diff --git a/resume.html b/resume.html index 212c075..01595ef 100644 --- a/resume.html +++ b/resume.html @@ -4,191 +4,155 @@
- - - - -
+
+ Aswin
ASWIN
Software Engineer
-
-
-
Profile
-

Software engineer working close to the metal on next-generation AI accelerator hardware. I build and optimize low-level compute kernels, profile and benchmark tensor operations, and hunt bottlenecks across the stack to drive device throughput — and own end-to-end model tracing and validation plus the tooling and infrastructure around it.

+

Contact

+
+
+91 6380157944
+ +
Pondicherry, India
+ + +
-
-
Experience
-
-
-
- Software Engineer - Jun 2023 – Present -
-
MulticoreWare Pvt Ltd · Chennai, India
-
    -
  • Software engineering for a leading AI silicon company’s accelerator stack — developing and optimizing the software that runs on next-generation AI chips.
    • -
  • Work as part of an element-wise operations team — contributing kernel development, code review, and CI health for unary/binary element-wise ops.
    • -
  • Author and optimize low-level compute kernels with broad data-type coverage (fp32, bf16, int32, uint8/16/32) and hardware-specific instruction-level work verified against ISA documentation.
    • -
  • Own end-to-end model tracing and validation with sweeps — reconstructing real model operation traces from a database and validating them against generated sweep tests for exact-match coverage.
    • -
  • Profile and benchmark kernels with the device profiler, tracking kernel execution time and diagnosing per-core load imbalance to guide optimization.
    • -
  • Maintain performance-tracking automation and daily/weekly reporting pipelines that flag regressions against historical baselines and correlate them to commits.
    • -
-
-
-
- Industrial Project Engineer - Jun 2022 – May 2023 -
-
Lenovo Pvt Ltd · Pondicherry, India
-
    -
  • Developed and maintained a smart attendance system using face-recognition technology with database integration.
    • -
  • Built an ESD tester with database-backed logging for real-time test workflows.
    • -
  • Worked on computer-vision algorithms, biometric authentication, and real-time data processing.
    • -
-
+

Core Skills

+
Kernel optimization
+
Profiling & benchmarking
+
Python
+
C / C++
+
Bottleneck analysis
+ +

Languages

+
PythonC++CJavaSQL
+ +

Tooling

+
GitGitHub ActionspytestPyPIprofilers
+ +

Cloud & Other

+
Cloudflare — hosting, Tunnels, Zero Trust / Access; self-hosted services. PCB design, Linux & shell scripting.
+
+ +
+

Software engineer working close to the metal on next-generation AI accelerator hardware. I build and optimize low-level compute kernels, profile and benchmark tensor operations, and hunt bottlenecks across the stack to drive device throughput — and own end-to-end model tracing and validation plus the tooling and infrastructure around it.

+ +

◆Experience

+
+
+
Software EngineerJun 2023 – Present
+
MulticoreWare Pvt Ltd · Chennai, India
+
    +
  • Software engineering for a leading AI silicon company’s accelerator stack — developing and optimizing the software that runs on next-generation AI chips.
    • +
  • Work as part of an element-wise operations team — contributing kernel development, code review, and CI health for unary/binary element-wise ops.
    • +
  • Author and optimize low-level compute kernels with broad data-type coverage (fp32, bf16, int32, uint8/16/32) and hardware-specific instruction-level work verified against ISA documentation.
    • +
  • Own end-to-end model tracing and validation with sweeps — reconstructing real model operation traces from a database and validating them against generated sweep tests for exact-match coverage.
    • +
  • Profile and benchmark kernels with the device profiler, tracking kernel execution time and diagnosing per-core load imbalance to guide optimization.
    • +
  • Maintain performance-tracking automation and daily/weekly reporting pipelines that flag regressions against historical baselines and correlate them to commits.
    • +
+
+
+
Industrial Project EngineerJun 2022 – May 2023
+
Lenovo Pvt Ltd · Pondicherry, India
+
    +
  • Developed and maintained a smart attendance system using face-recognition technology with database integration.
    • +
  • Built an ESD tester with database-backed logging for real-time test workflows.
    • +
  • Worked on computer-vision algorithms, biometric authentication, and real-time data processing.
    • +
-
-
Projects
-
-
ttperf — AI-Accelerator Performance Profiler
-
CLI tool that profiles AI-accelerator compute tests and extracts device kernel performance metrics. Wraps the device profiler with pytest, parses result CSVs, and reports total kernel duration. Published on PyPI. Python · pytest · PyPI — ttperf.aswincloud.com
-
-
-
Eltwise Performance Tracker
-
Day-by-day performance monitoring for element-wise operations on AI-accelerator hardware — tracks kernel-timing trends across dates, correlates regressions to git commits, and sends automated alerts on >20% changes.
ttnn-eltwise-performance.aswincloud.com
-
-
-
Academic Projects — B.Tech ECE
-
Embedded & hardware builds: DDS-based portable function generator (up to 12 MHz), Arduino-based portable oscilloscope, 0–30 V / 0–2 A regulated power supply, and a non-contact AC/DC line tester.
-
+

▸Projects

+
+
ttperf — AI-Accelerator Performance Profiler
+
CLI tool that profiles AI-accelerator compute tests and extracts device kernel performance metrics. Wraps the device profiler with pytest, parses result CSVs, and reports total kernel duration. Published on PyPI. Python · pytest · PyPI — ttperf.aswincloud.com
+
+
+
Eltwise Performance Tracker
+
Day-by-day performance monitoring for element-wise operations on AI-accelerator hardware — tracks kernel-timing trends across dates, correlates regressions to git commits, and sends automated alerts on >20% changes. ttnn-eltwise-performance.aswincloud.com
+
+
+
Academic Projects — B.Tech ECE
+
Embedded & hardware builds: DDS-based portable function generator (up to 12 MHz), Arduino-based portable oscilloscope, 0–30 V / 0–2 A regulated power supply, and a non-contact AC/DC line tester.
+
+ +

✦Education & Certifications

+
B.Tech, Electronics & Communication Engineering
Sri Manakula Vinayagar Engineering College, Puducherry  •  2019 – 2023  •  CGPA 8.5 / 10
+
+
SkillRack — 300+ medals in C & Java
+
Python for Data Science — NPTEL
+
Great Learning — C, Java, OS & Memory
+
TCS iON — Career Edge
-
+