Amazon EC2 G5g 实例由 Amazon Graviton2 处理器和 NVIDIA T4G Tensor Core GPU 提供支持

Amazon EC2
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{"value":"Channy Yun 2021年11月29日\n\nAmazon Graviton2 处理器由 Amazon 定制设计,以实现亚马逊 EC2中的最佳性价比。成千上万的客户正在通过基于 Graviron2 的实例实现各种工作负载的显著性价比优势。\n\n今天,我们宣布 [Amazon EC2 ](https://aws.amazon.com/cn/ec2/?trk=cndc-detail)G5g 实例的全面上市,该实例将 Graviton2 的性价比优势扩展到基于 GPU 的工作负载,包括图形应用程序和[机器学习](https://aws.amazon.com/cn/machine-learning/?trk=cndc-detail)推理。除了 Graviton2 处理器外,G5g 实例还配备了 NVIDIA T4G Tensor Core GPU,为 Android 游戏流媒体提供最佳性价比,网络带宽高达25 Gbps,EBS 带宽高达19 Gbps。\n\n与基于 x86的 GPU 实例相比,这些实例为 Android 游戏流媒体提供了高达30%的每小时每流成本。G5g 实例也是[机器学习](https://aws.amazon.com/cn/machine-learning/?trk=cndc-detail)开发人员的理想选择,这些开发人员正在寻找经济高效的推理,拥有对 CPU 性能敏感的 ML 模型,并利用 NVIDIA 的 AI 库。\n\nG5g 实例有如下所示的六种规格。\n\n![b3c53d8e1b05a6489fc8efe5ae1c2e44.png](1)\n\n这些实例非常适合许多有趣的工作负载类型。以下是几个例子:\n\n. **流式 Android 游戏** - 使用 G5g 实例,Android 游戏开发人员可以在基于 Arm 的 GPU 实例上本机构建,而无需在基于 x86的实例上进行交叉编译或仿真。他们可以对渲染的图形进行编码,并将游戏通过网络传输到移动设备。这有助于简化开发工作和时间,并将每流每小时的成本降低30%。\n\n. **ML 推理** -G5g 实例也是[机器学习](https://aws.amazon.com/cn/machine-learning/?trk=cndc-detail)开发人员的理想选择,这些开发人员寻求经济高效的推理,拥有对 CPU 性能敏感的 ML 模型,并利用 NVIDIA 的 AI。如果您对 NVIDIA 软件没有任何依赖关系,您可以使用 Inf1 实例,与 G4dn 实例相比,每次推理的成本降低了70%。\n\n. **Graphics rendering**-G5g 实例是具有渲染工作负载和 NVIDIA 库依赖性的客户最经济高效的选择。这些实例还支持利用行业标准 API(如 OpenGL 和 Vulkan )的渲染应用程序和用例。\n\n. **自主车辆模拟** -我们的几个客户正在设计和模拟包含多个实时传感器的自主车辆。他们可以使用光线跟踪实时模拟传感器输入。\n\n这些实例与 Linux 上的一长串图形和[机器学习](https://aws.amazon.com/cn/machine-learning/?trk=cndc-detail)库兼容,包括 NVNC、NVDEC、nvJPEG、OpenGL、Vulkan、CUDA、CuDNN、CuBLAS 和 TensorRT。\n\n### **现在可用**\n\n新的 G5g 实例现在可用,您可以从今天开始在美国东部(北弗吉尼亚州)、美国西部(俄勒冈州)和亚太地区(首尔、新加坡和东京) On-Demand, Spot, Savings Plan, 和 Reserved Instance form 使用它们。要了解更多信息,请参阅 EC2 定价页面。\n\nG5g 实例现在在 Amazon Deep Learning AMIs 中可用,其中包含 NVIDIA 驱动程序和流行的 ML 框架、[Amazon Elastic Container Service](https://aws.amazon.com/cn/ecs/?trk=cndc-detail)([Amazon ECS](https://aws.amazon.com/cn/ecs/?trk=cndc-detail))或 [Amazon Elastic Kubernetes Service](https://aws.amazon.com/cn/eks/?trk=cndc-detail)([Amazon EKS](https://aws.amazon.com/cn/eks/?trk=cndc-detail))集群,用于容器化ML应用程序。\n\n您可以将反馈发送到 [Amazon EC2 ](https://aws.amazon.com/cn/ec2/?trk=cndc-detail)的 Amazon 论坛或通过您通常的 Amazon 支持联系人。