001\u5bf9\u8bdd\u573a\u666f\u7b49\u3002\u4f8b\u5982\uff1a\n<pre><code>\u4f60\u662f\u4e00\u4e2a\u52c7\u6562\u7684\u5192\u9669\u8005\uff0c\u540d\u53eb\u8482\u6cd5\uff0c\u6b63\u5728\u63a2\u7d22\u4e00\u5ea7\u795e\u79d8\u7684\u53e4\u57ce\u3002\u8bf7\u63cf\u8ff0\u4f60\u7684\u5192\u9669\u7ecf\u5386\uff0c\u5e76\u4e0e\u9047\u5230\u7684 NPC \u8fdb\u884c\u5bf9\u8bdd\u3002\r\n<\/code><\/pre>\n<\/li>\n<li>\u751f\u6210\u56de\u5e94\uff1a\u6a21\u578b\u4f1a\u6839\u636e\u89d2\u8272\u8bbe\u5b9a\u751f\u6210\u7b26\u5408\u6027\u683c\u7684\u5bf9\u8bdd\u6216\u53d9\u8ff0\u3002\u7528\u6237\u53ef\u4ee5\u6301\u7eed\u8f93\u5165\uff0c\u6a21\u578b\u4f1a\u4fdd\u6301\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u3002<\/li>\n<li>\u8c03\u6574\u53c2\u6570\uff1a\u901a\u8fc7\u8c03\u6574\u00a0temperature\uff08\u63a7\u5236\u751f\u6210\u6587\u672c\u7684\u968f\u673a\u6027\uff09\u548c\u00a0repeat_penalty\uff08\u63a7\u5236\u91cd\u590d\u5185\u5bb9\uff09\u6765\u4f18\u5316\u8f93\u51fa\u6548\u679c\u3002<\/li>\n<\/ol>\n<p><strong>\u5c0f\u8bf4\u751f\u6210\u529f\u80fd<\/strong><\/p>\n<ol>\n<li>\u8bbe\u5b9a\u6545\u4e8b\u80cc\u666f\uff1a\u63d0\u4f9b\u6545\u4e8b\u7684\u5f00\u5934\u6216\u5927\u7eb2\uff0c\u4f8b\u5982\uff1a\n<pre><code>\u5728\u4e00\u4e2a\u9065\u8fdc\u7684\u738b\u56fd\uff0c\u6709\u4e00\u4f4d\u5e74\u8f7b\u7684\u6cd5\u5e08\u8bd5\u56fe\u89e3\u5f00\u65f6\u95f4\u7684\u79d8\u5bc6\u3002\u8bf7\u7eed\u5199\u8fd9\u4e2a\u6545\u4e8b\u3002\r\n<\/code><\/pre>\n<\/li>\n<li>\u751f\u6210\u6545\u4e8b\uff1a\u6a21\u578b\u4f1a\u6839\u636e\u63d0\u793a\u751f\u6210\u8fde\u8d2f\u7684\u957f\u7bc7\u6545\u4e8b\uff0c\u652f\u6301\u591a\u6bb5\u843d\u8f93\u51fa\u3002<\/li>\n<li>\u957f\u4e0a\u4e0b\u6587\u652f\u6301\uff1a\u5f97\u76ca\u4e8e128k\u4e0a\u4e0b\u6587\u652f\u6301\uff0c\u7528\u6237\u53ef\u4ee5\u8f93\u5165\u8f83\u957f\u7684\u6545\u4e8b\u80cc\u666f\uff0c\u6a21\u578b\u4ecd\u80fd\u4fdd\u6301\u60c5\u8282\u4e00\u81f4\u6027\u3002<\/li>\n<\/ol>\n<p><strong>\u601d\u7ef4\u94fe\uff08CoT\uff09\u63a8\u7406<\/strong><\/p>\n<ol>\n<li>\u8f93\u5165\u590d\u6742\u95ee\u9898\uff1a\u4f8b\u5982\uff1a\n<pre><code>\u5982\u679c\u4e00\u4e2a\u57ce\u5e02\u6bcf\u5929\u4ea7\u751f100\u5428\u5783\u573e\uff0c\u5176\u4e2d60%\u53ef\u56de\u6536\uff0c40%\u4e0d\u53ef\u56de\u6536\uff0c\u4f46\u56de\u6536\u8bbe\u65bd\u6bcf\u5929\u53ea\u80fd\u5904\u740630\u5428\u53ef\u56de\u6536\u5783\u573e\uff0c\u5269\u4f59\u7684\u53ef\u56de\u6536\u5783\u573e\u5982\u4f55\u5904\u7406\uff1f\r\n<\/code><\/pre>\n<\/li>\n<li>\u751f\u6210\u63a8\u7406\u8fc7\u7a0b\uff1a\u6a21\u578b\u4f1a\u9010\u6b65\u5206\u6790\u95ee\u9898\uff0c\u63d0\u4f9b\u903b\u8f91\u6e05\u6670\u7684\u89e3\u7b54\uff0c\u5e76\u652f\u6301\u957f\u7a0b\u63a8\u7406\u3002<\/li>\n<\/ol>\n<p><strong>\u6ce8\u610f\u4e8b\u9879<\/strong><\/p>\n<ul>\n<li>\u786c\u4ef6\u8981\u6c42\uff1a\u6a21\u578b\u8fd0\u884c\u9700\u8981\u8f83\u9ad8\u7684\u663e\u5b58\u652f\u6301\uff0c\u5efa\u8bae\u4f7f\u7528\u81f3\u5c11 16GB \u663e\u5b58\u7684 GPU \u6216\u9ad8\u6027\u80fd CPU\u3002<\/li>\n<li>\u5b89\u5168\u6027\u4e0e\u5408\u89c4\u6027\uff1a\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u4fdd\u7559\u4e86\u4e00\u5b9a\u7684\u5b89\u5168\u6027\u8bbe\u7f6e\uff0c\u7528\u6237\u9700\u786e\u4fdd\u4f7f\u7528\u573a\u666f\u7b26\u5408\u76f8\u5173\u6cd5\u5f8b\u6cd5\u89c4\u3002<\/li>\n<li>\u4e0a\u4e0b\u6587\u7ba1\u7406\uff1a\u5728\u4f7f\u7528\u8d85\u957f\u4e0a\u4e0b\u6587\u65f6\uff0c\u5efa\u8bae\u5206\u6bb5\u8f93\u5165\u63d0\u793a\u8bcd\uff0c\u4ee5\u907f\u514d\u8d85\u51fa\u786c\u4ef6\u9650\u5236\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u4e0a\u624b Tifa-Deepsex-14b-CoT \u6a21\u578b\uff0c\u65e0\u8bba\u662f\u8fdb\u884c\u89d2\u8272\u626e\u6f14\u3001\u5c0f\u8bf4\u521b\u4f5c\u8fd8\u662f\u590d\u6742\u63a8\u7406\uff0c\u90fd\u80fd\u83b7\u5f97\u9ad8\u8d28\u91cf\u7684\u751f\u6210\u7ed3\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>Tifa-Deepsex-14b-CoT 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