HCP-workload-optimizer/CITATION.cff at main · ErenAri/HCP-workload-optimizer · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
# YAML 1.2 Citation File Format - https://citation-file-format.github.io/
cff-version: 1.2.0
message: "If you use HPC Workload Optimizer (HPCOpt) in academic work, please cite it as below."
title: "HPC Workload Optimizer (HPCOpt): A contract-driven simulation, ML, and policy-recommendation stack for HPC scheduling research"
abstract: >-
  HPCOpt is a systems-first HPC scheduling research and engineering platform
  (Python + Rust) focused on reproducible policy evaluation under uncertainty.
  It implements deterministic discrete-event simulation, multi-format trace
  ingestion (SWF, Slurm sacct, PBS), runtime quantile prediction, fidelity
  gating, fairness/starvation-constrained recommendation, and a production
  API + Kubernetes deployment with full observability. It includes
  reference baseline policies (FIFO, EASY-backfill, Tsafrir/Etsion/Feitelson
  user-history) alongside ML-driven backfill variants.
type: software
authors:
  - family-names: Ari
    given-names: Eren
    email: erenari27@gmail.com
repository-code: "https://github.com/ErenAri/HCP-workload-optimizer"
url: "https://github.com/ErenAri/HCP-workload-optimizer"
license: Apache-2.0
version: 2.1.0
date-released: 2026-04-16
keywords:
  - HPC
  - scheduling
  - workload management
  - simulation
  - backfill
  - EASY-backfill
  - quantile regression
  - reinforcement learning
  - reproducibility
  - Slurm
  - SWF
  - Parallel Workloads Archive
preferred-citation:
  type: software
  title: "HPC Workload Optimizer (HPCOpt)"
  authors:
    - family-names: Ari
      given-names: Eren
      email: erenari27@gmail.com
  version: 2.1.0
  year: 2026
  url: "https://github.com/ErenAri/HCP-workload-optimizer"
references:
  - type: article
    title: "Backfilling Using System-Generated Predictions Rather Than User Runtime Estimates"
    authors:
      - family-names: Tsafrir
        given-names: Dan
      - family-names: Etsion
        given-names: Yoav
      - family-names: Feitelson
        given-names: "Dror G."
    journal: "IEEE Transactions on Parallel and Distributed Systems"
    volume: 18
    issue: 6
    year: 2007
    doi: "10.1109/TPDS.2007.70606"
  - type: article
    title: "Utilization, Predictability, Workloads, and User Runtime Estimates in Scheduling the IBM SP2 with Backfilling"
    authors:
      - family-names: "Mu'alem"
        given-names: "Ahuva W."
      - family-names: Feitelson
        given-names: "Dror G."
    journal: "IEEE Transactions on Parallel and Distributed Systems"
    volume: 12
    issue: 6
    year: 2001
    doi: "10.1109/71.932708"
  - type: conference-paper
    title: "Batsim: a Realistic Language-Independent Resources and Jobs Management Systems Simulator"
    authors:
      - family-names: Dutot
        given-names: "Pierre-François"
      - family-names: Mercier
        given-names: Michael
      - family-names: Poquet
        given-names: Millian
      - family-names: Richard
        given-names: Olivier
    collection-title: "Job Scheduling Strategies for Parallel Processing (JSSPP)"
    year: 2017
  - type: data
    title: "Parallel Workloads Archive"
    authors:
      - family-names: Feitelson
        given-names: "Dror G."
    url: "https://www.cs.huji.ac.il/labs/parallel/workload/"