Slurm
Sai Sriram Kommula
Senior Software Engineer
Hyderabad
Summary
Experienced Engineer specializing in accuracy optimization, model inferences, and rigorous model validations. Proficient in implementing robust methodologies to ensure the precision and reliability of machine learning models. Skilled in crafting validation frameworks, automating validation processes, and analyzing model performance metrics. Known for thriving in fast-paced environments, meeting stringent deadlines, and delivering top-notch results.
Overview
7
7
years of professional experience
4
4
years of post-secondary education
Work History
Senior Software Engineer
Kinara.ai
Hyderabad
06.2021 - Current
- Design and implement C++ runtime wrappers, APIs, and frameworks for ML model execution in python. Optimized code performance for improved user experience and system efficiency.
- Implemented accuracy framework to evaluate accuracies on various neural networks involving classification, object detection and pose estimation models.
- Accuracy Benchmark on latest models like yolov5, yolov8 and few others object detetctions, classification models on kinara's NPU's.
- Architected optimized CPU alternative implementation for ML operators that are not supported on NPUs, for models like yolo series, Real time object detectors and pose estimators.
- Played key role in design of kinara's job validation engine, which involves running tests on compiler tools, efficiently submitting high work load jobs to compute cluster in parallel and reporting failures. Tailored high performance compute (slurm) job executions to manage CPU, and memory resources effectively during model execution.
- Collaborate with compiler developers to integrate new model execution on kinara validation stack, to automate various manual tasks for validating model functionality on kinara NPUs. Reporting issues related to kernels, model conversion, quantisation, model scheduling in events of failures to concerned development team. Also worked closely to understand performance requirements and improved wherever required.
- Resolved issues related to environment dependencies in kinara sdk, docker based container to run and evaluate models by end customers.
- Demonstrated proficiency in configuring and optimizing Airflow to suit specific workflow and validation requirements.
Analyst
Netenrich Inc
Hyderabad
05.2017 - 05.2021
- Collaborating with related product development and service delivery teams to drive automation of configuration management, build, release, deployment and monitoring.
- Provide professional support for developed automations, responding to Automation incidents in effort to avoid system outages or restore availability to meet SLAs.
- Programmed various Run Book Automations(RBA) scripts in Python for Service-Delivery requirements.
- Expertise of working with Agile/SCRUM environments to deliver high-quality solutions.
- Created Jenkins pipelines in Freestyle to automate build, test and deployment of application,integrated via (git) scm. Spinning up applications in docker for Dev Environment Writing code to automate repeatable jobs and build automation workflows
- Configuring Opsramp Agent and Gateway solutions in client infrastructure on windows and Linux machines.
- Integrating V-sphere client devices with Opsramp Vmware Plugin integration.
- Device Discovery and Deployment of Opsramp Gateways in customer environments that involves adding SNMP community strings in network devices to enable devices in Opsramp.
- Applying custom default monitoring templates, monitors and metrics for alerting, customizing monitors for certain devices and their specific types.
- Designed application prototype for unified communication team which integrates cisco call manager through API's to automate cisco MACD's. which eventually will reduce human interventions to 60%.
Education
Bachelor of Technology in Information Technology - Information Technology, India
Sagi Rama Krishnam Raju College of Engineering
Bhimavaram, India 08.2013 - 04.2017
Skills
Software Applications
undefinedSoftware
Python & shell scripting
Airflow
Pytorch
Docker & ansible
Jenkins
Timeline
Senior Software Engineer
Kinara.ai
06.2021 - Current
Analyst
Netenrich Inc
05.2017 - 05.2021
Bachelor of Technology in Information Technology - Information Technology, India
Sagi Rama Krishnam Raju College of Engineering
08.2013 - 04.2017
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