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| 1 | +import Foundation |
| 2 | +import LangChain |
| 3 | +import PythonHelper |
| 4 | +import PythonKit |
| 5 | + |
| 6 | +func search(_ query: String) async throws -> String { |
| 7 | + #if DEBUG |
| 8 | + let verbose = true |
| 9 | + #else |
| 10 | + let verbose = false |
| 11 | + #endif |
| 12 | + |
| 13 | + let task = Task { |
| 14 | + try runPython { |
| 15 | + let llm = try LangChainChatModel.DynamicChatOpenAI(temperature: 0) |
| 16 | + let utilities = try Python.attemptImportOnPythonThread("langchain.utilities") |
| 17 | + let BingSearchAPIWrapper = utilities.BingSearchAPIWrapper |
| 18 | + let agents = try Python.attemptImportOnPythonThread("langchain.agents") |
| 19 | + let Tool = agents.Tool |
| 20 | + let initializeAgent = agents.initialize_agent |
| 21 | + let AgentType = agents.AgentType |
| 22 | + |
| 23 | + let bingSearch = BingSearchAPIWrapper( |
| 24 | + bing_subscription_key: "f1eaef707e9443ddb08df2cfb6ac1eb5", |
| 25 | + bing_search_url: "https://api.bing.microsoft.com/v7.0/search/", |
| 26 | + k: 5 |
| 27 | + ) |
| 28 | + |
| 29 | + var links = [String]() |
| 30 | + |
| 31 | + let getSearchResult = PythonInstanceMethod { arguments -> String in |
| 32 | + guard let query = arguments.first else { return "Empty" } |
| 33 | + let results = bingSearch.results(query, 5) |
| 34 | + let resultString = results.enumerated().map { "[\($0)]:###\($1["snippet"])###" } |
| 35 | + .joined(separator: "\n") |
| 36 | + links = results.map { |
| 37 | + let url = String($0["link"]) ?? "N/A" |
| 38 | + let title = String($0["title"]) ?? "Unknown Title" |
| 39 | + return "[\(title)](\(url))" |
| 40 | + } |
| 41 | + return resultString |
| 42 | + } |
| 43 | + |
| 44 | + let ff = PythonClass("FF", members: [ |
| 45 | + "run": PythonInstanceMethod { arguments -> String in |
| 46 | + guard let query = arguments.first else { return "Empty" } |
| 47 | + let results = bingSearch.results(query, 5) |
| 48 | + let resultString = results.enumerated().map { "[\($0)]:###\($1["snippet"])###" } |
| 49 | + .joined(separator: "\n") |
| 50 | + links = results.map { |
| 51 | + let url = String($0["link"]) ?? "N/A" |
| 52 | + let title = String($0["title"]) ?? "Unknown Title" |
| 53 | + return "[\(title)](\(url))" |
| 54 | + } |
| 55 | + return resultString |
| 56 | + } |
| 57 | + ]) |
| 58 | + |
| 59 | + let fi = ff.pythonObject() |
| 60 | + |
| 61 | + print(fi.run) |
| 62 | + print(getSearchResult.pythonObject) |
| 63 | + |
| 64 | + let tools = [ |
| 65 | + Tool( |
| 66 | + name: "Search", |
| 67 | + func: fi.run, |
| 68 | + description: "useful for when you need to answer questions about current events. You should ask targeted questions" |
| 69 | + ), |
| 70 | + ] |
| 71 | + |
| 72 | + let chain = initializeAgent( |
| 73 | + tools, llm, |
| 74 | + agent: AgentType.CHAT_ZERO_SHOT_REACT_DESCRIPTION, |
| 75 | + verbose: verbose, |
| 76 | + max_iterations: 1, |
| 77 | + early_stopping_method: "generate", |
| 78 | + agent_kwargs: ["system_message_prefix": "Respond to the human as helpfully and accurately as possible. Wrap any code block in thought in <code></code>. Format final answer to be more readable, in a ordered list if possible. You have access to the following tools:"] |
| 79 | + ) |
| 80 | + |
| 81 | + let trimmedQuery = query.trimmingCharacters(in: [" ", "\n"]) |
| 82 | + do { |
| 83 | + let result = try chain.run.throwing.dynamicallyCall(withArguments: trimmedQuery) |
| 84 | + return (String(result) ?? "", links) |
| 85 | + } catch { |
| 86 | + return (error.localizedDescription, links) |
| 87 | + } |
| 88 | + } |
| 89 | + } |
| 90 | + |
| 91 | + let (answer, links) = try await task.value |
| 92 | + |
| 93 | + return """ |
| 94 | + \(answer) |
| 95 | + ------ |
| 96 | + \(links.map { "- \($0)" }.joined(separator: "\n")) |
| 97 | + """ |
| 98 | +} |
| 99 | + |
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