DTA Distributed Task Scheduler Formal Mathematical Analysis: Correctness, Progress, Performance, and Competitive Bounds

We present a unified formal mathematical analysis of the DTA distributed task scheduler (N = 4 workers, SPSC mailboxes, Vyukov MPMC warehouse, hop-bounded deflection with N/2 max hops). Using a second-quantisation operator algebra, we prove: (I) four correctness theorems — task conservation, deadlock freedom, livelock freedom, and linearizability; (II) bounded waiting time with an explicit ceiling Wmax(λ,µ,N,H) and k-bounded fairness; (III) quantitative performance bounds — mean-field load balance (M/M/1/H self-consistency, imbalance O(1/√N)), BBGKY kinetic-theory derivation with O(1/N) pair-correlator correction, a two-line makespan bound (deterministic + Gumbel extreme-value), a four-level stability ladder (Foster–Lyapunov, spectral gap, burst absorption, first-passage crash time), and fork-join DAG scheduling bounds via a sequential nucleation kinetic equation; (IV) competitive analysis — Bag-of-Tasks ratio versus work stealing and an adversarial worst-case bound ρDTA,worst c ≤ 1+NN/2δhop/W → 1; (V) empirical validation against Criterion CI benchmarks confirming all theoretical predictions within confidence intervals. All results are accompanied by Monte Carlo and ODE simulation scripts.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-01
DOI
https://doi.org/10.5281/zenodo.21096729
Primary Topic
Advanced Queuing Theory Analysis
Type
preprint
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preprint

DTA Distributed Task Scheduler Formal Mathematical Analysis: Correctness, Progress, Performance, and Competitive Bounds

Xinyu Yang
Zenodo (CERN European Organization for Nuclear Research)
Advanced Queuing Theory Analysis
preprint

DTA Distributed Task Scheduler Formal Mathematical Analysis: Correctness, Progress, Performance, and Competitive Bounds

Xinyu Yang
preprint en

Abstract

We present a unified formal mathematical analysis of the DTA distributed task scheduler (N = 4 workers, SPSC mailboxes, Vyukov MPMC warehouse, hop-bounded deflection with N/2 max hops). Using a second-quantisation operator algebra, we prove: (I) four correctness theorems — task conservation, deadlock freedom, livelock freedom, and linearizability; (II) bounded waiting time with an explicit ceiling Wmax(λ,µ,N,H) and k-bounded fairness; (III) quantitative performance bounds — mean-field load balance (M/M/1/H self-consistency, imbalance O(1/√N)), BBGKY kinetic-theory derivation with O(1/N) pair-correlator correction, a two-line makespan bound (deterministic + Gumbel extreme-value), a four-level stability ladder (Foster–Lyapunov, spectral gap, burst absorption, first-passage crash time), and fork-join DAG scheduling bounds via a sequential nucleation kinetic equation; (IV) competitive analysis — Bag-of-Tasks ratio versus work stealing and an adversarial worst-case bound ρDTA,worst c ≤ 1+NN/2δhop/W → 1; (V) empirical validation against Criterion CI benchmarks confirming all theoretical predictions within confidence intervals. All results are accompanied by Monte Carlo and ODE simulation scripts.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Advanced Queuing Theory Analysis
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DTA Distributed Task Scheduler Formal Mathematical Analysis: Correctness, Progress, Performance, and Competitive Bounds — Xinyu Yang · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS