results.txt

Shape = 100, 100, 3 | hidden = 1

Dense
generate: 0.07s +- 0.039s
graphNet: 0.57s +- 0.011s
graphDGLcpu: 0.04s +- 0.001s
graphDGLgpu: 0.10s +- 0.006s
save: 0.07s +- 0.031s

Sparse
sparse': {'generate': [60.76 0.131
  'graphNet': [10.201247289202001, 0.44030722211841244],
  'graphDGLcpu': [1.29206211270357, 0.03994969917252142],
  'graphDGLgpu': [0.5907225373957772, 0.0156023757157771],
  'save': [0.16179310169973177, 0.006186565147541611]}}

shape=(100, 100, 3), hidden=30

{'dense': {'generate': [0.026754395998432302, 0.001561470823664004],
  'graphNet': [0.6696387774019967, 0.04590452074130812],
  'graphDGLcpu': [0.03724066559661878, 0.0008062716721829161],
  'graphDGLgpu': [0.02648147380386945, 0.022823830307525363],
  'save': [0.013585666201834101, 0.00039934521881126946]},
 'sparse': {'generate': [0.037165182203170846, 0.024638080762172717],
  'graphNet': [0.6766958236010396, 0.01790271506926724],
  'graphDGLcpu': [0.0373284840999986, 0.0015987019856149598],
  'graphDGLgpu': [0.019451998300792184, 0.00035303101506978083],
  'save': [0.007195849498384632, 0.00046170336276601416]}}

shape=(1000, 100, 5), hidden=1

{'dense': {'generate': [0.49604243579669854, 0.027267605849024747],
  'graphNet': [9.83369257319573, 0.3261184712142898],
  'graphDGLcpu': [1.440167783702782, 0.06958694360017198],
  'graphDGLgpu': [0.5960284227010562, 0.016579081247657782],
  'save': [0.29369818849954754, 0.04492570340398954]},
 'sparse': {'generate': [0.7568574460034142, 0.13077287911436775],
  'graphNet': [10.201247289202001, 0.44030722211841244],
  'graphDGLcpu': [1.29206211270357, 0.03994969917252142],
  'graphDGLgpu': [0.5907225373957772, 0.0156023757157771],
  'save': [0.16179310169973177, 0.006186565147541611]}}

  shape=(1000, 100, 5), hidden=30

  {'dense': {'generate': [0.5178182923002168, 0.06201416170776225],
  'graphNet': [9.893840637197718, 0.21225914868648674],
  'graphDGLcpu': [1.455514223301725, 0.05526890728818142],
  'graphDGLgpu': [0.5939363745012087, 0.01724977013069475],
  'save': [0.2668624178011669, 0.031728994541304054]},
 'sparse': {'generate': [0.062494411795924, 0.11630603882125773],
  'graphNet': [10.059673440404003, 0.37524932754250084],
  'graphDGLcpu': [1.323793195898179, 0.07536252118454004],
  'graphDGLgpu': [0.5914943762982148, 0.02077217988459113],
  'save': [0.180767816498701, 0.054775032671051]}}