How to use another indicator in your code?

本文介绍如何在程序中创建并手动控制MVA指标的更新。通过实例演示了MVA指标的创建过程,并强调了对于自定义指标进行手动更新的重要性。

1) Create an instance of the indicator in your prepare() function

举例

local mva7;
local stream;
function Prepare()
    mva7 = core.indicators:create("MVA", source, 7);
    stream = instance:addStream("MVA72", core.Line, "MVA(7)/2", "MVA(7)/2", instance.parameters:getColor("C"), 7);
end

2) since we own the new indicator, we must also control updating of this indicator manually


待续

Language support for Java ™ for Visual Studio Code Visual Studio Marketplace Installs Join the chat at https://gitter.im/redhat-developer/vscode-java Build Status License Provides Java ™ language support via Eclipse ™ JDT Language Server, which utilizes Eclipse ™ JDT, M2Eclipse and Buildship. Quick Start Install the Extension On the following platforms, the extension should activate without any setup : win32-x64, darwin-x64, darwin-arm64, linux-x64, linux-arm64. If on another platform, or using the "universal" version, you can set a Java Development Kit. It must be Java 21 or above. Optionally, download and install a Java Development Kit for your project (Java 1.8 or above is supported). See Project JDKs for more details Extension is activated when you first access a Java file Recognizes projects with Maven or Gradle build files in the directory hierarchy. Features screencast Supports code from Java 1.8 to Java 24 Maven pom.xml project support Gradle project support (with experimental Android project import support) Standalone Java files support As-you-type reporting of parsing and compilation errors Code completion Code/Source actions / Refactoring Javadoc hovers Organize imports triggered manually or on save when pasting code into a java file with Ctrl+Shift+v (Cmd+Shift+v on Mac). Type search Code outline Code folding Code navigation Code lens (references/implementations) Highlights Code formatting (on-type/selection/file) Code snippets Annotation processing support (automatic for Maven projects) Semantic selection Diagnostic tags Call Hierarchy Type Hierarchy To launch and debug your Java programs, it's recommended you install Java Debug Extension for Visual Studio Code. See the changelog for the latest release. You might also find useful information in the project Wiki. Setting the JDK Java Tooling JDK Now that Java extension will publish platform specific versions, it will embed a JRE for supported platforms such as win32-x64, linux-x64, linux-arm64, darwin-x64, darwin-arm64. The embedded JRE is used to launch the Language Server for Java. Users are only responsible for configuring Project JDKs to compile your Java projects. The following part is only kept for the universal version without embedded JRE. The tooling JDK will be used to launch the Language Server for Java. And by default, will also be used to compile your projects. Java 21 is the minimum required version. The path to the Java Development Kit can be specified by the java.jdt.ls.java.home setting in VS Code settings (workspace/user settings). If not specified, it is searched in the following order until a JDK meets current minimum requirement. the JDK_HOME environment variable the JAVA_HOME environment variable on the current system path Project JDKs If you need to compile your projects against a different JDK version, it's recommended you configure the java.configuration.runtimes property in your user settings, eg: "java.configuration.runtimes": [ { "name": "JavaSE-1.8", "path": "/path/to/jdk-8", }, { "name": "JavaSE-11", "path": "/path/to/jdk-11", }, { "name": "JavaSE-24", "path": "/path/to/jdk-24", "default": true }, ] The default runtime will be used when you open standalone Java files. Available commands The following commands are available: Switch to Standard Mode: switches the Java Language Server to Standard mode. This command is only available when the Java Language Server is in LightWeight mode. Java: Reload Projects (Shift+Alt+U): It forces project configuration / classpath updates (eg. dependency changes or Java compilation level), according to the project build descriptor. Java: Import Java Projects into Workspace: detects and imports all the Java projects into the Java Language Server workspace. Java: Open Java Language Server Log File: opens the Java Language Server log file, useful for troubleshooting problems. Java: Open Java Extension Log File: opens the Java extension log file, useful for troubleshooting problems. Java: Open All Log Files: opens both the Java Language Server log file and the Java extension log file. Java: Force Java Compilation (Shift+Alt+B): manually triggers compilation of the workspace. Java: Rebuild Projects: manually triggers a full build of the selected projects. Java: Open Java Formatter Settings: opens the Eclipse formatter settings. Creates a new settings file if none exists. Java: Clean Java Language Server Workspace: cleans the Java language server workspace. Java: Attach Source: attaches a jar/zip source to the currently opened binary class file. This command is only available in the editor context menu. Java: Add Folder to Java Source Path: adds the selected folder to its project source path. This command is only available in the file explorer context menu and only works for unmanaged folders. Java: Remove Folder from Java Source Path: removes the selected folder from its project source path. This command is only available in the file explorer context menu and only works for unmanaged folders. Java: List All Java Source Paths: lists all the Java source paths recognized by the Java Language Server workspace. Java: Show Build Job Status: shows the Java Language Server job status in Visual Studio Code terminal. Java: Go to Super Implementation: goes to the super implementation for the current selected symbol in editor. Java: Restart Java Language Server: restarts the Java language server. Supported VS Code settings The following settings are supported: java.home : Deprecated, please use 'java.jdt.ls.java.home' instead. Absolute path to JDK home folder used to launch the Java Language Server. Requires VS Code restart. java.jdt.ls.lombokSupport.enabled: Whether to enable lombok support. Defaults to true. java.jdt.ls.vmargs : Extra VM arguments used to launch the Java Language Server. Requires VS Code restart. java.errors.incompleteClasspath.severity : Specifies the severity of the message when the classpath is incomplete for a Java file. Supported values are ignore, info, warning, error. java.trace.server : Traces the communication between VS Code and the Java language server. java.configuration.updateBuildConfiguration : Specifies how modifications on build files update the Java classpath/configuration. Supported values are disabled (nothing happens), interactive (asks about updating on every modification), automatic (updating is automatically triggered). java.configuration.maven.userSettings : Path to Maven's user settings.xml. java.configuration.checkProjectSettingsExclusions: Deprecated, please use 'java.import.generatesMetadataFilesAtProjectRoot' to control whether to generate the project metadata files at the project root. And use 'files.exclude' to control whether to hide the project metadata files from the file explorer. Controls whether to exclude extension-generated project settings files (.project, .classpath, .factorypath, .settings/) from the file explorer. Defaults to false. java.referencesCodeLens.enabled : Enable/disable the references code lenses. java.implementationCodeLens : Enable/disable the implementations code lens for the provided categories. java.signatureHelp.enabled : Enable/disable signature help support (triggered on (). java.signatureHelp.description.enabled : Enable/disable to show the description in signature help. Defaults to false. java.contentProvider.preferred : Preferred content provider (see 3rd party decompilers available in vscode-java-decompiler). java.import.exclusions : Exclude folders from import via glob patterns. Use ! to negate patterns to allow subfolders imports. You have to include a parent directory. The order is important. java.import.gradle.enabled : Enable/disable the Gradle importer. Specify the Gradle distribution used by the Java extension: java.import.gradle.wrapper.enabled: Use Gradle from the 'gradle-wrapper.properties' file. Defaults to true. java.import.gradle.version: Use Gradle from the specific version if the Gradle wrapper is missing or disabled. java.import.gradle.home: Use Gradle from the specified local installation directory or GRADLE_HOME if the Gradle wrapper is missing or disabled and no 'java.import.gradle.version' is specified. java.import.gradle.arguments: Arguments to pass to Gradle. java.import.gradle.jvmArguments: JVM arguments to pass to Gradle. java.import.gradle.user.home: setting for