\n\n[阅读原文](https://aws.amazon.com/cn/blogs/aws/new-amazon-ec2-g5g-instances-powered-by-aws-graviton2-processors-and-nvidia-t4g-tensor-core-gpus/)","render":"<p>Channy Yun 2021年11月29日</p>\n<p>Amazon Graviton2 处理器由 Amazon 定制设计,以实现亚马逊 EC2中的最佳性价比。成千上万的客户正在通过基于 Graviron2 的实例实现各种工作负载的显著性价比优势。</p>\n<p>今天,我们宣布 Amazon EC2 G5g 实例的全面上市,该实例将 Graviton2 的性价比优势扩展到基于 GPU 的工作负载,包括图形应用程序和机器学习推理。除了 Graviton2 处理器外,G5g 实例还配备了 NVIDIA T4G Tensor Core GPU,为 Android 游戏流媒体提供最佳性价比,网络带宽高达25 Gbps,EBS 带宽高达19 Gbps。</p>\n<p>与基于 x86的 GPU 实例相比,这些实例为 Android 游戏流媒体提供了高达30%的每小时每流成本。G5g 实例也是机器学习开发人员的理想选择,这些开发人员正在寻找经济高效的推理,拥有对 CPU 性能敏感的 ML 模型,并利用 NVIDIA 的 AI 库。</p>\n<p>G5g 实例有如下所示的六种规格。</p>\n<p><img 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\\" alt=\\"b3c53d8e1b05a6489fc8efe5ae1c2e44.png\\" rel=\\"1\\" /></p>\n<p>这些实例非常适合许多有趣的工作负载类型。以下是几个例子:</p>\n<p>. <strong>流式 Android 游戏</strong> - 使用 G5g 实例,Android 游戏开发人员可以在基于 Arm 的 GPU 实例上本机构建,而无需在基于 x86的实例上进行交叉编译或仿真。他们可以对渲染的图形进行编码,并将游戏通过网络传输到移动设备。这有助于简化开发工作和时间,并将每流每小时的成本降低30%。</p>\\n<p>. <strong>ML 推理</strong> -G5g 实例也是[机器学习](https://aws.amazon.com/cn/machine-learning/?trk=cndc-detail)开发人员的理想选择,这些开发人员寻求经济高效的推理,拥有对 CPU 性能敏感的 ML 模型,并利用 NVIDIA 的 AI。如果您对 NVIDIA 软件没有任何依赖关系,您可以使用 Inf1 实例,与 G4dn 实例相比,每次推理的成本降低了70%。</p>\\n<p>. <strong>Graphics rendering</strong>-G5g 实例是具有渲染工作负载和 NVIDIA 库依赖性的客户最经济高效的选择。这些实例还支持利用行业标准 API(如 OpenGL 和 Vulkan )的渲染应用程序和用例。</p>\\n<p>. <strong>自主车辆模拟</strong> -我们的几个客户正在设计和模拟包含多个实时传感器的自主车辆。他们可以使用光线跟踪实时模拟传感器输入。</p>\\n<p>这些实例与 Linux 上的一长串图形和机器学习库兼容,包括 NVNC、NVDEC、nvJPEG、OpenGL、Vulkan、CUDA、CuDNN、CuBLAS 和 TensorRT。</p>\n<h3><a id=\\"_24\\"></a><strong>现在可用</strong></h3>\\n<p>新的 G5g 实例现在可用,您可以从今天开始在美国东部(北弗吉尼亚州)、美国西部(俄勒冈州)和亚太地区(首尔、新加坡和东京) On-Demand, Spot, Savings Plan, 和 Reserved Instance form 使用它们。要了解更多信息,请参阅 EC2 定价页面。</p>\n<p>G5g 实例现在在 Amazon Deep Learning AMIs 中可用,其中包含 NVIDIA 驱动程序和流行的 ML 框架、Amazon Elastic Container Service(Amazon ECS)或 Amazon Elastic Kubernetes Service(Amazon EKS)集群,用于容器化ML应用程序。</p>\n<p>您可以将反馈发送到 Amazon EC2 的 Amazon 论坛或通过您通常的 Amazon 支持联系人。</p>\n<p><a href=\\"https://aws.amazon.com/cn/blogs/aws/new-amazon-ec2-g5g-instances-powered-by-aws-graviton2-processors-and-nvidia-t4g-tensor-core-gpus/\\" target=\\"_blank\\">阅读原文</a></p>\n"}
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