2024-06-27 03:27:40 -04:00
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# frozen_string_literal: true
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class AiTool < ActiveRecord::Base
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validates :name, presence: true, length: { maximum: 100 }
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validates :description, presence: true, length: { maximum: 1000 }
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validates :summary, presence: true, length: { maximum: 255 }
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validates :script, presence: true, length: { maximum: 100_000 }
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validates :created_by_id, presence: true
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belongs_to :created_by, class_name: "User"
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has_many :rag_document_fragments, dependent: :destroy, as: :target
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has_many :upload_references, as: :target, dependent: :destroy
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has_many :uploads, through: :upload_references
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before_update :regenerate_rag_fragments
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def signature
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{ name: name, description: description, parameters: parameters.map(&:symbolize_keys) }
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end
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def runner(parameters, llm:, bot_user:, context: {})
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DiscourseAi::AiBot::ToolRunner.new(
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parameters: parameters,
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llm: llm,
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bot_user: bot_user,
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context: context,
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tool: self,
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)
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end
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after_commit :bump_persona_cache
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def bump_persona_cache
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AiPersona.persona_cache.flush!
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end
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def regenerate_rag_fragments
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if rag_chunk_tokens_changed? || rag_chunk_overlap_tokens_changed?
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RagDocumentFragment.where(target: self).delete_all
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end
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end
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def self.preamble
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<<~JS
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/**
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* Tool API Quick Reference
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*
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* Entry Functions
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*
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* invoke(parameters): Main function. Receives parameters (Object). Must return a JSON-serializable value.
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* Example:
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* function invoke(parameters) { return "result"; }
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*
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* details(): Optional. Returns a string describing the tool.
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* Example:
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* function details() { return "Tool description."; }
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*
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* Provided Objects
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*
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* 1. http
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* http.get(url, options?): Performs an HTTP GET request.
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* Parameters:
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* url (string): The request URL.
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* options (Object, optional):
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* headers (Object): Request headers.
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* Returns:
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* { status: number, body: string }
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*
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* http.post(url, options?): Performs an HTTP POST request.
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* Parameters:
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* url (string): The request URL.
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* options (Object, optional):
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* headers (Object): Request headers.
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* body (string): Request body.
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* Returns:
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* { status: number, body: string }
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*
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* Note: Max 20 HTTP requests per execution.
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*
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* 2. llm
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* llm.truncate(text, length): Truncates text to a specified token length.
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* Parameters:
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* text (string): Text to truncate.
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* length (number): Max tokens.
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* Returns:
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* Truncated string.
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*
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* 3. index
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* index.search(query, options?): Searches indexed documents.
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* Parameters:
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* query (string): Search query.
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* options (Object, optional):
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* filenames (Array): Limit search to specific files.
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* limit (number): Max fragments (up to 200).
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* Returns:
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* Array of { fragment: string, metadata: string }
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*
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* 4. upload
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* upload.create(filename, base_64_content): Uploads a file.
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* Parameters:
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* filename (string): Name of the file.
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* base_64_content (string): Base64 encoded file content.
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* Returns:
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* { id: number, short_url: string }
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*
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* 5. chain
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* chain.setCustomRaw(raw): Sets the body of the post and exist chain.
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* Parameters:
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* raw (string): raw content to add to post.
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*
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* Constraints
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*
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* Execution Time: ≤ 2000ms
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* Memory: ≤ 10MB
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* HTTP Requests: ≤ 20 per execution
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* Exceeding limits will result in errors or termination.
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*
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* Security
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*
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* Sandboxed Environment: No access to system or global objects.
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* No File System Access: Cannot read or write files.