GRADLE_USER_HOME. java.import.gradle.offline.enabled: Enable/disable the Gradle offline mode. Defaults to false. java.import.maven.enabled : Enable/disable the Maven importer. java.autobuild.enabled : Enable/disable the 'auto build'. java.maxConcurrentBuilds: Set max simultaneous project builds. java.completion.enabled : Enable/disable code completion support. java.completion.guessMethodArguments : Specify how the arguments will be filled during completion. Defaults to auto. auto: Use off only when using Visual Studio Code - Insiders, other platform will defaults to insertBestGuessedArguments. off: Method arguments will not be inserted during completion. insertParameterNames: The parameter names will be inserted during completion. insertBestGuessedArguments: The best guessed arguments will be inserted during completion according to the code context. java.completion.filteredTypes: Defines the type filters. All types whose fully qualified name matches the selected filter strings will be ignored in content assist or quick fix proposals and when organizing imports. For example 'java.awt.*' will hide all types from the awt packages. java.completion.favoriteStaticMembers : Defines a list of static members or types with static members. java.completion.importOrder : Defines the sorting order of import statements. java.format.enabled : Enable/disable the default Java formatter. java.format.settings.url : Specifies the url or file path to the Eclipse formatter xml settings. java.format.settings.profile : Optional formatter profile name from the Eclipse formatter settings. java.format.comments.enabled : Includes the comments during code formatting. java.format.onType.enabled : Enable/disable on-type formatting (triggered on ;, } or <return>). java.foldingRange.enabled: Enable/disable smart folding range support. If disabled, it will use the default indentation-based folding range provided by VS Code. java.maven.downloadSources: Enable/disable download of Maven source artifacts as part of importing Maven projects. java.maven.updateSnapshots: Force update of Snapshots/Releases. Defaults to false. java.codeGeneration.hashCodeEquals.useInstanceof: Use 'instanceof' to compare types when generating the hashCode and equals methods. Defaults to false. java.codeGeneration.hashCodeEquals.useJava7Objects: Use Objects.hash and Objects.equals when generating the hashCode and equals methods. This setting only applies to Java 7 and higher. Defaults to false. java.codeGeneration.useBlocks: Use blocks in 'if' statements when generating the methods. Defaults to false. java.codeGeneration.generateComments: Generate method comments when generating the methods. Defaults to false. java.codeGeneration.toString.template: The template for generating the toString method. Defaults to ${object.className} [${member.name()}=${member.value}, ${otherMembers}]. java.codeGeneration.toString.codeStyle: The code style for generating the toString method. Defaults to STRING_CONCATENATION. java.codeGeneration.toString.skipNullValues: Skip null values when generating the toString method. Defaults to false. java.codeGeneration.toString.listArrayContents: List contents of arrays instead of using native toString(). Defaults to true. java.codeGeneration.toString.limitElements: Limit number of items in arrays/collections/maps to list, if 0 then list all. Defaults to 0. java.selectionRange.enabled: Enable/disable Smart Selection support for Java. Disabling this option will not affect the VS Code built-in word-based and bracket-based smart selection. java.showBuildStatusOnStart.enabled: Automatically show build status on startup, defaults to notification. notification: Show the build status via progress notification. terminal: Show the build status via terminal. off: Do not show any build status. For backward compatibility, this setting also accepts boolean value, where true has the same meaning as notification and false has the same meaning as off. java.project.outputPath: A relative path to the workspace where stores the compiled output. Only effective in the WORKSPACE scope. The setting will NOT affect Maven or Gradle project. java.project.referencedLibraries: Configure glob patterns for referencing local libraries to a Java project. java.completion.maxResults: Maximum number of completion results (not including snippets). 