{"id":37036,"date":"2023-11-20T17:40:45","date_gmt":"2023-08-15T02:03:48","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%9c%a8databricks%e4%b8%8a%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8azure-openai%e6%9c%8d%e5%8a%a1%e5%b0%86apache-spark%e7%9a%84%e8%8b%b1%e6%96%87sdk%e8%bf%90%e8%a1%8c%e8%b5%b7%e6%9d%a5%e3%80%82\/"},"modified":"2024-05-04T10:01:19","modified_gmt":"2024-05-04T02:01:19","slug":"%e6%88%91%e5%9c%a8databricks%e4%b8%8a%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8azure-openai%e6%9c%8d%e5%8a%a1%e5%b0%86apache-spark%e7%9a%84%e8%8b%b1%e6%96%87sdk%e8%bf%90%e8%a1%8c%e8%b5%b7%e6%9d%a5%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%9c%a8databricks%e4%b8%8a%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8azure-openai%e6%9c%8d%e5%8a%a1%e5%b0%86apache-spark%e7%9a%84%e8%8b%b1%e6%96%87sdk%e8%bf%90%e8%a1%8c%e8%b5%b7%e6%9d%a5%e3%80%82\/","title":{"rendered":"\u6211\u5728Databricks\u4e0a\u5c1d\u8bd5\u4f7f\u7528Azure OpenAI\u670d\u52a1\u5c06Apache Spark\u7684\u82f1\u6587SDK\u8fd0\u884c\u8d77\u6765"},"content":{"rendered":"

\u7b80\u8ff0<\/h2>\n

\u6211\u5c06\u4e0e\u60a8\u5206\u4eab\u5982\u4f55\u5728Databricks\u4e0a\u901a\u8fc7Azure OpenAI\u670d\u52a1\u8fd0\u884cApache Spark\u7684\u82f1\u6587SDK\u7684\u65b9\u6cd5\u3002<\/p>\n

Apache Spark \u7684\u82f1\u6587\u8f6f\u4ef6\u5f00\u53d1\u5de5\u5177\u5305\uff08SDK\uff09\u662f\u4e00\u4e2a\u80fd\u591f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u8fdb\u884c\u6570\u636e\u64cd\u4f5c\u7684\u5e93\u3002\u6709\u5173\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605Databricks\u535a\u5ba2\u4e0a\u7684\u300a\u5f15\u5165\u82f1\u8bed\u4f5c\u4e3aApache Spark\u7684\u65b0\u7f16\u7a0b\u8bed\u8a00\u300b\u4e00\u6587\u3002<\/p>\n

\"image.png\"<\/div>\n

\u5f15\u7528\u6765\u6e90\uff1aDatabricks\u535a\u5ba2\u300a\u5c06\u82f1\u8bed\u5f15\u5165\u4f5c\u4e3aApache Spark\u7684\u65b0\u7f16\u7a0b\u8bed\u8a00\u300b<\/p>\n

\u4e0d\u4ec5\u4f1a\u8f93\u51fa\u6267\u884c\u7ed3\u679c\uff0c\u8fd8\u4f1a\u663e\u793a\u6267\u884c\u7684\u4ee3\u7801\uff0c\u4ee5\u4fbf\u786e\u8ba4\u5176\u6709\u6548\u6027\u3002<\/p>\n

