Dontopedia

SGD

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-10.)

SGD is Using Adam optimizer.

420 facts·153 predicates·128 sources·41 in dispute

Mostly:rdf:type(87), learning rate(18), has parameter(14)

Maturity scale raw canonical shape-checked rule-derived certified

Rdf:typein disputerdf:type

Learning Ratein disputelearningRate

  • 1e-5[17]all time · 4b8ea4b0 F383 42eb 81ec 520f3a41cb29
  • 0.001[27]all time · 0b6df04d A835 49dc 9c54 C0c951751d89
  • 0.001[31]all time · 1990fd0b 337d 4351 Bd14 Bc18994fc534
  • 0.001[32]all time · 7c02cf93 Ad26 449d B0be E31b99cbf77a
  • 0.01[34]all time · 2be2881f Ef43 4d34 A71c 1e912762c4c9
  • 0.00001[51]all time · E3f0a373 Bd18 4169 94d6 399b3e607bf3
  • 0.00001[53]all time · Ded8141d C7c0 46aa B358 5e1e230d16f9
  • 0.00001[60]all time · 16f65671 D07e 48d2 Acab 39f052189088
  • 0.0001[64]all time · 1441e385 Eb54 41cd A97c Fca333f4ece8
  • 0.001[69]all time · E949b3bf 5972 4a2e Ac8c 633577808057

Has Parameterin disputehasParameter

  • learning_rate[15]all time · Ab8baaaa 135d 4a15 8914 A9becb6bfdcd
  • Lr[37]all time · F266ef67 57dd 4b1f B9ab 661effb75c4b
  • Model Parameters[41]all time · 8277c7e4 C484 45b5 8a9b 3e5534657384
  • Learning Rate[41]all time · 8277c7e4 C484 45b5 8a9b 3e5534657384
  • lr[47]all time · 5a00c51f Dd1e 428b B79b 370b9163f60f
  • Model Parameters[51]all time · E3f0a373 Bd18 4169 94d6 399b3e607bf3
  • Learning Rate[87]all time · Facb10e4 23ac 48a9 95ff 5135145b239a
  • learning_rate[98]all time · 0dc41777 2feb 464f 977d 396cd9e9853c
  • lr=0.01[99]all time · D9a80d69 C4c9 47c5 8393 2eaf674f6563
  • Model.parameters[104]all time · B424bd38 46a8 4f5b 8589 C66c43eca88e

Optimizesin disputeoptimizes

Has Learning Ratein disputehasLearningRate

  • 0.001[29]all time · 9dc04f5c 41c0 4f03 9508 0f47a466d19e
  • 0.001[35]all time · 8e91b28e 8217 4f40 9f15 Fe96d4934eee
  • 0.001[44]all time · 4850d726 E34b 463e Aa6f E88fd1dd315e
  • 0.00001[55]all time · 2739fb08 C4fc 4bb6 B143 E05bc2133eae
  • 0.00001[56]all time · Fa1ef1c1 24c6 4f98 8255 600e4bf6a46c
  • 0.0001[63]all time · F5a5540b 3c9d 4103 85d7 7db7b8ea25d3
  • 0.01[65]all time · A06d58fd 909d 462b A42a 347fa13310ec
  • 0.001[72]all time · E1adf537 D5f1 47cb Bdbc D8842d7bb867
  • 0.001[78]all time · Ce394f12 8ac0 426e A183 A35c685c72ce
  • 0.001[94]all time · E23941de 32cc 40aa 8fa8 2ba2a21a03db

