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Gem5 Performance Analysis on AI Workloads

₹3000-3500 INR

Suljettu
Julkaistu noin 2 kuukautta sitten

₹3000-3500 INR

Maksettu toimituksen yhteydessä
I'm currently seeking an experienced freelancer to conduct a performance analysis using gem5 Full System mode simulation. Key Requirements: - Evaluation of execution time and cache performance measurements. - Special focus on AI workloads such as Apache MXNet and Caffe for the performance analysis. Ideal Candidate's Skills & Experience: - Proficiency in gem5 simulations, performance analysis, and benchmarking. - Extensive knowledge in working with AI workloads notably Apache MXNet and Caffe. - A deep understanding of execution time and cache performance metrics. - Relevant experience in software debugging and system architecture research would be beneficial. The chosen freelancer will be expected to thoroughly analyze and report the results, highlighting any potential areas of improvement. This project could provide vital insights into our system's performance under a set of specific workloads, enabling us to optimize for increased efficiency.
Projektin tunnus (ID): 37823844

Tietoa projektista

3 ehdotukset
Etäprojekti
Aktiivinen 11 päivää sitten

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3 freelancerit tarjoavat keskimäärin ₹4 250 INR tätä projektia
Käyttäjän avatar
With a profound background in Product Development, Custom Software Development, and IT resourcing, the NCS team is well-versed in handling intricate work such as conducting gem5 simulations and performance analysis. We have an adept understanding of execution time and cache performance metrics, which makes us uniquely qualified for this AI-focused project. In fact, we've dedicated considerable time to mastering AI architectures like Apache MXNet and Caffe - a skillset that would greatly contribute to this task. Furthermore, NCS prides itself on delivering comprehensive solutions through cutting-edge engineering. This is crucial for your project because it requires not just performing evaluations but identifying areas for improvement as well. Our expertise in software debugging and system architecture research will certainly prove beneficial in providing thorough data analysis with actionable insights. By choosing NCS for your gem5 performance analysis, you're choosing a robust technical ally who understands the transformational influence of IT on business models. We don't just complete tasks - we maximize your investments, align technology seamlessly with your business processes and ensure you're equipped to navigate swiftly through market changes. Your project will be executed with precision and finesse to optimize your system's performance with AI workloads, bolstering efficiency and productivity in your entreprise.
₹3 500 INR 7 päivässä
5,0 (2 arvostelua)
1,4
1,4
Käyttäjän avatar
I am currently seeking an experienced freelancer to conduct a performance analysis using gem5 Full System mode simulation, focusing on evaluating execution time and cache performance measurements with a special emphasis on AI workloads like Apache MXNet and Caffe. The ideal candidate should possess proficiency in gem5 simulations, performance analysis, and benchmarking, along with extensive knowledge of AI workloads, especially Apache MXNet and Caffe. Additionally, a deep understanding of execution time and cache performance metrics, as well as experience in software debugging and system architecture research, would be advantageous. The selected freelancer will be responsible for analyzing and reporting the results comprehensively, identifying potential areas for improvement. This project has the potential to provide valuable insights into system performance under specific workloads, facilitating optimization for enhanced efficiency.
₹3 250 INR 3 päivässä
0,0 (0 arvostelua)
0,0
0,0
Käyttäjän avatar
I am a Ph.D. student working in Gem5. To implement this project, I have several questions: 1. Will the workload be provided by your side? 2. On which system are you going to simulate? Should I build the system model by myself? If yes, will provide the Spec on the target system. 3. About the Workload analysis, which part should I care about more. The Core/Microarchitecture, or the communication/Network for Multiple cores or the Memory system. We have mature tools to analyze the stats file. If only analysis matters, it would be much easier. If you are not satisfied with my final result, you do not have to pay me
₹6 000 INR 7 päivässä
0,0 (0 arvostelua)
0,0
0,0

Tietoja asiakkaasta

Maan INDIA lippu
Delhi, India
5,0
10
Maksutapa vahvistettu
Liittynyt jouluk. 2, 2021

Asiakkaan vahvistus

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