Dịch vụ GPU trên K8s FPT Cloud
FPT Cloud cung cấp Kubernetes sử dụng GPU NVIDIA có các tính năng chính sau:
- Cấu hình GPU linh hoạt với loại GPU, bộ nhớ GPU tùy chọn cho từng Worker Group.
- Quản lý và cấp phát tài nguyên GPU trong Kubernetes tự động với NVIDIA Operator
- Cho phép trực quan hóa và giám sát GPU bằng NVIDIA DCGM.
- Tự động tăng/giảm Container/Node với Autoscaler khi ứng dụng yêu cầu sử dụng tài nguyên GPU tăng lên/giảm đi.
- Hỗ trợ GPU sharing với cơ chế Multi-Instance, giúp tối ưu hóa tài nguyên và chi phí sử dụng GPU.
FPT Cloud sử dụng NVIDIA GPU Operator cung cấp công cụ tự động quản lý tất cả các thành phần phần mềm cần thiết để sử dụng GPU trên K8s. GPU Operator cho phép người dùng sử dụng tài nguyên GPU giống như sử dụng CPU trong cụm K8s. Các thành phần phần mềm bao gồm:
- NVIDIA Drivers (CUDA, MIG,…)
- NVIDIA Device Plugin
- NVIDIA Container Toolkit
- NVIDIA GPU Feature Discovery
- NVIDIA Data Center GPU Manager (Monitoring)
K8s Operator tự động cấu hình MIG cho worker, để thực hiện config MIG cần label worker theo các profile được hỗ trợ bởi Nvidia. Các cấu hình MIG được liệt kê trong Configmap default-mig-parted-config trên k8s, namespace: gpu-operator. 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 Managed Kubernetes 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) MIG trên Kubernetes được thiết kế như một controller. Nó theo dõi các thay đổi đối với label nvidia.com/mig.config trên worker, sau đó áp dụng cấu hình MIG do người dùng yêu cầu. Khi label thay đổi, MIG trước tiên sẽ stop tất cả các pod GPU (bao gồm device plugin, gfd và dcgm-exporter). Sau đó, nó stop tất cả systemd-services trên các worker GPU nếu driver đã được cài đặt sẵn, các service này liệt kê trong configmap có tên là default-gpu-clients. Cuối cùng, nó áp dụng lại cấu hình MIG và khởi động lại pod GPU (có thể cả gpu systemd-services trên worker GPU nếu cần thiết). Enable MIG mode yêu cầu khởi động lại worker. FPT Cloud hiện tại đang hỗ trợ card GPU Nvidia A30, đang hỗ trợ các MIG profile – label sau:
| No. | GPU A30 Profile – Label | Strategy | Number instance | Instance resource |
|---|---|---|---|---|
| 1 | all-1g.6gb | single | 4 | 1g.6gb |
| 2 | all-2g.12gb | single | 2 | 2g.12gb |
| 3 | all-4g.24gb | single | 1 | 4g.24gb |
| 4 | all-balanced | mixed | 2 | 1g.6gb |
| 1 | 2g.12gb | |||
| 5 | none (no label) | none | 0 | 0 (Entire A30-24GB) |
Ví dụ:
Với card GPU A30, bạn có thể cấu hình strategy single với label: all-1g.6gb. Label này có nghĩa là Operator sẽ chia nhỏ GPU A30 trên worker thành 4x mig-devices có tài nguyên 1gpu logic (bằng ¼ GPU vật lý) và 6GB GPU RAM. MIG config này áp dụng cho tất cả các card gắn trên worker được đánh label.
FPT Cloud sử dụng Nvidia GPU Telemetry tích hợp với kube–prometheus-stack thành bộ công cụ theo dõi và giám sát cho hệ thống sử dụng GPU trên k8s. Bộ công cụ giám sát bao gồm collector, time-series database lưu trữ chỉ số (metrics) và visualization (giao diện trực quan hóa). Bộ công cụ sử dụng các ứng dụng mã nguồn mở phổ biến là Prometheus và Grafana. Prometheus cũng bao gồm Alertmanager để tạo và quản lý các cảnh báo. Prometheus được triển khai cùng với kube-state-metrics và node_exporter để hiển thị các chỉ số (metrics) mức cluster cho các đối tượng API Kubernetes và các chỉ số mức node, ví dụ như mức sử dụng GPU.
Mô hình kiến trúc GPU Telemetry sử dụng:
Để thu thập telemetry GPU trong Kubernetes, Nvidia khuyến nghị sử dụng dcgm-exporter. Dcgm-exporter hiển thị GPU metrics cho Prometheus và có thể hiển thị trực quan qua Grafana. Dcgm-exporter được thiết kế để tận dụng KubeletPodResources API và hiển thị GPU metrics ở định dạng để Prometheus có thể thu thập được. Công cụ bao gồm cả ServiceMonitor để expose ra Endpoints.
Dashboard GPU của Nvidia DCGM:
Conclusion:
Vì vậy, GPU trên Kubernetes có phải là một giải pháp tốt cho AI workload không? Chắc chắn rồi, ngày càng có nhiều tiện ích mở rộng mã nguồn mở cho Kubernetes như KNative, Istio, Kubeflow và KFSServing giúp chạy workload trên Kubernetes, giúp tăng tốc và đơn giản hóa việc triển khai AI nói chung và machine learning nói riêng trên Kubernetes, loại bỏ sự phức tạp, dễ dàng triển khai hơn và quản lý các ứng trên quy mô lớn.
Kubernetes đang trở thành công nghệ trọng tâm trong việc triển khai AI ngày nay. Từ dữ liệu và model đến prototype và cuối cùng là production đã được sắp xếp hợp lý và đơn giản hóa rất nhiều bởi các thư viện như PyTorch, TensorFlow và Keras. Đồng thời, các frameworks này cũng có thể được áp dụng rất chi tiết, nếu cần, để phát triển các thành phần tùy chỉnh hoặc để tích hợp và điều chỉnh các mô hình hiện có bằng cách sử dụng transfer learning. Công nghệ Container cho phép kết quả được đóng gói thành image với tất cả requirements và dependencies của ứng dụng, đồng thời được thực thi ở hầu hết mọi nơi mà không gặp hạn chế về tốc độ. Ở bước cuối cùng, việc triển khai, bảo trì và mở rộng quy mô của chúng cũng trở nên vô cùng đơn giản và mạnh mẽ với Kubernetes.
Sự kết hợp giữa GPU trên k8s là cần thiết để cải thiện hiệu suất và tốc độ xử lý phục vụ cho các ứng dụng AI. Dịch vụ GPU trên Kubenetes FPT Cloud đem lại hiệu quả về chất lượng, tiết kiệm thời gian, đặc biệt là đối với các doanh nghiệp tài chính, ngân hàng cần xử lý khối lượng lớn về data.
Tài liệu tham khảo: