tenstorrent/tt-metal
Mar 2025 – Sep 2025
7 Months active
Languages Used
PythonShellbashBashC++YAMLNoneUnknown
Technical Skills
Data AnalysisMachine LearningPythonPython scriptingShell scriptingautomation
Djordje
PROFILE
Djordje
Over seven months, Divanovic engineered robust testing, performance, and CI/CD infrastructure for the tenstorrent/tt-metal repository, focusing on Llama model workflows and system stability. He enhanced observability and reliability by developing automated stress testing, refining logging, and optimizing performance profiling using Python, Bash, and C++. His work included stabilizing routing algorithms, expanding model-driven test selection, and integrating dynamic pipeline filtering to accelerate feedback cycles. By addressing memory management, test flakiness, and code maintainability, Divanovic delivered scalable solutions that improved deployment reliability and developer onboarding. The depth of his contributions reflects a disciplined approach to backend development and workflow automation.
Overall Statistics
Feature vs Bugs
55%Features
Repository Contributions
129Total
Bugs
24
Commits
129
Features
29
Lines of code
13,944
Activity Months7
Your Network
742 people
Work History
September 2025
5 Commits • 1 Features
Sep 1, 2025September 2025 – Tenstorrent/tt-metal focused on stabilizing the 1D/2D fabric routing and refreshing CI/CD and demo pipelines. Reverted complex routing changes to restore simple, stable routing and compatibility; refreshed CI workflow, test configuration, and demo outputs to reflect current functionality. These efforts improved reliability, reduced debugging time, and accelerated release readiness and customer demonstrations.
5 Commits • 1 Features
Sep 1, 2025September 2025 – Tenstorrent/tt-metal focused on stabilizing the 1D/2D fabric routing and refreshing CI/CD and demo pipelines. Reverted complex routing changes to restore simple, stable routing and compatibility; refreshed CI workflow, test configuration, and demo outputs to reflect current functionality. These efforts improved reliability, reduced debugging time, and accelerated release readiness and customer demonstrations.
September 2025
August 2025
39 Commits • 11 Features
Aug 1, 2025Monthly performance summary for 2025-08 focused on the tenstorrent/tt-metal repo: - Key features delivered and major fixes across testing, performance, memory, and integration work. - Demonstrated improvements in test reliability, memory/prefetcher efficiency, and build/test workflow. - Early AG+MM/model integration groundwork and NOC1 enablement prepared for next-phase optimizations. - Maintained code quality through refactors, permissions restoration, and API clarity improvements. Overall, the month delivered tangible business value through more stable topK functionality, more accurate and actionable performance metrics, and a more scalable test and integration backbone.
August 2025
39 Commits • 11 Features
Aug 1, 2025Monthly performance summary for 2025-08 focused on the tenstorrent/tt-metal repo: - Key features delivered and major fixes across testing, performance, memory, and integration work. - Demonstrated improvements in test reliability, memory/prefetcher efficiency, and build/test workflow. - Early AG+MM/model integration groundwork and NOC1 enablement prepared for next-phase optimizations. - Maintained code quality through refactors, permissions restoration, and API clarity improvements. Overall, the month delivered tangible business value through more stable topK functionality, more accurate and actionable performance metrics, and a more scalable test and integration backbone.
July 2025
9 Commits • 6 Features
Jul 1, 2025July 2025 (2025-07) performance focus for tenstorrent/tt-metal. This period prioritized stability of core tensor operations and expanded performance validation across APC and Llama configurations. Key features delivered include APC testing enhancements for TG-Llama70b, and APC mode expansion enabling 80-layer Llama testing, along with text_demo improvements for throughput correctness and flexible performance expectations. Major bugs fixed encompassed restoring prior core logic by reverting the ttnn v2 change and correcting token-position checks in text demos, with updated performance benchmarks to reflect accurate kernel durations. The CI pipeline was streamlined by removing non-essential tests, enabling faster feedback loops. Overall, the work increased system stability, broadened scalability validation, and enhanced performance visibility for data-driven decisions. Technologies and skills demonstrated include stability patches, APC/Llama model testing, text_demo instrumentation and testing refinements, unit test improvements (RotaryEmbeddingLlamaFusedQK), and CI/test optimization for performance benchmarking.
9 Commits • 6 Features
Jul 1, 2025July 2025 (2025-07) performance focus for tenstorrent/tt-metal. This period prioritized stability of core tensor operations and expanded performance validation across APC and Llama configurations. Key features delivered include APC testing enhancements for TG-Llama70b, and APC mode expansion enabling 80-layer Llama testing, along with text_demo improvements for throughput correctness and flexible performance expectations. Major bugs fixed encompassed restoring prior core logic by reverting the ttnn v2 change and correcting token-position checks in text demos, with updated performance benchmarks to reflect accurate kernel durations. The CI pipeline was streamlined by removing non-essential tests, enabling faster feedback loops. Overall, the work increased system stability, broadened scalability validation, and enhanced performance visibility for data-driven decisions. Technologies and skills demonstrated include stability patches, APC/Llama model testing, text_demo instrumentation and testing refinements, unit test improvements (RotaryEmbeddingLlamaFusedQK), and CI/test optimization for performance benchmarking.