Configured Within disputeconfiguredWith

Other facts (231)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

231 facts
PredicateValueRef
Used byTraining Loop[32]
Used byScheduler[47]
Used byTraining Loop[47]
Used byWeight Decay[54]
Used byTrain Model[66]
Used byOptimize Feedback Loop Function[76]
Used byFine Tune Model[97]
Methodzero_grad[33]
Methodzero_grad[42]
Methodstep[42]
MethodZero Grad[94]
MethodStep[94]
Methodstep[120]
Methodzero_grad[120]
Is Instancetorch.optim.SGD[34]
Is InstanceAdam Optimizer[39]
Is InstanceOptim.adam[41]
Is InstanceAdam[55]
Is InstanceOptim.adam[63]
Is Instanceoptim.Adam[64]
Is InstanceOptim.sgd[113]
Initialized WithModel Parameters[34]
Initialized WithModel.parameters()[44]
Initialized WithModel.parameters[74]
Initialized WithOptim Sgd[98]
Initialized WithOptim Sgd[105]
Initialized WithModel Instance[109]
Initialized WithModel Parameters[119]
Has MethodStep[52]
Has MethodZero Grad[52]
Has MethodZero Grad[57]
Has Methodstep[96]
Has Methodzero_grad[96]
Has MethodStep[99]
Has MethodZero Grad[99]
Can IngestGradient Angular Phases Per Group[2]
Can IngestAnchor Affinity Utilization Per Head Per Layer[2]
Can IngestFfn Spherical Order Parameter Z Per Layer[2]
Can IngestGradient Angular Phases[18]
Can IngestAnchor Affinity Utilization[18]
Can IngestFfn Spherical Order Parameter[18]
Calls MethodOptimize Scalability[25]
Calls MethodOptimizer.zero Grad[37]
Calls MethodOptimizer.step[37]
Calls MethodOptimizer Zero Grad Method[86]
Calls MethodOptimizer Step Method[86]
Has Argument20000[25]
Has Argument0.8[25]
Has ArgumentBackpressure Delay[25]
Has ArgumentCost Per Thread[25]
Is Instance ofAdam[44]
Is Instance ofoptim.Adam[64]
Is Instance ofAdam[78]
Is Instance ofOptim.sgd[99]
UpdatesModel Parameters[64]
UpdatesModel Parameters[96]
UpdatesModel Parameters[110]
UpdatesPytorch Model[126]
Configured forModel[78]
Configured forModel[89]
Configured forModel[94]
Configured forModel[98]
UsesModel.parameters()[17]
UsesWeight Decay[49]
UsesModel Parameters[53]
Parameter Value0.001[41]
Parameter Value0.01[98]
Parameter Value0.001[124]
Updated byBackward Pass[51]
Updated byscaler.step(optimizer)[68]
Updated byBackward Pass Gradients[71]
Has Common ChoiceAdam[62]
Has Common ChoiceSGD[62]
Has Common ChoiceRMSprop[62]
Has Example Valueadam[62]
Has Example Valuesgd[62]
Has Example Valuermsprop[62]
CallsModel Parameters Method[87]
CallsZero Grad[110]
CallsStep[110]
ReceivesModel Parameters[88]
ReceivesStep Command[102]
ReceivesZero Grad Command[102]
Depends onSync State[6]
Depends onKuramoto Mean Field Dynamics[13]
Operates onKuramoto Mean Field Dynamics[13]
Operates onModel[89]
AlgorithmAdam[27]
AlgorithmAdam[32]
Has Weight Decay0.001[29]
Has Weight Decay0.00001[55]
Uses ParameterModel[35]
Uses ParameterPytorch Model[121]
Instantiated WithTorch.optim.adam[37]
Instantiated WithModel.parameters[47]
ExecutesStep Operation[40]
ExecutesParameter Optimization[46]
Is InstanceofAdam[60]
Is InstanceofAdam Optimizer[87]
Passed toStep[70]

Timeline

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

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hasCommonChoicebeam/1a9575d4-0f05-41b2-a8bf-3a9f1dd9dcb9
RMSprop
hasExampleValuebeam/1a9575d4-0f05-41b2-a8bf-3a9f1dd9dcb9
adam
hasExampleValuebeam/1a9575d4-0f05-41b2-a8bf-3a9f1dd9dcb9
sgd
hasExampleValuebeam/1a9575d4-0f05-41b2-a8bf-3a9f1dd9dcb9
rmsprop
affectsbeam/1a9575d4-0f05-41b2-a8bf-3a9f1dd9dcb9
ex:KNeighborsClassifier
belongsToListbeam/1a9575d4-0f05-41b2-a8bf-3a9f1dd9dcb9
ex:training-parameters
purposebeam/1a9575d4-0f05-41b2-a8bf-3a9f1dd9dcb9
ex:weight-update
appliesTobeam/1a9575d4-0f05-41b2-a8bf-3a9f1dd9dcb9
ex:training-algorithms
affectsConvergencebeam/1a9575d4-0f05-41b2-a8bf-3a9f1dd9dcb9
ex:training-convergence
typebeam/f5a5540b-3c9d-4103-85d7-7db7b8ea25d3
ex:Optimizer
labelbeam/f5a5540b-3c9d-4103-85d7-7db7b8ea25d3
Adam
isInstancebeam/f5a5540b-3c9d-4103-85d7-7db7b8ea25d3
ex:optim.Adam
hasLearningRatebeam/f5a5540b-3c9d-4103-85d7-7db7b8ea25d3
0.0001
optimizesbeam/f5a5540b-3c9d-4103-85d7-7db7b8ea25d3
ex:model-parameters
isAssignedTobeam/f5a5540b-3c9d-4103-85d7-7db7b8ea25d3
ex:optimizer
configuredWithLearningRatebeam/f5a5540b-3c9d-4103-85d7-7db7b8ea25d3
0.0001
typebeam/1441e385-eb54-41cd-a97c-fca333f4ece8
ex:Optimizer
isInstancebeam/1441e385-eb54-41cd-a97c-fca333f4ece8
optim.Adam
learningRatebeam/1441e385-eb54-41cd-a97c-fca333f4ece8
0.0001
configuredWithbeam/1441e385-eb54-41cd-a97c-fca333f4ece8
ex:model_parameters
updatesbeam/1441e385-eb54-41cd-a97c-fca333f4ece8
ex:model_parameters
isInstanceOfbeam/1441e385-eb54-41cd-a97c-fca333f4ece8
optim.Adam
typebeam/a06d58fd-909d-462b-a42a-347fa13310ec
ex:SGDOptimizer
hasLearningRatebeam/a06d58fd-909d-462b-a42a-347fa13310ec
0.01
usedBybeam/1cfc6005-356a-42b6-9b19-a8b5315495af
ex:train-model
typebeam/bd88fada-39be-4f23-92a8-bcf3186013bd
ex:PyTorchOptimizer

References (128)

128 references
  1. [1]Part 341 fact
    ctx:discord/blah/watt-activation/part-34
  2. [2]Part 963 facts
    ctx:discord/blah/watt-activation/part-96
  3. [3]Part 1871 fact
    ctx:discord/blah/watt-activation/part-187
  4. [4]Part 1931 fact
    ctx:discord/blah/watt-activation/part-193
  5. [5]Part 1972 facts
    ctx:discord/blah/watt-activation/part-197
  6. [6]Part 1943 facts
    ctx:discord/blah/watt-activation/part-194
  7. [7]Part 1982 facts
    ctx:discord/blah/watt-activation/part-198
  8. [8]Part 1991 fact
    ctx:discord/blah/watt-activation/part-199
  9. [9]Part 2121 fact
    ctx:discord/blah/watt-activation/part-212
  10. [10]Part 2931 fact
    ctx:discord/blah/watt-activation/part-293
  11. [11]Part 3512 facts
    ctx:discord/blah/watt-activation/part-351
  12. [12]Part 4591 fact
    ctx:discord/blah/watt-activation/part-459
  13. [13]Part 932 facts
    ctx:discord/blah/watt-activation/part-93
  14. ctx:claims/beam/58176ffd-36ea-47eb-af67-1ddf9545974f
  15. ctx:claims/beam/ab8baaaa-135d-4a15-8914-a9becb6bfdcd
  16. ctx:claims/beam/465dcb64-9710-4e90-8651-452b28528272
  17. ctx:claims/beam/4b8ea4b0-f383-42eb-81ec-520f3a41cb29
  18. [18]964 facts
    ctx:discord/blah/watt-activation/96
  19. [19]1882 facts
    ctx:discord/blah/watt-activation/188
  20. [20]1941 fact
    ctx:discord/blah/watt-activation/194
  21. [21]1971 fact
    ctx:discord/blah/watt-activation/197
  22. [22]1983 facts
    ctx:discord/blah/watt-activation/198
  23. [23]3495 facts
    ctx:discord/blah/watt-activation/349
  24. ctx:claims/beam/885f0152-8598-4109-bd46-69fd8b667a2a
  25. ctx:claims/beam/41539653-c889-4fa6-9188-71612201f668
  26. ctx:claims/beam/70227cef-4cca-4984-8e9b-d906c2356463
  27. ctx:claims/beam/0b6df04d-a835-49dc-9c54-c0c951751d89
  28. ctx:claims/beam/0a4efd2a-8680-4534-8b98-c63b2310e473
  29. ctx:claims/beam/9dc04f5c-41c0-4f03-9508-0f47a466d19e
  30. ctx:claims/beam/5002a4e3-4556-403f-86e2-22d5643a5538
  31. ctx:claims/beam/1990fd0b-337d-4351-bd14-bc18994fc534
  32. ctx:claims/beam/7c02cf93-ad26-449d-b0be-e31b99cbf77a
  33. ctx:claims/beam/8e1ea8ad-62d7-49b9-bdcd-4dae90c7df3d
  34. ctx:claims/beam/2be2881f-ef43-4d34-a71c-1e912762c4c9
  35. ctx:claims/beam/8e91b28e-8217-4f40-9f15-fe96d4934eee
  36. ctx:claims/beam/19e4aaf4-f77d-418a-98ab-75fcf4c80784
  37. ctx:claims/beam/f266ef67-57dd-4b1f-b9ab-661effb75c4b
  38. ctx:claims/beam/bdc3229a-5d24-4a91-81b3-415fea16be1e
  39. ctx:claims/beam/532ca3fa-8f4d-4b62-b948-cd1e9ed27c9b
  40. ctx:claims/beam/b26fe48b-ffb9-4219-a7c2-c1ab2278f503
