此文章文字是转载翻译,图片是自已用AI 重新生成的。文字内容来自 https://www.aifire.co/p/top-10-ai-prompt-engineering-tools 供记录学习使用。
- Introduction to AI Prompt Engineering AI Prompt Engineering 简介
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1,Prompt Engineering
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提示工程是人工智能 (AI) 和机器学习 (ML) 领域的一项关键技能。它涉及制定有效的指令或“提示”,以指导 AI 产生预期的结果。这项技能对于任何希望充分利用 AI 技术潜力的人来说都是必要的。了解提示工程可以显著提高与 AI 系统交互的质量和效率
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2,What is AI Prompt Engineering? 什么是 AI 提示工程?
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提示工程涉及创建提示 - AI 系统获取所需响应的说明。提示类似于 AI 的问题或命令。当您给出提示时,AI 会根据其训练生成响应。
良好的提示工程意味着制作清晰、具体的提示,以便 AI 准确理解您想要什么。比如给出到达正确目的地的良好路线。精心设计的提示会带来更准确、更有用的 AI 响应。提示工程对于与 AI 进行有效沟通至关重要 - 无论是写作、图像创建还是解决问题。它极大地影响了结果。随着 AI 的进步,这项技能变得越来越重要。制作强有力的提示可以释放 AI 的潜力。有关 Prompt Engineering 的更多信息和更深入的见解,您应该查看以下文章:
Why You Should Use AI Prompt Engineering Tools
为什么你应该使用 AI Prompt 工程工具Using prompt engineering tools is important for several reasons, especially if you're working with artificial intelligence (AI) and machine learning (ML) models. Here's why they are valuable:
使用提示工程工具很重要,原因有很多,尤其是在您使用人工智能 (AI) 和机器学习 (ML) 模型时。以下是它们有价值的原因:-
Improving Accuracy and Relevance: These tools help you create prompts that are clear and specific. This leads to responses from AI that are more accurate and relevant to what you need. Think of it as having a better map to guide you to the right destination.
提高准确性和相关性:这些工具可帮助您创建清晰具体的提示。这会导致 AI 的响应更准确且与您的需求更相关。将其视为拥有更好的地图来引导您到达正确的目的地。 -
Saving Time and Effort: Crafting the perfect prompt can sometimes be trial and error. Prompt engineering tools streamline this process, making it quicker and more efficient. They save you the time and effort that you might otherwise spend guessing what works best.
节省时间和精力: 制作完美的提示有时可能需要反复试验。提示工程工具简化了这一过程,使其更快、更高效。它们可以为您节省时间和精力,否则您可能会花在猜测最有效的方法上。 -
Enhancing Creativity and Output Quality: With the right prompts, AI can produce more creative and high-quality results. Whether you're generating text, and images, or solving problems, these tools help you push the boundaries of what AI can do.
提高创造力和输出质量: 通过正确的提示,AI 可以产生更具创意和高质量的结果。无论您是生成文本和图像,还是解决问题,这些工具都可以帮助您突破 AI 的界限。 -
Learning and Skill Development: These tools are not just about getting immediate results. They also help you understand better how AI interprets instructions. This is a valuable skill as AI becomes more integrated into various fields.
学习和技能发展: 这些工具不仅仅是为了获得立竿见影的效果。它们还可以帮助您更好地了解 AI 如何解释指令。随着 AI 更多地融入各个领域,这是一项宝贵的技能。 -
Adapting to Different AI Models: Different AI models might require different types of prompts. Engineering tools are designed to cater to this diversity, making them versatile for various AI applications.
适应不同的 AI 模型:不同的 AI 模型可能需要不同类型的提示。工程工具旨在满足这种多样性,使其适用于各种 AI 应用程序。
10 AI Prompt Engineering Tools You Should Know
您应该知道的 10 个 AI 提示工程工具1. PromptPerfect 1. 即时完美
PromptPerfect 是一种专用工具,旨在优化提示的质量,以获得大型语言模型 (LLMs。以下是 PromptPerfect 如何成为有价值的资产:-
Prompt Optimization:提示优化:它侧重于改进提示质量。通过调整提示长度和输出质量等设置,您可以定制提示以从 AI 模型获得最可靠的结果。
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API Access: API 访问:开发人员可以将提示部署到 PromptPerfect 的服务器并获得 API 访问权限,从而允许将优化的提示集成到他们的应用程序中。
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Credit-Based System: 基于信用的系统: PromptPerfect 在信用系统上运行,用于优化和模拟等任务,具有不同的定价等级以满足各种用户需求。
PromptPerfect 对于寻求提高提示有效性的开发人员特别有用,可确保 AI 模型产生一致且高质量的响应。
2. PromptAppGPT 2. 提示应用GPT
PromptAppGPT is focused on enhancing the prompt engineering process with its low-code, prompt-based development framework. Here's how it aids in prompt creation:
PromptAppGPT 专注于通过其低代码、基于提示的开发框架来增强提示工程流程。以下是它如何帮助创建提示:-
Simplified Prompt Development: Its low-code approach makes creating and refining prompts more accessible, reducing the complexity involved in crafting effective prompts for GPT models.
简化提示开发: 其低代码方法使创建和优化提示更易于访问,从而降低了为 GPT 模型制作有效提示所涉及的复杂性。 -
Online Prompt Tools: Features an online prompt editor, compiler, and runner, streamlining the process of prompt testing and deployment. This ensures your prompts are well-tuned for optimal AI interactions.
在线提示工具:具有在线提示编辑器、编译器和运行程序,简化了提示测试和部署过程。这可确保您的提示经过良好调整以实现最佳 AI 交互。
PromptAppGPT is ideal for anyone looking to streamline their prompt development process, ensuring effective interaction with AI models.
PromptAppGPT 非常适合希望简化其快速开发过程、确保与 AI 模型有效交互的任何人。3. LangChain 3. LangChain 插件
LangChain is a framework enhancing prompt engineering with language models. Its key features include:
LangChain 是一个使用语言模型增强提示工程的框架。其主要特点包括:-
Context-Aware Applications: Enables the creation of prompts connected to various context sources, improving relevance and effectiveness.
上下文感知应用程序: 支持创建连接到各种上下文源的提示,从而提高相关性和有效性。 -
Reasoning Capability: Facilitates applications that use language models for reasoning, enhancing prompt response accuracy.
推理能力:促进使用语言模型进行推理的应用程序,提高及时响应的准确性。 -
Comprehensive Libraries: Offers Python and JavaScript libraries with interfaces and integrations for diverse components, aiding in complex prompt creation.
综合库: 提供 Python 和 JavaScript 库,其中包含适用于各种组件的接口和集成,有助于创建复杂的提示。 -
Templates and Deployment: Provides deployable templates for various tasks (see here) and LangServe for REST API deployment, streamlining prompt application integration.
模板和部署:为各种任务提供可部署的模板(请参阅此处)和用于 REST API 部署的 LangServe,从而简化提示应用程序集成。 -
Developer Support: The LangSmith platform aids in debugging, testing, and monitoring, crucial for refining prompts.
开发人员支持: LangSmith 平台有助于调试、测试和监控,这对于优化提示至关重要。
LangChain is ideal for developing sophisticated, context-rich applications using language models, offering extensive tools for prompt optimization
LangChain 非常适合使用语言模型开发复杂的上下文丰富的应用程序,并提供了广泛的工具进行及时优化4. PromptSource 4. 提示源
PromptSource is a toolkit essential for creating, sharing, and using natural language prompts in prompt engineering. Its notable features include:
PromptSource 是一个工具包,对于在提示工程中创建、共享和使用自然语言提示至关重要。其显着特点包括:-
Expansive Prompt Collection: Contains around 2,000 English prompts for over 170 datasets, making it a rich resource for diverse NLP tasks.
扩展的提示集合:包含超过 2,000 个数据集的大约 170 个英文提示,使其成为各种 NLP 任务的丰富资源。 -
Template-Based Approach: Uses templates to map data examples into natural language, aiding in the generation of effective and task-specific prompts.
基于模板的方法:使用模板将数据示例映射到自然语言,帮助生成有效的任务特定提示。 -
Interactive Writing Interface: Provides a user-friendly interface for interactive writing and modifying prompts, ensuring adaptability and practicality in various NLP scenarios.
交互式书写界面:提供用户友好的界面,用于交互式编写和修改提示,确保在各种 NLP 场景中的适应性和实用性。 -
Community Driven: Encourages contributions from the NLP community, leading to a continuously growing and evolving pool of prompts.
Community Driven:鼓励 NLP 社区做出贡献,从而形成一个不断增长和发展的 Prompt。
PromptSource stands out for its comprehensive and interactive approach to prompt creation and modification, making it a valuable tool for NLP researchers and engineers who require a dynamic and versatile toolkit for their prompt engineering needs
PromptSource 以其全面的交互式提示创建和修改方法而著称,使其成为需要动态和多功能工具包来满足其提示工程需求的 NLP 研究人员和工程师的宝贵工具5. PromptoMania - Prompt Builder5. PromptoMania - 提示生成器
PromptoMania is a free, user-friendly tool designed for creating detailed prompts for AI art generation. Its key features include:
PromptoMania 是一款免费的、用户友好的工具,旨在为 AI 艺术生成创建详细的提示。其主要特点包括:-
Intricate Prompt Building: Enables the addition of detailed elements to prompts, crucial for crafting unique AI art.