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*/
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JS
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end
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def self.presets
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[
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{
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preset_id: "browse_web_jina",
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name: "browse_web",
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description: "Browse the web as a markdown document",
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parameters: [
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{ name: "url", type: "string", required: true, description: "The URL to browse" },
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],
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script: <<~SCRIPT,
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#{preamble}
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let url;
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function invoke(p) {
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url = p.url;
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result = http.get(`https://r.jina.ai/${url}`);
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// truncates to 15000 tokens
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return llm.truncate(result.body, 15000);
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}
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function details() {
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return "Read: " + url
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}
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SCRIPT
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},
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{
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preset_id: "exchange_rate",
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name: "exchange_rate",
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description: "Get current exchange rates for various currencies",
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parameters: [
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{
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name: "base_currency",
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type: "string",
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required: true,
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description: "The base currency code (e.g., USD, EUR)",
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},
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{
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name: "target_currency",
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type: "string",
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required: true,
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description: "The target currency code (e.g., EUR, JPY)",
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},
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{ name: "amount", type: "number", description: "Amount to convert eg: 123.45" },
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],
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script: <<~SCRIPT,
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#{preamble}
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// note: this script uses the open.er-api.com service, it is only updated
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// once every 24 hours, for more up to date rates see: https://www.exchangerate-api.com
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function invoke(params) {
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const url = `https://open.er-api.com/v6/latest/${params.base_currency}`;
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const result = http.get(url);
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if (result.status !== 200) {
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return { error: "Failed to fetch exchange rates" };
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}
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const data = JSON.parse(result.body);
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const rate = data.rates[params.target_currency];
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if (!rate) {
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return { error: "Target currency not found" };
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}
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const rval = {
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base_currency: params.base_currency,
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target_currency: params.target_currency,
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exchange_rate: rate,
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last_updated: data.time_last_update_utc
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};
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if (params.amount) {
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rval.original_amount = params.amount;
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rval.converted_amount = params.amount * rate;
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}
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return rval;
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}
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function details() {
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return "<a href='https://www.exchangerate-api.com'>Rates By Exchange Rate API</a>";
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}
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SCRIPT
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summary: "Get current exchange rates between two currencies",
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},
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{
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preset_id: "stock_quote",
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name: "stock_quote",
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description: "Get real-time stock quote information using AlphaVantage API",
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parameters: [
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{
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name: "symbol",
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type: "string",
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required: true,
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description: "The stock symbol (e.g., AAPL, GOOGL)",
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},
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],
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script: <<~SCRIPT,
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#{preamble}
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function invoke(params) {
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const apiKey = 'YOUR_ALPHAVANTAGE_API_KEY'; // Replace with your actual API key
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const url = `https://www.alphavantage.co/query?function=GLOBAL_QUOTE&symbol=${params.symbol}&apikey=${apiKey}`;
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const result = http.get(url);
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if (result.status !== 200) {
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return { error: "Failed to fetch stock quote" };
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}
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const data = JSON.parse(result.body);
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if (data['Error Message']) {
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return { error: data['Error Message'] };
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}
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const quote = data['Global Quote'];
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if (!quote || Object.keys(quote).length === 0) {
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return { error: "No data found for the given symbol" };
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}
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return {
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symbol: quote['01. symbol'],
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price: parseFloat(quote['05. price']),
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change: parseFloat(quote['09. change']),
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change_percent: quote['10. change percent'],
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volume: parseInt(quote['06. volume']),
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latest_trading_day: quote['07. latest trading day']
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};
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}
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function details() {
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return "<a href='https://www.alphavantage.co'>Stock data provided by AlphaVantage</a>";
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}
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SCRIPT
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summary: "Get real-time stock quotes using AlphaVantage API",
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},
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{
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preset_id: "image_generation",
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name: "image_generation",
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description:
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"Generate images using the FLUX model from Black Forest Labs using together.ai",
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parameters: [
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{
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name: "prompt",
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type: "string",
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required: true,
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description: "The text prompt for image generation",
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},
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{
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name: "seed",
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type: "number",
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required: false,
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description: "Optional seed for random number generation",
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},
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],
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script: <<~SCRIPT,
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#{preamble}
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const apiKey = "YOUR_KEY";
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const model = "black-forest-labs/FLUX.1.1-pro";
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function invoke(params) {
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let seed = parseInt(params.seed);
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if (!(seed > 0)) {
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seed = Math.floor(Math.random() * 1000000) + 1;
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}
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const prompt = params.prompt;
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const body = {
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model: model,
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prompt: prompt,
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width: 1024,
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height: 768,
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steps: 10,
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n: 1,
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seed: seed,
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response_format: "b64_json",
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};
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const result = http.post("https://api.together.xyz/v1/images/generations", {
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headers: {
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"Authorization": `Bearer ${apiKey}`,
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"Content-Type": "application/json",
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},
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body: JSON.stringify(body),
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});
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const base64Image = JSON.parse(result.body).data[0].b64_json;
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const image = upload.create("generated_image.png", base64Image);
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const raw = `\n![${prompt}](${image.short_url})\n`;
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chain.setCustomRaw(raw);
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return { result: "Image generated successfully", seed: seed };
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}
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function details() {
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return "Generates images based on a text prompt using the FLUX model.";
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}
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SCRIPT
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summary: "Generate image",
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},
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{ preset_id: "empty_tool", script: <<~SCRIPT },
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#{preamble}
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function invoke(params) {
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// logic here
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return params;
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}
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function details() {
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return "Details about this tool";
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}
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SCRIPT
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].map do |preset|
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preset[:preset_name] = I18n.t("discourse_ai.tools.presets.#{preset[:preset_id]}.name")
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preset
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end
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end
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end
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# == Schema Information
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#
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# Table name: ai_tools
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#
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# id :bigint not null, primary key
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# name :string not null
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# description :string not null
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# summary :string not null
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# parameters :jsonb not null
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# script :text not null
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# created_by_id :integer not null
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# enabled :boolean default(TRUE), not null
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# created_at :datetime not null
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# updated_at :datetime not null
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# rag_chunk_tokens :integer default(374), not null
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# rag_chunk_overlap_tokens :integer default(10), not null
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#
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