0 (the default value) disables the limit, all results are returned. In case of performance problems, consider setting a sensible limit. java.configuration.runtimes: Map Java Execution Environments to local JDKs. java.server.launchMode: Standard: Provides full features such as intellisense, refactoring, building, Maven/Gradle support etc. LightWeight: Starts a syntax server with lower start-up cost. Only provides syntax features such as outline, navigation, javadoc, syntax errors. The lightweight mode won't load thirdparty extensions, such as java test runner, java debugger, etc. Hybrid: Provides full features with better responsiveness. It starts a standard language server and a secondary syntax server. The syntax server provides syntax features until the standard server is ready. And the syntax server will be shutdown automatically after the standard server is fully ready. Default launch mode is Hybrid. Legacy mode is Standard java.sources.organizeImports.starThreshold: Specifies the number of imports added before a star-import declaration is used, default is 99. java.sources.organizeImports.staticStarThreshold: Specifies the number of static imports added before a star-import declaration is used, default is 99. java.imports.gradle.wrapper.checksums: Defines allowed/disallowed SHA-256 checksums of Gradle Wrappers. java.project.importOnFirstTimeStartup: Specifies whether to import the Java projects, when opening the folder in Hybrid mode for the first time. Supported values are disabled (never imports), interactive (asks to import or not), automatic (always imports). Default to automatic. java.project.importHint: Enable/disable the server-mode switch information, when Java projects import is skipped on startup. Defaults to true. java.import.gradle.java.home: Specifies the location to the JVM used to run the Gradle daemon. java.project.resourceFilters: Excludes files and folders from being refreshed by the Java Language Server, which can improve the overall performance. For example, ["node_modules",".git"] will exclude all files and folders named 'node_modules' or '.git'. Pattern expressions must be compatible with java.util.regex.Pattern. Defaults to ["node_modules",".git"]. java.templates.fileHeader: Specifies the file header comment for new Java file. Supports configuring multi-line comments with an array of strings, and using ${variable} to reference the predefined variables. java.templates.typeComment: Specifies the type comment for new Java type. Supports configuring multi-line comments with an array of strings, and using ${variable} to reference the predefined variables. java.references.includeAccessors: Include getter, setter and builder/constructor when finding references. Default to true. java.configuration.maven.globalSettings : Path to Maven's global settings.xml. java.configuration.maven.lifecycleMappings : Path to Maven's lifecycle mappings xml. java.eclipse.downloadSources : Enable/disable download of Maven source artifacts for Eclipse projects. java.references.includeDecompiledSources : Include the decompiled sources when finding references. Default to true. java.project.sourcePaths: Relative paths to the workspace where stores the source files. Only effective in the WORKSPACE scope. The setting will NOT affect Maven or Gradle project. java.typeHierarchy.lazyLoad: Enable/disable lazy loading the content in type hierarchy. Lazy loading could save a lot of loading time but every type should be expanded manually to load its content. java.codeGeneration.insertionLocation: Specifies the insertion location of the code generated by source actions. Defaults to afterCursor. afterCursor: Insert the generated code after the member where the cursor is located. beforeCursor: Insert the generated code before the member where the cursor is located. lastMember: Insert the generated code as the last member of the target type. java.codeGeneration.addFinalForNewDeclaration: Whether to generate the 'final' modifer for code actions that create new declarations. Defaults to none. none: Do not generate final modifier fields: Generate 'final' modifier only for new field declarations variables: Generate 'final' modifier only for new variable declarations all: Generate 'final' modifier for all new declarations java.settings.url : Specifies the url or file path to the workspace Java settings. See Setting Global Preferences java.symbols.includeSourceMethodDeclarations : Include method declarations from source files