  41. ctx:claims/beam/8277c7e4-c484-45b5-8a9b-3e5534657384
  42. ctx:claims/beam/c3d2afb0-48e8-43a0-a705-f0ff7524b59f
  43. ctx:claims/beam/64b8b150-cfe1-489d-9125-b9c9a1707b48
  44. ctx:claims/beam/4850d726-e34b-463e-aa6f-e88fd1dd315e
  45. ctx:claims/beam/378e51ec-1014-441f-be28-b68581d5cdd0
  46. ctx:claims/beam/33a11058-d12d-46f4-a92e-b4bef400e645
  47. ctx:claims/beam/5a00c51f-dd1e-428b-b79b-370b9163f60f
  48. ctx:claims/beam/de26bd5a-a2da-49d1-b64f-c8f7fe98d1f8
  49. ctx:claims/beam/864c2d75-2f47-4635-8d2e-4fe6efdd0312
  50. ctx:claims/beam/0bad15fa-6517-4657-9af4-7dd611969d1a
  51. ctx:claims/beam/e3f0a373-bd18-4169-94d6-399b3e607bf3
  52. ctx:claims/beam/af659f61-d237-4091-a8b5-4a63d8ff2fae
  53. ctx:claims/beam/ded8141d-c7c0-46aa-b358-5e1e230d16f9
  54. ctx:claims/beam/7526cf3d-2a74-475d-80fc-fbf8e06ee255
  55. ctx:claims/beam/2739fb08-c4fc-4bb6-b143-e05bc2133eae
  56. ctx:claims/beam/fa1ef1c1-24c6-4f98-8255-600e4bf6a46c
  57. ctx:claims/beam/cfd05c0e-5b86-41d1-b712-7ca420148cb0
  58. ctx:claims/beam/eb4f0cbd-fb27-40b9-a4cd-3e5d222ea2ef
  59. ctx:claims/beam/f6bdd424-985a-4eea-a1d8-a4f7ec22cc5b
  60. ctx:claims/beam/16f65671-d07e-48d2-acab-39f052189088
  61. ctx:claims/beam/815302c1-8846-46c0-b5a2-8475c92165b2
  62. ctx:claims/beam/1a9575d4-0f05-41b2-a8bf-3a9f1dd9dcb9
  63. ctx:claims/beam/f5a5540b-3c9d-4103-85d7-7db7b8ea25d3
  64. ctx:claims/beam/1441e385-eb54-41cd-a97c-fca333f4ece8
  65. ctx:claims/beam/a06d58fd-909d-462b-a42a-347fa13310ec
  66. ctx:claims/beam/1cfc6005-356a-42b6-9b19-a8b5315495af
  67. ctx:claims/beam/bd88fada-39be-4f23-92a8-bcf3186013bd
  68. ctx:claims/beam/2323ffff-3db7-4aa4-aa6c-d68d1e67f614
  69. ctx:claims/beam/e949b3bf-5972-4a2e-ac8c-633577808057
  70. ctx:claims/beam/71827c26-67ff-489a-bbff-8162b1676ef7
  71. ctx:claims/beam/d442ff84-e39b-4988-96e3-f6382da8e2fd
  72. ctx:claims/beam/e1adf537-d5f1-47cb-bdbc-d8842d7bb867
  73. ctx:claims/beam/1b407c2b-b933-4096-9f67-bb84de4f5282
  74. ctx:claims/beam/c65d9280-db01-4353-b285-35dbcef914d0
  75. ctx:claims/beam/f537c0ec-0996-4601-868a-9cb050537ebd
  76. ctx:claims/beam/cafa926c-7bf5-40ab-9889-92831bab0b9d
  77. ctx:claims/beam/7ddfafbd-3404-4ef5-b0b3-c82a6289c945
  78. ctx:claims/beam/ce394f12-8ac0-426e-a183-a35c685c72ce
  79. ctx:claims/beam/9364bbae-b66c-4bd7-9308-d0283ea87ef6
  80. ctx:claims/beam/d2497b92-c1b1-4933-b406-4337b2e33d28
  81. ctx:claims/beam/bee2fcfe-1f8b-49fb-aa7c-79d24a918418
  82. ctx:claims/beam/1431835d-ed0f-4f5e-a055-310bf86b145f
  83. ctx:claims/beam/a3047a0c-9bb3-4b4c-bb1b-a5206470e7c9
  84. ctx:claims/beam/c1be541d-d993-4ec7-8f83-600f374f3493
