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Performance and Power modeling (PnP) Architect

at Arm Holdings

Back to all Python jobs
Arm Holdings logo
Industry not specified

Performance and Power modeling (PnP) Architect

at Arm Holdings

Mid LevelNo visa sponsorshipPython

Posted 6 hours ago

No clicks

Compensation
Not specified

Currency: Not specified

City
Bengaluru
Country
India

Arm is seeking a Performance and Power Modeling (PnP) Architect to lead pre-silicon performance and power analysis for SoCs/SoPs, focusing on system-level infrastructure across servers, accelerators, IoT, and automotive. You will drive architectural investigations and PnP tradeoff studies for CPUs, GPUs, NPUs, memory systems, interconnects, and platform components, including workload characterization and bottleneck identification. The role involves developing profiling and visualization frameworks, automating production processes, and collaborating with architects and IP teams to translate pre-silicon projections into silicon measurements. A strong background in pre-silicon analysis, Linux and bare-metal environments, and C/C++/Python tooling is required.

Job Overview:

We are seeking highly skilled and motivated System-on-Chip (SoC) Performance and Power modeling (PnP) Architects to join our diverse team at Arm! Our team focuses on PnP Analysis of Arm SoCs/SoPs (System-on-Package), System level infrastructure (SoC/SoP/Rackscale/Podscale) build together in pre- silicon environments. Working closely with design teams and customers, we develop best-in-class silicon platforms across markets such as servers, accelerators, client, infrastructure, IoT, and automotive.

Responsibilities:

  • Efficiently drive and resolve architectural investigations and PnP tradeoff studies across various SoC (CPU, GPU, NPU, Media, IO, interconnects, memory controllers) and Platform components.
  • Perform detailed workload characterization to identify performance bottlenecks and propose architectural solutions. Collaborate, coordinate, and drive consensus across architects, and IP teams. Conduct workload compaction to facilitate effective modeling.
  • Create profiling and visualization frameworks to analyze with right level of abstraction. Contribute to automation for streamlining production processes
  • Stay up-to-date on latest advancements in application development, workload characterization, and performance/power/thermal analysis

Required Skills and Experience:

  • 5+ years of experience in SoC Performance Analysis within the semiconductor industry, with a strong track record of driving system-level performance investigations across complex silicon platforms.
  • Strong expertise in Pre-Silicon performance analysis, including:
    • Hands-on experience with simulation and hardware emulation platforms (e.g., Palladium, Veloce, ZeBu, or equivalent)
    • Waveform-based debug and signal-level performance analysis
    • Latency, bandwidth, and throughput characterization
    • Transaction-level tracing and protocol debug (e.g., CHI, AXI, PCIe, CXL)
    • System-level bottleneck identification and architectural tradeoff analysis
    • Silicon bring-up support
    • Performance counter analysis and telemetry-driven investigations
    • Correlation between pre-silicon projections and silicon measurements
    • Root-cause analysis and system-level performance tuning
  • Strong understanding of system infrastructure and platform performance, including:
    • Coherent interconnect fabrics
    • DDR memory subsystems and memory controller behavior
    • IO subsystems (PCIe, CXL)
    • System performance under power, thermal, and TDP constraints
  • Proven experience working in both Linux and bare-metal environments, including:
    • Performance profiling and debug in Linux-based systems
    • Kernel-level performance analysis and tracing (e.g., perf, ftrace, PMU-based analysis)
    • Low-level bring-up, debug, and performance characterization in bare-metal environments
    • Understanding of boot flows, firmware interactions, and system initialization impacts on performance
  • Strong background in computer architecture and microarchitecture, including pipelines, cache hierarchy, memory systems, and system-level performance interactions.
  • Proficiency in C/C++ and Python for developing performance analysis tools, automation frameworks, profiling infrastructure, and data visualization.
  • Experience with performance modeling methodologies (e.g., SystemC/TLM) is desirable and considered complementary to strong hands-on performance analysis expertise.
  • Excellent communication and cross-functional collaboration skills, with the ability to clearly present complex performance findings and influence architectural decisions.

Our 10x mindset guides how we engineer, collaborate, and grow. Understand what it means and how to reflect 10x in your work: https://careers.arm.com/en/10x-mindset

#LI-SC2

Accommodations at Arm

At Arm, we want to build extraordinary teams. If you need an adjustment or an accommodation during the recruitment process, please email accommodations@arm.com. To note, by sending us the requested information, you consent to its use by Arm to arrange for appropriate accommodations. All accommodation or adjustment requests will be treated with confidentiality, and information concerning these requests will only be disclosed as necessary to provide the accommodation. Although this is not an exhaustive list, examples of support include breaks between interviews, having documents read aloud, or office accessibility. Please email us about anything we can do to accommodate you during the recruitment process.

Hybrid Working at Arm

Arm’s approach to hybrid working is designed to create a working environment that supports both high performance and personal wellbeing. We believe in bringing people together face to face to enable us to work at pace, whilst recognizing the value of flexibility. Within that framework, we empower groups/teams to determine their own hybrid working patterns, depending on the work and the team’s needs. Details of what this means for each role will be shared upon application. In some cases, the flexibility we can offer is limited by local legal, regulatory, tax, or other considerations, and where this is the case, we will collaborate with you to find the best solution. Please talk to us to find out more about what this could look like for you.

Equal Opportunities at Arm

Arm is an equal opportunity employer, committed to providing an environment of mutual respect where equal opportunities are available to all applicants and colleagues. We are a diverse organization of dedicated and innovative individuals, and don’t discriminate on the basis of race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.

Performance and Power modeling (PnP) Architect

at Arm Holdings

Back to all Python jobs
Arm Holdings logo
Industry not specified

Performance and Power modeling (PnP) Architect

at Arm Holdings

Mid LevelNo visa sponsorshipPython

Posted 6 hours ago

No clicks

Compensation
Not specified

Currency: Not specified

City
Bengaluru
Country
India

Arm is seeking a Performance and Power Modeling (PnP) Architect to lead pre-silicon performance and power analysis for SoCs/SoPs, focusing on system-level infrastructure across servers, accelerators, IoT, and automotive. You will drive architectural investigations and PnP tradeoff studies for CPUs, GPUs, NPUs, memory systems, interconnects, and platform components, including workload characterization and bottleneck identification. The role involves developing profiling and visualization frameworks, automating production processes, and collaborating with architects and IP teams to translate pre-silicon projections into silicon measurements. A strong background in pre-silicon analysis, Linux and bare-metal environments, and C/C++/Python tooling is required.

Job Overview:

We are seeking highly skilled and motivated System-on-Chip (SoC) Performance and Power modeling (PnP) Architects to join our diverse team at Arm! Our team focuses on PnP Analysis of Arm SoCs/SoPs (System-on-Package), System level infrastructure (SoC/SoP/Rackscale/Podscale) build together in pre- silicon environments. Working closely with design teams and customers, we develop best-in-class silicon platforms across markets such as servers, accelerators, client, infrastructure, IoT, and automotive.

Responsibilities:

  • Efficiently drive and resolve architectural investigations and PnP tradeoff studies across various SoC (CPU, GPU, NPU, Media, IO, interconnects, memory controllers) and Platform components.
  • Perform detailed workload characterization to identify performance bottlenecks and propose architectural solutions. Collaborate, coordinate, and drive consensus across architects, and IP teams. Conduct workload compaction to facilitate effective modeling.
  • Create profiling and visualization frameworks to analyze with right level of abstraction. Contribute to automation for streamlining production processes
  • Stay up-to-date on latest advancements in application development, workload characterization, and performance/power/thermal analysis

Required Skills and Experience:

  • 5+ years of experience in SoC Performance Analysis within the semiconductor industry, with a strong track record of driving system-level performance investigations across complex silicon platforms.
  • Strong expertise in Pre-Silicon performance analysis, including:
    • Hands-on experience with simulation and hardware emulation platforms (e.g., Palladium, Veloce, ZeBu, or equivalent)
    • Waveform-based debug and signal-level performance analysis
    • Latency, bandwidth, and throughput characterization
    • Transaction-level tracing and protocol debug (e.g., CHI, AXI, PCIe, CXL)
    • System-level bottleneck identification and architectural tradeoff analysis
    • Silicon bring-up support
    • Performance counter analysis and telemetry-driven investigations
    • Correlation between pre-silicon projections and silicon measurements
    • Root-cause analysis and system-level performance tuning
  • Strong understanding of system infrastructure and platform performance, including:
    • Coherent interconnect fabrics
    • DDR memory subsystems and memory controller behavior
    • IO subsystems (PCIe, CXL)
    • System performance under power, thermal, and TDP constraints
  • Proven experience working in both Linux and bare-metal environments, including:
    • Performance profiling and debug in Linux-based systems
    • Kernel-level performance analysis and tracing (e.g., perf, ftrace, PMU-based analysis)
    • Low-level bring-up, debug, and performance characterization in bare-metal environments
    • Understanding of boot flows, firmware interactions, and system initialization impacts on performance
  • Strong background in computer architecture and microarchitecture, including pipelines, cache hierarchy, memory systems, and system-level performance interactions.
  • Proficiency in C/C++ and Python for developing performance analysis tools, automation frameworks, profiling infrastructure, and data visualization.
  • Experience with performance modeling methodologies (e.g., SystemC/TLM) is desirable and considered complementary to strong hands-on performance analysis expertise.
  • Excellent communication and cross-functional collaboration skills, with the ability to clearly present complex performance findings and influence architectural decisions.

Our 10x mindset guides how we engineer, collaborate, and grow. Understand what it means and how to reflect 10x in your work: https://careers.arm.com/en/10x-mindset

#LI-SC2

Accommodations at Arm

At Arm, we want to build extraordinary teams. If you need an adjustment or an accommodation during the recruitment process, please email accommodations@arm.com. To note, by sending us the requested information, you consent to its use by Arm to arrange for appropriate accommodations. All accommodation or adjustment requests will be treated with confidentiality, and information concerning these requests will only be disclosed as necessary to provide the accommodation. Although this is not an exhaustive list, examples of support include breaks between interviews, having documents read aloud, or office accessibility. Please email us about anything we can do to accommodate you during the recruitment process.

Hybrid Working at Arm

Arm’s approach to hybrid working is designed to create a working environment that supports both high performance and personal wellbeing. We believe in bringing people together face to face to enable us to work at pace, whilst recognizing the value of flexibility. Within that framework, we empower groups/teams to determine their own hybrid working patterns, depending on the work and the team’s needs. Details of what this means for each role will be shared upon application. In some cases, the flexibility we can offer is limited by local legal, regulatory, tax, or other considerations, and where this is the case, we will collaborate with you to find the best solution. Please talk to us to find out more about what this could look like for you.

Equal Opportunities at Arm

Arm is an equal opportunity employer, committed to providing an environment of mutual respect where equal opportunities are available to all applicants and colleagues. We are a diverse organization of dedicated and innovative individuals, and don’t discriminate on the basis of race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.

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