{"id":14552,"date":"2024-11-30T11:03:52","date_gmt":"2024-11-30T03:03:52","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14552"},"modified":"2025-01-26T10:23:33","modified_gmt":"2025-01-26T02:23:33","slug":"ai-hedge-fund","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/ai-hedge-fund\/","title":{"rendered":"AI Hedge Fund\uff1a\u5f00\u6e90\u81ea\u52a8\u5316\u4ea4\u6613\u7cfb\u7edf\uff0c\u5229\u7528\u591a\u667a\u80fd\u4f53\u8fdb\u884c\u590d\u6742\u5bf9\u51b2\u57fa\u91d1\u4ea4\u6613\u51b3\u7b56"},"content":{"rendered":"<p>AI Hedge Fund \u662f\u4e00\u4e2a\u5229\u7528\u591a\u4ee3\u7406\u7cfb\u7edf\u8fdb\u884c\u4ea4\u6613\u51b3\u7b56\u7684\u4eba\u5de5\u667a\u80fd\u5bf9\u51b2\u57fa\u91d1\u3002\u8be5\u7cfb\u7edf\u901a\u8fc7\u591a\u4e2a\u4e13\u95e8\u7684\u4ee3\u7406\u534f\u540c\u5de5\u4f5c\uff0c\u5305\u62ec\u5e02\u573a\u6570\u636e\u4ee3\u7406\u3001\u91cf\u5316\u4ee3\u7406\u3001\u98ce\u9669\u7ba1\u7406\u4ee3\u7406\u548c\u6295\u8d44\u7ec4\u5408\u7ba1\u7406\u4ee3\u7406\uff0c\u4ee5\u5b9e\u73b0\u590d\u6742\u7684\u4ea4\u6613\u51b3\u7b56\u548c\u81ea\u52a8\u5316\u4ea4\u6613\u3002<\/p>\n<p>\u8fd9\u4e2a Python \u5f00\u6e90\u9879\u76ee\uff0c\u901a\u8fc7\u56db\u4e2a\u4e13\u4e1a AI \u667a\u80fd\u4f53 (\u5e02\u573a\u6570\u636e\u3001\u91cf\u5316\u5206\u6790\u3001\u98ce\u9669\u7ba1\u7406\u3001\u6295\u8d44\u7ec4\u5408\u7ba1\u7406) \u534f\u540c\u5de5\u4f5c\uff0c\u81ea\u52a8\u5b8c\u6210\u4ece\u6570\u636e\u6536\u96c6\u3001\u5206\u6790\u5230\u4ea4\u6613\u51b3\u7b56\u7684\u5168\u8fc7\u7a0b\uff0c\u8ba9\u666e\u901a\u5f00\u53d1\u8005\u4e5f\u80fd\u6784\u5efa\u81ea\u5df1\u7684\u7b97\u6cd5\u4ea4\u6613\u7cfb\u7edf\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-14553\" title=\"AI Hedge Fund\uff1a\u5f00\u6e90\u7684\u81ea\u52a8\u5316\u4ea4\u6613\u7cfb\u7edf\uff0c\u5229\u7528\u591a\u667a\u80fd\u4f53\u8fdb\u884c\u590d\u6742\u5bf9\u51b2\u57fa\u91d1\u4ea4\u6613\u51b3\u7b56-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/39bd04536ef256b.jpg\" alt=\"AI Hedge Fund\uff1a\u5f00\u6e90\u7684\u81ea\u52a8\u5316\u4ea4\u6613\u7cfb\u7edf\uff0c\u5229\u7528\u591a\u667a\u80fd\u4f53\u8fdb\u884c\u590d\u6742\u5bf9\u51b2\u57fa\u91d1\u4ea4\u6613\u51b3\u7b56-1\" width=\"1150\" height=\"374\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/39bd04536ef256b.jpg 2028w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/39bd04536ef256b-300x98.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/39bd04536ef256b-1024x333.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/39bd04536ef256b-768x250.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/39bd04536ef256b-1536x500.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/39bd04536ef256b-18x6.jpg 18w\" sizes=\"auto, (max-width: 1150px) 100vw, 1150px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u591a\u4ee3\u7406\u7cfb\u7edf\u67b6\u6784\uff1a\u591a\u4e2a\u4e13\u95e8\u4ee3\u7406\u534f\u540c\u5de5\u4f5c\uff0c\u8fdb\u884c\u590d\u6742\u7684\u4ea4\u6613\u51b3\u7b56\u3002<\/li>\n<li>\u6280\u672f\u5206\u6790\uff1a\u4f7f\u7528MACD\u3001RSI\u3001\u5e03\u6797\u5e26\u548cOBV\u7b49\u6280\u672f\u6307\u6807\u8fdb\u884c\u5206\u6790\u3002<\/li>\n<li>\u98ce\u9669\u7ba1\u7406\uff1a\u63d0\u4f9b\u5934\u5bf8\u5927\u5c0f\u5efa\u8bae\uff0c\u8bc4\u4f30\u6295\u8d44\u7ec4\u5408\u98ce\u9669\u3002<\/li>\n<li>\u6295\u8d44\u7ec4\u5408\u7ba1\u7406\uff1a\u81ea\u52a8\u5316\u4ea4\u6613\u51b3\u7b56\uff0c\u751f\u6210\u8ba2\u5355\u3002<\/li>\n<li>\u56de\u6d4b\u529f\u80fd\uff1a\u63d0\u4f9b\u6027\u80fd\u5206\u6790\uff0c\u652f\u6301\u591a\u80a1\u7968\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li>\u514b\u9686\u4ed3\u5e93\uff1a\n<pre><code>git clone https:\/\/github.com\/virattt\/ai-hedge-fund.git\r\ncd ai-hedge-fund\r\n<\/code><\/pre>\n<\/li>\n<li>\u5b89\u88c5Poetry\uff08\u5982\u679c\u5c1a\u672a\u5b89\u88c5\uff09\uff1a\n<pre><code>curl -sSL https:\/\/install.python-poetry.org | python3 -\r\n<\/code><\/pre>\n<\/li>\n<li>\u5b89\u88c5\u4f9d\u8d56\uff1a\n<pre><code>poetry install\r\n<\/code><\/pre>\n<\/li>\n<li>\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\uff1a\n<pre><code>cp .env.example .env\r\nexport OPENAI_API_KEY='your-api-key-here'\r\nexport FINANCIAL_DATASETS_API_KEY='your-api-key-here'\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u8bf4\u660e<\/h3>\n<h4>\u8fd0\u884c\u5bf9\u51b2\u57fa\u91d1<\/h4>\n<p>\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fd0\u884c\u5bf9\u51b2\u57fa\u91d1\uff1a<\/p>\n<pre><code>poetry run python src\/agents.py --ticker AAPL --start-date 2024-01-01 --end-date 2024-03-01\r\n<\/code><\/pre>\n<p>\u793a\u4f8b\u8f93\u51fa\uff1a<\/p>\n<pre><code>{\r\n\"action\": \"buy\",\r\n\"quantity\": 50000\r\n}\r\n<\/code><\/pre>\n<h4>\u8fd0\u884c\u56de\u6d4b\u5de5\u5177<\/h4>\n<p>\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fd0\u884c\u56de\u6d4b\u5de5\u5177\uff1a<\/p>\n<pre><code>poetry run python src\/backtester.py --ticker AAPL --start-date 2024-01-01 --end-date 2024-03-01\r\n<\/code><\/pre>\n<p>\u793a\u4f8b\u8f93\u51fa\uff1a<\/p>\n<pre><code>Starting backtest...\r\nDate         Ticker Action Quantity    Price         Cash    Stock  Total Value\r\n----------------------------------------------------------------------\r\n2024-01-01   AAPL   buy       519.0   192.53        76.93    519.0    100000.00\r\n2024-01-02   AAPL   hold          0   185.64        76.93    519.0     96424.09\r\n2024-01-03   AAPL   hold          0   184.25        76.93    519.0     95702.68\r\n2024-01-04   AAPL   hold          0   181.91        76.93    519.0     94488.22\r\n2024-01-05   AAPL   hold          0   181.18        76.93    519.0     94109.35\r\n2024-01-08   AAPL   sell        519   185.56     96382.57      0.0     96382.57\r\n2024-01-09   AAPL   buy       520.0   185.14       109.77    520.0     96382.57\r\n<\/code><\/pre>\n<h3>\u9879\u76ee\u7ed3\u6784<\/h3>\n<ul>\n<li><code>src\/agents.py<\/code>\uff1a\u4e3b\u8981\u4ee3\u7406\u5b9a\u4e49\u548c\u5de5\u4f5c\u6d41\u7a0b<\/li>\n<li><code>src\/backtester.py<\/code>\uff1a\u56de\u6d4b\u529f\u80fd<\/li>\n<li><code>src\/tools.py<\/code>\uff1a\u6280\u672f\u5206\u6790\u5de5\u5177<\/li>\n<li><code>pyproject.toml<\/code>\uff1aPoetry \u914d\u7f6e<\/li>\n<li><code>.env.example<\/code>\uff1a\u73af\u5883\u53d8\u91cf\u793a\u4f8b<\/li>\n<li><code>README.md<\/code>\uff1a\u6587\u6863<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>AI Hedge Fund \u662f\u4e00\u4e2a\u5229\u7528\u591a\u4ee3\u7406\u7cfb\u7edf\u8fdb\u884c\u4ea4\u6613\u51b3\u7b56\u7684\u4eba\u5de5\u667a\u80fd\u5bf9\u51b2\u57fa\u91d1\u3002\u8be5\u7cfb\u7edf\u901a\u8fc7\u591a\u4e2a\u4e13\u95e8\u7684\u4ee3\u7406\u534f\u540c\u5de5\u4f5c\uff0c\u5305\u62ec\u5e02\u573a\u6570\u636e\u4ee3\u7406\u3001\u91cf\u5316\u4ee3\u7406\u3001\u98ce\u9669\u7ba1\u7406\u4ee3\u7406\u548c\u6295\u8d44\u7ec4\u5408\u7ba1\u7406\u4ee3\u7406\uff0c\u4ee5\u5b9e\u73b0\u590d\u6742\u7684\u4ea4\u6613\u51b3\u7b56\u548c\u81ea\u52a8\u5316\u4ea4\u6613\u3002 \u8fd9\u4e2a Python \u5f00\u6e90\u9879\u76ee\uff0c&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61325,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[254,230,377],"class_list":["post-14552","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aifuyexiangmu","tag-aikaiyuanxiangmu","tag-aijinrongshujufenxi"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/14552","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=14552"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/14552\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/61325"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=14552"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=14552"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=14552"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}