in symbol search. Defaults to false. java.quickfix.showAt : Show quickfixes at the problem or line level. java.configuration.workspaceCacheLimit : The number of days (if enabled) to keep unused workspace cache data. Beyond this limit, cached workspace data may be removed. java.import.generatesMetadataFilesAtProjectRoot : Specify whether the project metadata files(.project, .classpath, .factorypath, .settings/) will be generated at the project root. Defaults to false. java.inlayHints.parameterNames.enabled: Enable/disable inlay hints for parameter names. Supported values are: none(disable parameter name hints), literals(Enable parameter name hints only for literal arguments) and all(Enable parameter name hints for literal and non-literal arguments). Defaults to literals. java.compile.nullAnalysis.nonnull: Specify the Nonnull annotation types to be used for null analysis. If more than one annotation is specified, then the topmost annotation will be used first if it exists in your project dependencies. This setting will be ignored if java.compile.nullAnalysis.mode is set to disabled. java.compile.nullAnalysis.nullable: Specify the Nullable annotation types to be used for null analysis. If more than one annotation is specified, then the topmost annotation will be used first if it exists in your project dependencies. This setting will be ignored if java.compile.nullAnalysis.mode is set to disabled. java.compile.nullAnalysis.nonnullbydefault: Specify the NonNullByDefault annotation types to be used for null analysis. If more than one annotation is specified, then the topmost annotation will be used first if it exists in your project dependencies. This setting will be ignored if java.compile.nullAnalysis.mode is set to disabled. java.import.maven.offline.enabled: Enable/disable the Maven offline mode. Defaults to false. java.codeAction.sortMembers.avoidVolatileChanges: Reordering of fields, enum constants, and initializers can result in semantic and runtime changes due to different initialization and persistence order. This setting prevents this from occurring. Defaults to true. java.jdt.ls.protobufSupport.enabled: Specify whether to automatically add Protobuf output source directories to the classpath. Note: Only works for Gradle com.google.protobuf plugin 0.8.4 or higher. Defaults to true. java.jdt.ls.androidSupport.enabled: [Experimental] Specify whether to enable Android project importing. When set to auto, the Android support will be enabled in Visual Studio Code - Insiders. Note: Only works for Android Gradle Plugin 3.2.0 or higher. Defaults to auto. java.completion.postfix.enabled: Enable/disable postfix completion support. Defaults to true. java.completion.chain.enabled: Enable/disable chain completion support. Defaults to false. java.completion.matchCase: Specify whether to match case for code completion. Defaults to firstLetter. java.compile.nullAnalysis.mode: Specify how to enable the annotation-based null analysis. Supported values are disabled (disable the null analysis), interactive (asks when null annotation types are detected), automatic (automatically enable null analysis when null annotation types are detected). Defaults to interactive. java.cleanup.actionsOnSave: Deprecated, please use 'java.cleanup.actions' instead. The list of clean ups to be run on the current document when it's saved. Clean ups can automatically fix code style or programming mistakes. Click here to learn more about what each clean up does. java.cleanup.actions: The list of clean ups to be run on the current document when it's saved or when the cleanup command is issued. Clean ups can automatically fix code style or programming mistakes. Click here to learn more about what each clean up does. java.saveActions.cleanup: Enable/disable cleanup actions on save. java.import.gradle.annotationProcessing.enabled: Enable/disable the annotation processing on Gradle projects and delegate to JDT APT. Only works for Gradle 5.2 or higher. java.sharedIndexes.enabled: [Experimental] Specify whether to share indexes between different workspaces. Defaults to auto and the shared indexes is automatically enabled in Visual Studio Code - Insiders. auto on off java.sharedIndexes.location: Specifies a common index location for all workspaces. See default values as follows: Windows: First use "$APPDATA\\.jdt\\index", or "~\\.jdt\\index" if it does not exist macOS: "~/Library/Caches/.jdt/index" Linux: First use "$XDG_CACHE_HOME/.jdt/index", or "~/.cache/.jdt/index" if it does not exist java.refactoring.extract.interface.replace: Specify whether to replace all the occurrences of the subtype with the new extracted interface. Defaults to true. java.import.maven.disableTestClasspathFlag : Enable/disable test classpath segregation. When enabled, this permits the usage of test resources within a Maven project as dependencies within the compile scope of other projects. Defaults to false. java.configuration.maven.defaultMojoExecutionAction : Specifies default mojo execution action when no associated metadata can be detected. Defaults to ignore. java.completion.lazyResolveTextEdit.enabled: [Experimental] Enable/disable lazily resolving text edits for code completion. Defaults to true. java.edit.validateAllOpenBuffersOnChanges: Specifies whether to recheck all open Java files for diagnostics when editing a Java file. Defaults to false. java.editor.reloadChangedSources: Specifies whether to reload the sources of the open class files when their source jar files are changed. Defaults to ask. ask: Ask to reload the sources of the open class files auto: Automatically reload the sources of the open class files manual: Manually reload the sources of the open class files java.edit.smartSemicolonDetection.enabled: Defines the smart semicolon detection. Defaults to false. java.configuration.detectJdksAtStart: Automatically detect JDKs installed on local machine at startup. If you have specified the same JDK version in java.configuration.runtimes, the extension will use that version first. Defaults to true. java.completion.collapseCompletionItems: Enable/disable the collapse of overloaded methods in completion items. Overrides java.completion.guessMethodArguments. Defaults to false. java.diagnostic.filter: Specifies a list of file patterns for which matching documents should not have their diagnostics reported (eg. '**/Foo.java'). java.search.scope: Specifies the scope which must be used for search operation like Find Reference Call Hierarchy Workspace Symbols java.jdt.ls.javac.enabled: [Experimental] Specify whether to enable Javac-based compilation in the language server. Requires running this extension with Java 24. Defaults to off. java.completion.engine: [Experimental] Select code completion engine. Defaults to ecj. java.references.includeDeclarations: Include declarations when finding references. Defaults to true java.jdt.ls.appcds.enabled : [Experimental] Enable Java AppCDS (Application Class Data Sharing) for improvements to extension activation. When set to auto, AppCDS will be enabled in Visual Studio Code - Insiders, and for pre-release versions. Semantic Highlighting Semantic Highlighting fixes numerous syntax highlighting issues with the default Java Textmate grammar. However, you might experience a few minor issues, particularly a delay when it kicks in, as it needs to be computed by the Java Language server, when opening a new file or when typing. Semantic highlighting can be disabled for all languages using the editor.semanticHighlighting.enabled setting, or for Java only using language-specific editor settings. Troubleshooting Check the status of the language tools on the lower right corner (marked with A on image below). It should show ready (thumbs up) as on the image below. You can click on the status and open the language tool logs for further information in case of a failure. status indicator Read the troubleshooting guide for collecting informations about issues you might encounter. Report any problems you face to the project. Contributing This is an open source project open to anyone. Contributions are extremely welcome! For information on getting started, refer to the CONTRIBUTING instructions. Continuous Integration builds can be installed from http://download.jboss.org/jbosstools/jdt.ls/staging/. Download the most recent java-<version>.vsix file and install it by following the instructions here. Stable releases are archived under http://download.jboss.org/jbosstools/static/jdt.ls/stable/. Also, you can contribute your own VS Code extension to enhance the existing features by following the instructions here. Feedback Have a question? Start a discussion on GitHub Discussions, File a bug in GitHub Issues, Chat with us on Gitter, Tweet us with other feedback. License EPL 2.0, See LICENSE for more information.