错综复杂的提示构建:允许向提示添加详细元素,这对于制作独特的 AI 艺术至关重要。 -
Broad Model Compatibility: Supports various diffusion models like Midjourney, DreamStudio, Stable Diffusion, and DALL-E 3, offering flexibility across different AI art generators.
广泛的模型兼容性: 支持各种扩散模型,如 Midjourney、DreamStudio、Stable Diffusion 和 DALL-E 3,为不同的 AI 艺术生成器提供灵活性。 -
Enhanced Creative Freedom: Encourages imaginative prompt creation, transforming ideas into art, ideal for artistic exploration with AI.
增强的创作自由度:鼓励富有想象力的提示创作,将想法转化为艺术,非常适合使用 AI 进行艺术探索。 -
Accessibility and Innovation: Its straightforward design makes it approachable for all users, fostering innovation in AI art generation.
可访问性和创新: 其简单的设计使其对所有用户都易于使用,促进了 AI 艺术生成的创新。
PromptoMania stands out as an invaluable tool for artists and creators venturing into AI-generated art, offering a unique blend of detailed prompt customization and compatibility with multiple AI art models
PromptoMania 是艺术家和创作者涉足 AI 生成艺术的宝贵工具,它以独特的方式融合了详细的提示自定义和与多个 AI 艺术模型的兼容性6. Promptmetheus
Promptmetheus is a comprehensive IDE for prompt engineering with Large Language Models (LLMs). Its features make it a valuable tool for enhancing prompt creation:
Promptmetheus 是一个全面的 IDE,用于使用大型语言模型 (LLMs。它的功能使其成为增强提示创建的宝贵工具:-
Advanced Prompt Development: Elevates prompt engineering for apps and workflows, integrating seamlessly with AI functionalities.
高级提示开发:提升应用程序和工作流程的提示工程,与 AI 功能无缝集成。 -
Integration and Optimization: Facilitates prompt testing, optimization, and model selection directly within applications, enhancing app intelligence.
集成和优化:有助于直接在应用程序中进行快速测试、优化和模型选择,从而增强应用程序智能。 -
AI Integration Toolchain: Offers tools to build and deploy AI integrations, including composing prompts, selecting LLMs, and publishing AIPI endpoints for third-party service connectivity.
AI 集成工具链:提供用于构建和部署 AI 集成的工具,包括编写提示、选择 LLMs 以及发布用于第三方服务连接的 AIPI 终端节点。 -
Automate Text-Based Tasks: Capable of automating repetitive text-based tasks, saving time and resources in various workflows.
自动化基于文本的任务: 能够自动化重复的基于文本的任务,从而在各种工作流程中节省时间和资源。 -
Robust Features: Includes assembling prompts like Lego bricks, tracking the entire prompt design process, estimating prompt costs, and providing prompt performance stats. Also supports real-time collaboration and data export.
强大的功能: 包括像乐高积木一样组装提示,跟踪整个提示设计过程,估算提示成本,并提供提示性能统计数据。还支持实时协作和数据导出。
Promptmetheus stands out for its ability to integrate and optimize prompt engineering processes, making it an essential tool for those looking to streamline and enhance their work with AI models.
Promptmetheus 因其集成和优化提示工程流程的能力而脱颖而出,使其成为那些希望使用 AI 模型简化和增强其工作的人的必备工具。7. FusionAI 7. 融合人工智能
FusionAI is a specialized software for creative writing, idea generation, and brainstorming, enhancing prompt engineering:
FusionAI 是一款用于创意写作、想法生成和头脑风暴的专用软件,可增强提示工程:-
Prompt Expansion: Users input initial ideas, and FusionAI generates expanded prompts, adding depth and scope for creativity.
提示扩展:用户输入初始想法,FusionAI 生成扩展提示,增加创意的深度和范围。 -
Edit and Regenerate: Offers the flexibility to edit, regenerate, or delete prompts, facilitating iterative idea refinement.
编辑和重新生成:提供编辑、重新生成或删除提示的灵活性,从而促进迭代概念优化。 -
MLA Citation and Clipboard Saving: Generates MLA citations for prompts and allows saving directly to the clipboard, useful for academic or research writing.
MLA 引文和剪贴板保存:为提示生成 MLA 引文,并允许直接保存到剪贴板,对学术或研究写作很有用。 -
Targeted Rewrites: Users can highlight prompt sections for specific rewrites, enhancing focus and detail in the prompt.