\"image.png\"<\/div>\n

\u6267\u884c\u6b65\u9aa4<\/h2>\n

\u5b89\u88c5\u7528\u4e8eApache Spark\u7684\u82f1\u6587\u8f6f\u4ef6\u5f00\u53d1\u5de5\u5177\u5305\uff08pyspark-ai\uff09\u3002<\/h3>\n
%<\/span>pip<\/span> install<\/span> pyspark<\/span>-<\/span>ai<\/span> -<\/span>q<\/span>\r\n<\/code><\/pre>\n
\"image.png\"<\/div>\n
\u5c06API\u7684\u73af\u5883\u8bbe\u7f6e\u8d4b\u503c\u7ed9\u53d8\u91cf<\/h3>\n
import<\/span> os<\/span>\r\nimport<\/span> openai<\/span>\r\n \r\n# `Azure`\u56fa\u5b9a\r\n<\/span>openai<\/span>.<\/span>api_type<\/span> =<\/span> \"<\/span>azure<\/span>\"<\/span>\r\n \r\n# Azure Open AI \u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\r\n<\/span>openai<\/span>.<\/span>api_base<\/span> =<\/span> \"<\/span>https:\/\/manabian-XXXXXXX.azure.com\/<\/span>\"<\/span>\r\n \r\n# Azure Docs \u8a18\u8f09\u306e\u9805\u76ee\r\n<\/span>openai<\/span>.<\/span>api_version<\/span> =<\/span> \"<\/span>2023-05-15<\/span>\"<\/span>\r\n \r\n# Azure Open AI \u306e\u30ad\u30fc\r\n<\/span>os<\/span>.<\/span>environ<\/span>[<\/span>\"<\/span>OPENAI_API_KEY<\/span>\"<\/span>]<\/span> =<\/span> \"<\/span>882257f4cfaXXXXXXXXXXXXXXXXXXXXX<\/span>\"<\/span>\r\n \r\n# \u30c7\u30d7\u30ed\u30a4\u540d\r\n<\/span>deployment_id<\/span> =<\/span> \"<\/span>gpth_3<\/span>\"<\/span>\r\n \r\n# \u30c7\u30d7\u30ed\u30a4\u3057\u305f\u30e2\u30c7\u30eb\u540d\r\n<\/span>model_name<\/span> =<\/span> \"<\/span>gpt-35-turbo<\/span>\"<\/span>\r\n<\/code><\/pre>\n
\"image.png\"<\/div>\n
\u5173\u4e8eAzure Docs\u4e2d\u6240\u8bb0\u5f55\u7684\u6ce8\u91ca1\u6761\u76ee\uff0c\u6211\u53c2\u8003\u4e86\u4e0b\u9762\u7684\u5185\u5bb9\u3002<\/p>\n
\"image.png\"<\/div>\n
\u5f15\u7528\u6765\u6e90\uff1aAzure OpenAI \u670d\u52a1\u7684\u201c\u5feb\u901f\u5165\u95e8\uff1a\u4f7f\u7528 ChatGPT \u548c GPT-4\u201d – Azure OpenAI \u670d\u52a1 | Microsoft Learn<\/p>\n
\u6fc0\u6d3bApache Spark\u7684\u82f1\u6587\u8f6f\u4ef6\u5f00\u53d1\u5de5\u5177\u5305\uff08pyspark-ai\uff09\u3002<\/h3>\n
from<\/span> langchain.chat_models<\/span> import<\/span> ChatOpenAI<\/span>\r\nfrom<\/span> pyspark_ai<\/span> import<\/span> SparkAI<\/span>\r\n \r\nllm<\/span> =<\/span> ChatOpenAI<\/span>(<\/span>\r\n    deployment_id<\/span>=<\/span>deployment_id<\/span>,<\/span>\r\n    model_name<\/span>=<\/span>model_name<\/span>,<\/span>\r\n    temperature<\/span>=<\/span>0<\/span>,<\/span>\r\n)<\/span>\r\n \r\nspark_ai<\/span> =<\/span> SparkAI<\/span>(<\/span>llm<\/span>=<\/span>llm<\/span>,<\/span> verbose<\/span>=<\/span>True<\/span>)<\/span>\r\nspark_ai<\/span>.<\/span>activate<\/span>()<\/span>\r\n<\/code><\/pre>\n
\"image.png\"<\/div>\n
4. \u6570\u636e\u52a0\u8f7d<\/h3>\n
tpch_lineitem__spark_df<\/span> =<\/span> spark<\/span>.<\/span>read<\/span>.<\/span>table<\/span>(<\/span>\"<\/span>samples.tpch.lineitem<\/span>\"<\/span>)<\/span>\r\ntpch_lineitem__spark_ai_df<\/span> =<\/span> spark_ai<\/span>.<\/span>transform_df<\/span>(<\/span>tpch_lineitem__spark_df<\/span>,<\/span> \"<\/span>get all data<\/span>\"<\/span>)<\/span>\r\n \r\ntpch_lineitem__spark_ai_df<\/span>.<\/span>display<\/span>()<\/span>\r\n<\/code><\/pre>\n