09-21
### **ROLE** You are an **AI App Scaffolding Architect**. Your expertise is in translating a user's raw app idea into a perfectly structured, highly-detailed, and comprehensive prompt. This prompt is specifically designed to be fed into the Google AI Studio Gemini assistant's "Build" feature to generate a functional web application from scratch, including a visible and working UI. You are an expert at preventing common AI code generation pitfalls like missing UI, incomplete logic, and poor code structure. ### **OBJECTIVE** Your primary goal is to engage in a dialogue with a user to understand their app idea and then generate a series of "Genesis" and "Extension" prompts. These prompts will serve as the master blueprint for the Gemini assistant. You will not write the app's code yourself; you will write the **instructions** that enable another AI to write the code perfectly. Your deliverables are: 1. A **Genesis Prompt** for creating the initial version of the app. 2. One or more **Extension Prompts** for adding new features sequentially. 3. Each prompt must be meticulously structured to ensure the final app is functional, user-friendly, and complete. ### **WORKFLOW: FOLLOW THESE STEPS EXACTLY** **Step 1: Understand the User's Initial App Idea** When a user presents a new app idea, your first action is to ask clarifying questions to gather all necessary details. DO NOT generate a prompt until you have this information. Ask the user: * "What is the core purpose or objective of your app in one sentence?" * "Who is the target user for this app?" * "What are the essential features for the very first version?" * "What kind of visual style or theme are you imagining (e.g., minimalist, dark mode, professional, playful)?" **Step 2: Construct the "Genesis Prompt" (For Building From Scratch)** Once you have the details, you will construct the initial **Genesis Prompt**. You must use the following template, filling in the placeholders with the information you gathered from the user. Explain to the user that this prompt is designed to build the foundation of their app correctly. **Template to Use:** ``` [START OF PROMPT] 1. Core App Idea & Objective: - App Name: [App Name] - Core Objective: [One-sentence summary] - Target User: [Description of the user] 2. Core Functionality & Logic (Backend): - Primary Input: [What the user provides first] - Processing Logic: [Step-by-step backend process] - API Integration: [APIs needed and their purpose] 3. User Interface (UI) & User Experience (UX) Flow (Frontend): - Overall Style: [Visual theme, fonts, colors] - Layout: [Page structure, e.g., single-page, two-column] - Component-by-Component Breakdown: [Detailed description of every UI element, button, input, and display area, and how they interact. This is critical to ensure a visible UI.] 4. Technology Stack & Code Structure: - Frontend: [e.g., "HTML, CSS, and modern JavaScript (ES6+). No frameworks."] - Styling: [e.g., "Plain CSS in a separate 'style.css' file."] - Code Organization: [e.g., "Generate three separate files: 'index.html', 'style.css', and 'script.js' with comments."] - Error Handling: [e.g., "Display user-friendly error messages on the screen."] [END OF PROMPT] ``` * **Example Context:** For an app that enhances image prompts, you would fill this out just as we did for the "Prompt Spectrum" app, detailing the input text area, the sliders for enhancement, the cards for displaying prompt versions, and the final image gallery. **Step 3: Handle Requests for New Features (Extensions)** After you provide the Genesis Prompt, the user will likely request to add more features. When they do, you must recognize this as an **extension request**. Your first action is to ask clarifying questions about the new feature: * "What is the new feature you want to add?" * "How does the user access this new feature? (e.g., by clicking a new button on an existing element?)" * "How does this new feature fit into the app's existing workflow?" **Step 4: Construct the "Extension Prompt"** Once you understand the new feature, you will construct an **Extension Prompt**. This prompt has a different structure because it needs to give the AI context about the app it's modifying. You must use the following template. **Template to Use:** ``` [START OF PROMPT] 1. Context: The Existing Application - App to Extend: [Name of the app] - Summary of Current Functionality: [Crucial summary of what the app ALREADY does, including all previous features.] - Relevant Existing UI Components: [The specific UI elements the new feature will interact with.] - Existing Files: [e.g., "index.html, style.css, script.js"] 2. Objective of this Extension - Core Goal: [One-sentence summary of the new feature.] - Functional Alignment: [How the new feature enhances the app's purpose.] 3. New Feature Specification: Functionality & Logic - Trigger for New Feature: [What the user does to start the new workflow.] - New User Interaction Flow (UX): [Step-by-step journey for the new feature.] - New Backend/API Logic: [Details of any new API calls or logic.] 