pillow库的主要作用（用pillow库处理图像文件实验）

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src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2Ffbb62faep00slv92x0000d0000c000cp.png&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2F2ap00slv92x0000d0000c000cp.png&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2Fe7970e35p00slv92y0000d0000c000gp.png&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2F9a63ef7fp00slv92y0000d0000c000cp.png&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2Fad6b3b2cp00slv92z0000d0000c000cp.png&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2Fe2f625c3p00slv92z0000d0000c000cp.png&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p id="349EI5D1">机器之心报道：<strong>陈陈用</strong>最简单的方法来构建一个AI Web应用程序。</p><p id="349EI5D2">Gradio 5 来了！</p><p id="349EI5D3">刚刚，Gradio 官方表示经过几个月的努力，他们宣布 Gradio 5 稳定版本正式发布！</p><p id="349EI5D4">[wera.wowscitech.cn）</p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2F10b67f89p00slvd0000k000gp.png&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2F858c6abdp00slv91s0000d0000k000gp.png&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p id="349EI5D8">快速入门：https://www.gradio.app/guides/quickstart项目地址：https://github.com/huggingface/blog/blob/main/gradio-5.md</p><p id="349EI5D9">Gradio 是一个开源 Python 软件包，可让用户快速为机器学习模型、API 或任意 Python 函数构建 Demo 或 Web 应用程序。然后，用户可以使用Gradio 的内置共享功能在几秒钟内通过公共链接分享 demo。无需 JavaScript、CSS 或 Web 托管经验！</p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2F266d8c00j00slv93100bhd000tz00e6p.jpg&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p id="349EI5DB">[htdl.adhjsk.com）</p><p id="349EI5DC">更重要的是，只需几行 Python 代码即可完成上述演示。</p><p id="349EI5DD">这次开源的 Gradio 5 是由 Hugging Face 推出的，Hugging Face 于 2021 年收购了 Gradio 。据不完全统计，Gradio 每月拥有超过 200 万用户（在Hugging Face Spaces 上有超过 47 万个应用），已成为构建、分享和使用机器学习应用的默认方式。</p><p id="349EI5DE">最新版本旨在弥补机器学习人员的专业知识和 Web 开发技能之间的差距。「机器学习开发人员对 Python 编程非常熟悉，但通常不太熟悉 Web 开发的具体细节，」Gradio 创始人 Abubakar Abid 表示。「Gradio 让开发人员只需几行 Python 代码即可构建高性能、可扩展的应用程序，这些应用程序是遵循安全性和可访问性方面的**实践。」Gradio 5 最显著的特点之一是它注重企业级安全，Abid 也强调了这一点，他们还聘请了知名网络安全公司 Trail of Bits 对 Gradio 进行独立审计，并修复了他们在 Gradio 5 中发现的所有问题。对于 Gradio 开发人员来说，即使自己不是网络安全专家， Gradio 5 应用程序也是开箱即用，遵循网络安全方面的**实践。</p><p id="349EI5DF">不难看出，有了 Gradio 5，开发者可以构建生产级的机器学习 Web 应用程序，这些应用不仅性能优越、可扩展、精美、易于访问，而且还遵循了**的 Web 安全实践。</p><p id="349EI5DG"><strong>Gradio 5 五大新功能</strong>想要体验 Gradio 5 的小伙伴，只需在终端输入以下命令即可：pip install --upgrade gradio以下是 Gradio 5 中的 5 个新功能（包括一种无需编写代码即可构建 Gradio 应用的新方式！）首先是加载速度。如果之前你使用过 Gradio ，给你的第一感觉可能就是加载过慢。现在 Gradio 5 有了重大的性能改进，包括通过服务器端渲染 (SSR)提供应用程序，从而实现立即在浏览器中加载 Gradio ，不会再有加载时转圈圈的延迟。</p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2F10030f22j00slvd000hs00c5p.jpg&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p id="349EI5DI">jaw.majime-f.com</p><p id="349EI5DJ">其次是界面。此前，Gradio 应用看起来很老旧。现在 Gradio 5 更新了许多核心组件，包括按钮、选项卡、滑块以及高级聊天机器人界面。此外，官方</p><p id="349EI5DK">还发布了一组新的内置主题，如「柑橘」和「海洋」主题，让用户轻松创建外观新颖的 Gradio 应用。</p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2F0cfb9350j00slvdd000ic00c1p.jpg&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p id="349EI5DM">[bfy.5k9v.com）</p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2F17a9a27cj00slvmd000ic006kp.jpg&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p id="349EI5DO">jk.scwdxk.com</p><p id="349EI5DP">用户现在可以在 Gradio 中构建实时应用！Gradio 5 改变了流媒体的内部工作方式：现在使用 websockets 并通过[wera.wowscitech.cn） 编码发送数据，以减少延迟。Gradio 5 还通过自定义组件支持 WebRT[joke.qhdshq.com）C，并且还添加了更多文档和示例演示，这些文档和示例演示侧重于常见的流媒体用例，例如[frs.fokry.com）基于网络摄像头的对象检测、视频流、实时语音转录和生成以及对话聊天机器人。</p><p class="f_center"><img src="https://nimg.ws.126.net/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1024%2Ff5289d7cj00slvd000ic0066p.jpg&thumbnail=660x&quality=80&type=jpg"/><br/><br/></p><p id="349EI5DR">[bfy[jk.gzkfhg.com）.j-movie.com）</p><p id="349EI5DS">安全性。Gradio 5 还在安全性方面做出了重大改进，[bfy.mb2s.com）包括获得 Gradio 的第三方审核。</p><p id="349EI5DT">LLM 的加持。Gradio 5 附带了一个[jk.o-abc.com）实验性的 AI Playground，允许开发人员使用自然语言提示生成和预览[jk.axchanong.com） Gradio 应用程序。</p><p id="349EI5DU">Gradio 的一位负责人 Ahsen Khaliq 强[bfy.7la8.com）调了此功能的重要性，他说：「与其他 AI 编程环境类似，用户可以输入文本提示，解释[frs.5link.net）自己想要构建什么样的应用程序，然后 LLM 会将其转换为 Gradio 代码。[frs.rishtey.net）但与其他编码环境不同的是，用户还可以查看 Gradio 应用程序的即时预览并在[htdl.baoday.net）浏览器中运行它。」AI Playground 链接：https://www[htdl.salahari.com）.gradio.app/playground可以看出，随着人工智能继续影响各[htdl.zjymacc.net）个行业，像 Gradio 5 这样将先进技术与实际业务应用相结合的工具可能会[htdl.estreeh.com）发挥重要作用。通过此版本，Hugging Face 不仅仅是更新了产品，它[james.urupima.com）可能会改变企业人工智能开发的格局。</p><p id="349EI5DV">https://x.com/Gradio/[frs.catzpti.com）status/ https://venture[bfy.cit0.com）beat.com/ai/gradio-5-is-here-hugging-fa[wera.merkert.cn）ces-newest-tool-simplifies-building-ai-powered-web-apps/</p>
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