July 2025
June 2025
17 Commits • 2 Features
Jun 1, 2025June 2025: Key delivery across stress testing, nightly workflows, and model‑driven CI/CD for tt-metal. Delivered targeted test runs, reduced flaky tests, and streamlined configuration, enabling faster feedback and more reliable releases. Highlights include expanded stress-test coverage, dynamic model/trigger-based pipelines, and maintainable pipeline topology.
June 2025
17 Commits • 2 Features
Jun 1, 2025June 2025: Key delivery across stress testing, nightly workflows, and model‑driven CI/CD for tt-metal. Delivered targeted test runs, reduced flaky tests, and streamlined configuration, enabling faster feedback and more reliable releases. Highlights include expanded stress-test coverage, dynamic model/trigger-based pipelines, and maintainable pipeline topology.
May 2025
42 Commits • 5 Features
May 1, 2025May 2025 monthly summary for tenstorrent/tt-metal: Delivered observability and test infrastructure improvements, stabilized SDPA-related changes, and refined CI/test reliability while laying groundwork for 6U/galaxy perf targets. Focused on delivering business value through clearer runtime visibility, robust token/config handling, and disciplined test/config hygiene, enabling more reliable deployments and faster feedback cycles.
42 Commits • 5 Features
May 1, 2025May 2025 monthly summary for tenstorrent/tt-metal: Delivered observability and test infrastructure improvements, stabilized SDPA-related changes, and refined CI/test reliability while laying groundwork for 6U/galaxy perf targets. Focused on delivering business value through clearer runtime visibility, robust token/config handling, and disciplined test/config hygiene, enabling more reliable deployments and faster feedback cycles.
May 2025
April 2025
12 Commits • 2 Features
Apr 1, 2025Monthly work summary for 2025-04 covering tt-metal activities, focusing on Llama3 demo decoding and stress testing, CI/CD integration for stress tests, and maintaining baseline stability by reverting problematic changes.
April 2025
12 Commits • 2 Features
Apr 1, 2025Monthly work summary for 2025-04 covering tt-metal activities, focusing on Llama3 demo decoding and stress testing, CI/CD integration for stress tests, and maintaining baseline stability by reverting problematic changes.
March 2025
5 Commits • 2 Features
Mar 1, 20252025-03 Monthly Summary — tenstorrent/tt-metal Key features delivered: - Performance profiling, tracing, and enhanced logging for Llama decoding demos to improve observability and tuning during execution. - ND hang test automation script (bash) to automate testing with optional device reset on timeout, increasing reliability of test runs. Major bugs fixed: - Syntax fix for machine_number conditional to ensure compatibility with reset_id.json format and prevent test/reporting failures. Overall impact and accomplishments: - Improved performance visibility and observability for critical Llama decoding workflows, enabling faster tuning and issue diagnosis. - Increased test reliability with automated ND hang testing, reducing flaky runs and manual intervention. - Restored compatibility across related test configurations, reducing onboarding friction for new tests and integrations. Technologies/skills demonstrated: - Performance profiling, tracing, and logging instrumentation; Bash scripting for test automation; JSON/format compatibility fixes; code maintenance and commit traceability.
5 Commits • 2 Features
Mar 1, 20252025-03 Monthly Summary — tenstorrent/tt-metal Key features delivered: - Performance profiling, tracing, and enhanced logging for Llama decoding demos to improve observability and tuning during execution. - ND hang test automation script (bash) to automate testing with optional device reset on timeout, increasing reliability of test runs. Major bugs fixed: - Syntax fix for machine_number conditional to ensure compatibility with reset_id.json format and prevent test/reporting failures. Overall impact and accomplishments: - Improved performance visibility and observability for critical Llama decoding workflows, enabling faster tuning and issue diagnosis. - Increased test reliability with automated ND hang testing, reducing flaky runs and manual intervention. - Restored compatibility across related test configurations, reducing onboarding friction for new tests and integrations. Technologies/skills demonstrated: - Performance profiling, tracing, and logging instrumentation; Bash scripting for test automation; JSON/format compatibility fixes; code maintenance and commit traceability.
March 2025
Activity
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Quality Metrics
Correctness85.8%
Maintainability83.2%
Architecture82.2%
Performance84.6%
AI Usage29.2%
Skills & Technologies
Programming Languages
BashC++JavaScriptNonePythonShellTypeScriptUnknownYAMLbash
Technical Skills
Bash scriptingC++C++ DevelopmentC++ developmentC++ programmingCI/CDContinuous IntegrationData AnalysisData Movement OptimizationData ProcessingDeep LearningDevOpsEmbedded SystemsGPU programmingGitHub Actions
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