4. Implementation Instructions: Code Modifications - File to Modify: `index.html`: [Describe new HTML elements and where to add them.] - File to Modify: `style.css`: [Describe new CSS rules needed.] - File to Modify: `script.js`: [Describe new functions to add and existing functions to modify.] [END OF PROMPT] ``` * **Example Context:** To add the "posing" feature to the "Prompt Spectrum" app, you would use this template to explain that the app *already* generates images, and the new goal is to add an "Edit Subject" button to those images, leading to a new editing panel. **Step 5: Loop for Subsequent Extensions** If the user requests yet another feature, **repeat Steps 3 and 4**. The most important rule for subsequent extensions is: **In the "Summary of Current Functionality" section of the new Extension Prompt, you must describe the app including ALL previously added features.** * **Example Context:** When adding the "Cinematography Mode," the summary must mention both the initial prompt enhancement AND the character posing feature. This ensures the AI has full context and doesn't forget or overwrite previous work. **Step 6: Present the Final Prompt to the User** After constructing either a Genesis or Extension prompt, present it to the user inside a clean code block and conclude with the following instruction: "Here is the complete prompt for the next step. Copy the entire content of this block and paste it directly into the Google AI Studio Gemini assistant to build/extend your app." Here is the app: SkeletonStudio Pro Core Purpose: Specialized tool for extracting and refining human poses with focus on anatomical accuracy and artistic reference quality. Target User: Figure drawing instructors, medical illustrators, fashion designers, martial arts instructors, and dance choreographers. Essential MVP Features: Multi-person pose extraction Anatomical overlay options ( proportions) Pose comparison tools Perspective adjustment tools Virtual mannequin generation Pose difficulty rating system Offline mode for field work Visual Style: Clean, academic design reminiscent of anatomy textbooks. White background with subtle grid. Color coding for different body parts. Minimal UI with focus on the pose visualization. Print-optimized layouts.
10-03
In optimization models, particularly within mixed-integer programming (MIP), the presence of unbounded variables in IMPLIES constraints can lead to a poor big-M relaxation, which affects the efficiency and robustness of the solution process. To address this issue, several strategies can be employed to improve the formulation and avoid numerical instability. One approach is to tighten the bounds on variables whenever possible. Even if variables are theoretically unbounded, practical knowledge about the problem can often provide reasonable bounds. For instance, if a variable represents a physical quantity, such as production capacity, it is unlikely to exceed certain limits. By setting tighter bounds, the big-M value can be reduced, leading to a stronger relaxation[^1]. Another strategy involves the use of indicator constraints, which are supported by some MIP solvers. Indicator constraints allow the direct expression of logical conditions without the need for a big-M formulation. This can significantly improve the model's performance since the solver can handle these constraints more efficiently than traditional big-M approaches[^1]. Additionally, reformulating the problem to avoid IMPLIES constraints altogether can be beneficial. This might involve restructuring the model to use alternative formulations that do not rely on big-M values. For example, using a convex hull formulation for piecewise linear functions can provide a tighter relaxation and better computational performance. When dealing with complex logical conditions, introducing auxiliary variables and constraints can help. These auxiliary variables can be used to decompose the problem into smaller, more manageable parts, which can then be solved more efficiently. This approach can also help in reducing the overall impact of the big-M values on the relaxation quality. Lastly, employing preprocessing techniques can also aid in identifying and mitigating issues related to unbounded variables. Preprocessing can help in tightening the formulation by analyzing the structure of the problem and adjusting the model parameters accordingly. ### Example Code Here is an example of how to implement a tighter bound on a variable in a MIP model using Python and the PuLP library: ```python from pulp import LpProblem, LpVariable, LpMaximize # Create a new problem prob = LpProblem("Example_Problem", LpMaximize) # Define variables with tighter bounds x = LpVariable("x", lowBound=0, upBound=100) # Tightened upper bound y = LpVariable("y", lowBound=0, upBound=50) # Tightened upper bound # Objective function prob += 3 * x + 2 * y # Constraints prob += x + y <= 80 prob += x - y >= 10 # Solve the problem prob.solve() # Print the results for v in prob.variables(): print(v.name, "=", v.varValue) ``` This code snippet demonstrates how to define variables with tighter bounds, which can help in reducing the big-M value and improving the relaxation quality. ###
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