\"image.png\"<\/div>\n
5. \u901a\u8fc7 Apache Spark \u7684\u82f1\u6587\u8f6f\u4ef6\u5f00\u53d1\u5de5\u5177\u5305\uff08SDK\uff09\uff0c\u5bf9\u6570\u636e\u5e27\u8fdb\u884c\u8bf4\u660e\u3002<\/h3>\n
tpch_lineitem__spark_ai_df<\/span>.<\/span>ai<\/span>.<\/span>explain<\/span>()<\/span>\r\n<\/code><\/pre>\n
In summary, this dataframe is retrieving all columns from the `lineitem` table in the `tpch` database of the `samples` catalog.\r\n<\/code><\/pre>\n
\"image.png\"<\/div>\n
6. \u4f7f\u7528\u82f1\u6587SDK\u6765\u64cd\u4f5cApache Spark\u4e2d\u7684\u6570\u636e\u6846\u67b6\u3002<\/h3>\n
transfomed__spark_ai_df<\/span> =<\/span> tpch_lineitem__spark_ai_df<\/span>.<\/span>ai<\/span>.<\/span>transform<\/span>(<\/span>\r\n    \"<\/span>`l_suppkey`\u5225\u306b\u3001`l_quantity`\u3068`l_extendedprice`\u3092\u52a0\u7b97\u3057\u305f\u5024\u3092`sales_amount`\u5217\u3068\u3057\u3066\u96c6\u8a08\u306e\u4e0a\u4f4d10\u4ef6\u3002l_suppkey`\u5217\u3092\u6587\u5b57\u578b\u306b\u5909\u63db\u3002<\/span>\"<\/span>\r\n)<\/span>\r\n<\/code><\/pre>\n
\"image.png\"<\/div>\n
7. \u5229\u7528 Apache Spark \u7684\u82f1\u6587 SDK \u8fdb\u884c\u6570\u636e\u53ef\u89c6\u5316<\/h3>\n
transfomed__spark_ai_df<\/span>.<\/span>ai<\/span>.<\/span>plot<\/span>(<\/span>\"<\/span>\u7e26\u68d2\u30b0\u30e9\u30d5<\/span>\"<\/span>)<\/span>\r\n<\/code><\/pre>\n
\"image.png\"<\/div>\n","protected":false},"excerpt":{"rendered":"
\u7b80\u8ff0 \u6211\u5c06\u4e0e\u60a8\u5206\u4eab\u5982\u4f55\u5728Databricks\u4e0a\u901a\u8fc7Azure OpenAI\u670d\u52a1\u8fd0\u884cApache Spark\u7684\u82f1 […]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-37036","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n\u6211\u5728Databricks\u4e0a\u5c1d\u8bd5\u4f7f\u7528Azure OpenAI\u670d\u52a1\u5c06Apache Spark\u7684\u82f1\u6587SDK\u8fd0\u884c\u8d77\u6765 - Blog - Silicon Cloud<\/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.silicloud.com\/zh\/blog\/\u6211\u5728databricks\u4e0a\u5c1d\u8bd5\u4f7f\u7528azure-openai\u670d\u52a1\u5c06apache-spark\u7684\u82f1\u6587sdk\u8fd0\u884c\u8d77\u6765\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6211\u5728Databricks\u4e0a\u5c1d\u8bd5\u4f7f\u7528Azure OpenAI\u670d\u52a1\u5c06Apache Spark\u7684\u82f1\u6587SDK\u8fd0\u884c\u8d77\u6765\" \/>\n<meta property=\"og:description\" content=\"\u7b80\u8ff0 \u6211\u5c06\u4e0e\u60a8\u5206\u4eab\u5982\u4f55\u5728Databricks\u4e0a\u901a\u8fc7Azure OpenAI\u670d\u52a1\u8fd0\u884cApache Spark\u7684\u82f1 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u6211\u5728databricks\u4e0a\u5c1d\u8bd5\u4f7f\u7528azure-openai\u670d\u52a1\u5c06apache-spark\u7684\u82f1\u6587sdk\u8fd0\u884c\u8d77\u6765\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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