title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐ¸ÑÑÐµÐ¼Ñ Ð¸Ð½ÑÐµÑÐµÐ½ÑÐ° Ð´Ð°Ð½Ð½ÑÑ Ð´Ð»Ñ Ð¿Ð»Ð°ÑÑÐ¾ÑÐ¼Ñ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð¸Ì Ð´Ð¸Ð°Ð³Ð½Ð¾ÑÑÐ¸ÐºÐ¸ ÑÐ°ÐºÐ° Ð»ÐµÐ³ÐºÐ¸Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Development of a data inference system for the smart lung cancer diagnostics platform
Creators: name: ÐÐµÐ»Ð°Ð½, ÐÐ»ÑÑ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2020
Subjects: Ð¸Ð½ÑÐµÑÐµÐ½Ñ
Ð´Ð¸Ð°Ð³Ð½Ð¾ÑÑÐ¸ÐºÐ° ÑÐ°ÐºÐ°
Ð¿Ð»Ð°ÑÑÐ¾ÑÐ¼Ð°
Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
aizimov
mlaas
kubeflow
inferece
cancer diagnosis
platform
machine learning

description: Ð ÑÐ°Ð±Ð¾ÑÐµ Ð¿ÑÐµÐ´Ð»Ð°Ð³Ð°ÐµÑÑÑ Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÐ½Ð¾Ðµ ÑÐµÑÐµÐ½Ð¸Ðµ Ð´Ð»Ñ ÑÐ¸ÑÑÐµÐ¼Ñ Ð½Ð¾Ð²Ð¾Ð³Ð¾ ÑÐ¸Ð¿Ð° Ñ ÑÑÐµÑÐ¾Ð¼ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸Ð¸Ì Ð¿Ð¾Ð´Ð´ÐµÑÐ¶ÐºÐ¸, ÑÑÐ¾Ð²ÐµÑÑÐµÐ½ÑÑÐ²Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¸Ì. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² Ð¿ÑÐ¾ÑÐµÑÑÐµ ÑÐ°Ð±Ð¾ÑÑ Ð½Ð°Ð´ ÑÐ¸ÑÑÐµÐ¼Ð¾Ð¸Ì: 1. ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¿ÑÐ¸Ð½ÑÐ¸Ð¿Ð¾Ð² Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ñ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½ÑÑ ÑÐ¸ÑÑÐµÐ¼ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÑÑÐ¸Ñ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ. 2. ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð¸ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ Ð´Ð»Ñ Ð¸Ð½ÑÐµÑÐµÐ½ÑÐ° Ð´Ð°Ð½Ð½ÑÑ. 3. ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ ÑÐ½ÐµÑÐ³Ð¾-ÑÑÑÐµÐºÑÐ¸Ð²Ð½ÑÑ Ð°Ð¿Ð¿Ð°ÑÐ°ÑÐ½ÑÑ ÑÐµÑÐµÐ½Ð¸Ð¸Ì Ð´Ð»Ñ Ð¸Ð½ÑÐµÑÐµÐ½ÑÐ° Ð´Ð°Ð½Ð½ÑÑ. 4. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÐ½Ð¾Ð³Ð¾ ÑÐµÑÐµÐ½Ð¸Ñ Ð´Ð»Ñ Ð¿Ð»Ð°ÑÑÐ¾ÑÐ¼Ñ Ð¸Ð½ÑÐµÑÐµÐ½ÑÐ° Ð´Ð°Ð½ÑÑ. 5. Ð Ð°ÑÑÐ¸ÑÐµÐ½Ð¸ÐµÐ¸ÑÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸ÑÑÑÐ½ÐºÑÐ¸Ð¸ÌÑÑÑÐµÑÑÐ²ÑÑÑÐµÐ³Ð¾Ð¼Ð¾Ð´ÑÐ»ÑÑÐ¸ÑÑÐµÐ¼Ñ. Ð Ð¿ÑÐ¾ÑÐµÑÑÐµ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ»Ð¸ Ð²ÑÐ´ÐµÐ»ÐµÐ½Ñ Ð±Ð°Ð·Ð¾Ð²ÑÐµ ÐºÐ¾Ð¼Ð¿Ð¾Ð½ÐµÐ½ÑÑ ÑÐ¸ÑÑÐµÐ¼, Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÑÑÐ¸Ñ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ. ÐÑÐ´ÐµÐ»ÐµÐ½Ñ Ð¸Ñ ÑÐ¾Ð»Ð¸ Ð¸ Ð·Ð°Ð´Ð°ÑÐ¸. ÐÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ðµ Ð¾Ð±Ð»Ð°ÑÐ½ÑÐµ ÑÐµÑÐ²Ð¸ÑÑ Ð¸ Ð¿Ð»Ð°ÑÑÐ¾ÑÐ¼Ñ, Ð¿ÑÐµÐ´Ð¾ÑÑÐ°Ð²Ð»ÑÑÑÐ¸Ðµ Ð¾Ð¿Ð¸ÑÐ°Ð½Ð½ÑÐµ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¸ Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ÑÑÐ¸ Ð¸Ð½ÑÐµÐ³ÑÐ°ÑÐ¸Ð¸ Ñ Ð²ÐµÐ±- Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸ÑÐ¼Ð¸. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð° Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÐ° ÑÐ¸ÑÑÐµÐ¼Ñ Ð¸Ð½ÑÐµÑÐµÐ½ÑÐ° Ð´Ð°Ð½Ð½ÑÑ Ð´Ð»Ñ Ð¿Ð»Ð°ÑÑÐ¾ÑÐ¼Ñ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð¸Ì Ð´Ð¸Ð°Ð³Ð½Ð¾ÑÑÐ¸ÐºÐ¸ ÑÐ°ÐºÐ° Ð»ÐµÐ³ÐºÐ¸Ñ. ÐÑÐ¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÑ Ð´ÐµÐ»Ð°Ð»ÑÑ Ð°ÐºÑÐµÐ½Ñ Ð½Ð° stateless ÑÐµÑÐ½Ð¾Ð»Ð¾Ð³Ð¸Ð¸, Ð¿ÑÐµÐ´Ð¿Ð¾Ð»Ð°Ð³Ð°ÑÑÐµÐ¸Ì Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ðµ Ð¼Ð°ÑÑÑÐ°Ð±Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ Ð¸ Ð¾Ð¿ÑÐ¸Ð¼Ð°Ð»ÑÐ½Ð¾Ðµ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ðµ ÑÐµÑÑÑÑÐ¾Ð² Ð² Ð¿ÑÐ¾ÑÐµÑÑÐµ Ð¸Ð½ÑÐµÑÐµÐ½ÑÐ°. ÐÐ±Ð¾ÑÐ½Ð¾Ð²Ð°Ð½Ð¾ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ðµ Ð²ÑÑÐ¸ÑÐ»Ð¸ÑÐµÐ»ÑÐ½ÑÑ Ð¼Ð¾ÑÐ½Ð¾ÑÑÐµÐ¸Ì Ð´Ð°ÑÐ° ÑÐµÐ½ÑÑÐ° Ð¡ÐÐ±ÐÐ£, Ð¾Ð±Ð»Ð°ÑÐ½Ð¾Ð¸Ì Ð¿Ð»Ð°ÑÑÐ¾ÑÐ¼Ñ OpenStack Ð¸ Kubeflow. Ð¡ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸ÐµÐ¼ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½ÑÑ Ð±Ð¸Ð±Ð»Ð¸Ð¾ÑÐµÐº Sring Boot 2 Ð¸ React, ÑÐ°ÑÑÐ¸ÑÐµÐ½ Ð½Ð°Ð±Ð¾Ñ ÑÑÐ½ÐºÑÐ¸Ð¸Ì ÑÑÑÐµÑÑÐ²ÑÑÑÐµÐ³Ð¾ Ð²ÐµÐ±-Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ñ, Ð¿Ð¾Ð²ÑÑÐ°ÑÑÐ¸Ñ ÑÐ´Ð¾Ð±ÑÑÐ²Ð¾ Ð²Ð·Ð°Ð¸Ð¼Ð¾Ð´ÐµÐ¸ÌÑÑÐ²Ð¸Ñ ÐºÐ¾Ð½ÐµÑÐ½Ð¾Ð³Ð¾ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»Ñ Ñ Ð¿Ð»Ð°ÑÑÐ¾ÑÐ¼Ð¾Ð¸Ì. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð¾ API Ð´Ð»Ñ Ð¾ÑÐ¿ÑÐ°Ð²ÐºÐ¸ ÑÐ½Ð¸Ð¼ÐºÐ¾Ð² Ð½Ð° Ð´Ð¸Ð°Ð³Ð½Ð¾ÑÑÐ¸ÐºÑ Ð¸ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ ÑÐ¸ÑÑÐµÐ¼Ñ. ÐÐºÑÐµÐ½ÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¾ Ð²Ð½Ð¸Ð¼Ð°Ð½Ð¸Ðµ Ð½Ð° Ð½ÐµÐ¾Ð±ÑÐ¾Ð´Ð¸Ð¼Ð¾ÑÑÐ¸ Ð²Ð½ÐµÐ´ÑÐµÐ½Ð¸Ñ ÑÐ¸ÑÑÐµÐ¼Ñ Ð´Ð»Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ñ Ð² Ð¼ÐµÐ´Ð¸ÑÐ¸Ð½ÑÐºÐ¸Ñ ÑÑÑÐµÐ¶Ð´ÐµÐ½Ð¸ÑÑ Ð¸ ÐºÐ¾Ð¼Ð¼ÐµÑÑÐµÑÐºÐ°Ñ Ð¿Ð¾Ð»ÑÐ·Ð° Ð¾Ñ ÑÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ð¸ Ð¿ÑÐ¾Ð´ÑÐºÑÐ°.
description: This paper proposes an architectural solution for a new type of system, taking into account the requirements of support, improvement, and model development. Tasks that were solved while working on the system: 1. Research of the principles of building software systems using machine learning algorithms. 2. Research of algorithms and software for data inference. 3. Research of energy-efficient hardware solutions for data inference. 4. Development of an architectural solution for the data inference platform. 5. Extending and implementing the functions of the existing system module. In the course of work, the basic components of systems using machine learning algorithms were identified. Their roles and tasks are highlighted. The existing cloud services and platforms that provide the described requirements and integration capabilities with web applications are analyzed. The architecture of the data inference system for the platform for intelligent diagnosis of lung cancer has been developed. When developing the architecture, emphasis was placed on stateless technology, which assumes automatic scaling and optimal use of resources in the inference process. The use of computing power of the Spbpu data center, openstack and Kubeflow cloud platforms is justified. Using the Sring Boot 2 and React software libraries, the set of functions of the existing web application is expanded, which increases the convenience of end-user interaction with the platform. An API has been developed for sending snapshots for system diagnostics and training. Attention is focused on the need to implement the system for use in medical institutions and the commercial benefits of the product.