有针对性的重写:用户可以突出显示特定重写的提示部分,从而增强提示中的重点和细节。 -
User-Friendly and Free: FusionAI's simple, free tool is ideal for users who need straightforward prompt generation without additional complexities like API integration or multi-platform support.
用户友好且免费:FusionAI 的简单免费工具非常适合需要直接生成提示而无需 API 集成或多平台支持等额外复杂性的用户。
FusionAI is ideal for those seeking a direct and effective way to expand and refine their prompts, particularly in creative and brainstorming contexts.
FusionAI 非常适合那些寻求直接有效的方法来扩展和完善其提示的人,尤其是在创意和头脑风暴环境中。8. PromptGen 8. 提示生成
PromptGen is a tool designed for AI art generation, offering a unique and user-friendly approach to prompt creation:
PromptGen 是一款专为 AI 艺术生成而设计的工具,提供了一种独特且用户友好的提示创建方法:-
Category-Based Prompt Addition: It allows users to add elements to their prompts by selecting options from different categories. This method provides a structured yet flexible way to build prompts.
基于类别的提示添加: 它允许用户通过从不同类别中选择选项来将元素添加到他们的提示中。此方法提供了一种结构化但灵活的方法来构建提示。 -
Customization and Ordering: Users can reorder categories and options to tailor the prompt according to their specific needs or creative vision.
自定义和排序:用户可以重新排序类别和选项,以根据他们的特定需求或创意愿景定制提示。 -
Saving and Reusing Prompts: The tool includes a feature to save the prompt configurations using the 'Categories JSON' tab, enabling users to preserve and reuse their custom prompts.
保存和重用提示:该工具包括使用“类别 JSON”选项卡保存提示配置的功能,使用户能够保留和重复使用他们的自定义提示。
PromptGen is particularly useful for those in the field of AI-generated art, providing a straightforward and customizable way to create prompts that cater to a wide range of artistic styles and preferences
PromptGen 对于 AI 生成艺术领域的人特别有用,它提供了一种简单且可定制的方式来创建适合各种艺术风格和偏好的提示9. AI Text Prompt Generator9. AI 文本提示生成器
AI Text Prompt Generator empowers users to effortlessly create prompts for AI-generated content. Its user-friendly interface and comprehensive features guide users through generating prompts for various text formats, inspiring creativity and unlocking the potential of AI-powered text generation.
AI Text Prompt Generator 使用户能够毫不费力地为 AI 生成的内容创建提示。其用户友好的界面和全面的功能可指导用户为各种文本格式生成提示,激发创造力并释放 AI 驱动的文本生成的潜力。-
Category-Based Prompt Addition: Build prompts systematically by selecting options from various categories.
基于类别的提示添加:通过从各种类别中选择选项来系统地构建提示。 -
Customization and Ordering: Tailor prompts to specific needs or creative visions by reordering categories and options.
定制和订购:通过对类别和选项重新排序,根据特定需求或创意愿景定制提示。 -
Saving and Reusing Prompts: Preserve and reuse custom prompts for future use.
保存和重用提示:保留和重复使用自定义提示以备将来使用。
AI Text Prompt Generator catalyzes unlocking creative potential. Whether you're a writer, musician, or simply seeking new avenues for self-expression, AI Text Prompt Generator provides the tools and inspiration to bring your ideas to life.
AI Text Prompt Generator 催化释放创造潜力。无论您是作家、音乐家,还是只是寻求新的自我表达途径,AI Text Prompt Generator 都能提供工具和灵感,将您的想法变为现实。10. Agenta 10. 代理
Agenta is an open-source platform for working with large language models (LLMs). It is particularly useful for:
Agenta 是一个用于处理大型语言模型 (LLMs。它特别适用于:-
Experimentation and Evaluation: Facilitates experimenting with different prompts and parameters, crucial for fine-tuning AI models.
实验和评估:促进对不同提示和参数的实验,这对于微调 AI 模型至关重要。 -
Iterative Testing: Allows for continuous refinement of prompts, enhancing the precision of AI interactions.
迭代测试:允许不断优化提示,从而提高 AI 交互的精度。 -
Collaboration and Deployment: Supports hosting on your own infrastructure and collaborative work, plus the capability to deploy LLMs as APIs.
协作和部署:支持在您自己的基础设施上托管和协作工作,以及将 LLMs为 API 的功能。
Agenta is ideal for those focusing on developing and refining prompts, offering a streamlined approach to enhance the effectiveness of AI projects.
Agenta 非常适合那些专注于开发和完善提示的人,它提供了一种简化的方法来提高 AI 项目的有效性。 -