  85. ctx:claims/beam/55637cc9-0939-4e6a-89ad-d447c0fe6e90
  86. ctx:claims/beam/9151b445-41b5-4d53-900d-4199adc168c1
  87. ctx:claims/beam/facb10e4-23ac-48a9-95ff-5135145b239a
  88. ctx:claims/beam/343d7abc-9aa0-4e2b-8884-910c760bfe88
  89. ctx:claims/beam/ed89dfcd-55c3-4faf-8d48-dae86a9a5011
  90. ctx:claims/beam/b481f9b6-f6a1-4361-98f9-1f1ab9061fb5
  91. ctx:claims/beam/ba5a30a2-7fbc-4f67-963e-8bb558a62cdc
  92. ctx:claims/beam/21b7339a-b5f0-4943-80bc-762b12f40b63
  93. ctx:claims/beam/7ad4ed2e-4b51-4d78-a76b-a1c53b9233f1
  94. ctx:claims/beam/e23941de-32cc-40aa-8fa8-2ba2a21a03db
  95. ctx:claims/beam/2027f3e5-3e69-4ec4-941c-609aa4f28ed3
  96. ctx:claims/beam/3cc5d31c-35a4-4597-8e38-60d3090543af
  97. ctx:claims/beam/bdcb8656-0752-4a06-b688-9e108a47fded
  98. ctx:claims/beam/0dc41777-2feb-464f-977d-396cd9e9853c
  99. ctx:claims/beam/d9a80d69-c4c9-47c5-8393-2eaf674f6563
  100. ctx:claims/beam/ffb8ee8e-17cf-4b81-bea0-320e8177cbdf
  101. ctx:claims/beam/83b7ffc5-1279-4335-ada0-ea777fe34915
  102. ctx:claims/beam/a99ab184-7268-4087-8c02-db8c27e7c554
  103. ctx:claims/beam/77e7e137-625b-48f5-b34b-8f3ab3873c73
  104. ctx:claims/beam/b424bd38-46a8-4f5b-8589-c66c43eca88e
  105. ctx:claims/beam/98aa08f4-6776-4759-9a34-fc5897ebea4d
  106. ctx:claims/beam/a7abc0ee-8432-433e-aeb8-ab1b35992228
  107. ctx:claims/beam/583062a1-fa8c-45c0-9bb1-0119e72053e4
  108. ctx:claims/beam/e0132e2b-72f6-4f78-accb-ecb30e4872df
  109. ctx:claims/beam/3273ae1c-32c6-4028-9a0a-b07bb3d1326a
  110. ctx:claims/beam/c8102774-0736-45ab-8d51-87fae35d0377
  111. ctx:claims/beam/874116d4-07f1-4414-9ebe-80c736d4c313
  112. ctx:claims/beam/589ac63e-194c-400f-a2f3-3b06bbc73235
  113. ctx:claims/beam/58819936-209d-4468-a730-a489f3372597
  114. ctx:claims/beam/1ca59683-ef7c-4511-a82b-ebdf3e48113e
  115. ctx:claims/beam/473b8b12-bc82-4e33-85d3-1090ae8915bb
  116. ctx:claims/beam/3773704e-4ce1-4051-be2f-36f352957c07
  117. ctx:claims/beam/d722ad53-d442-458e-b561-cab7e12fcbbf
  118. ctx:claims/beam/d37ddcd2-e87b-45fe-94fd-23a99f3a695e
  119. ctx:claims/beam/0a6354af-a6f7-4051-8cb3-e50345232784
  120. ctx:claims/beam/8b6abd69-54a1-41b8-bb85-d0b80bff1a3a
  121. ctx:claims/beam/b37d3f65-b489-4a88-aa05-62e2c014851e
  122. ctx:claims/beam/af924c4f-8579-4b2a-85d1-c042076b09c7
  123. ctx:claims/beam/43e9fcd8-67ff-4a5a-a1bd-5302a703a02a
  124. ctx:claims/beam/d74ff13b-9a04-4bdc-8ead-364ce5725089
  125. ctx:claims/beam/80e4b051-0931-49af-8359-38149d7a6361
  126. ctx:claims/beam/a38a0bc2-6ed2-4089-b908-741e1595c678
  127. ctx:claims/beam/8748b8a3-7fbd-4634-93cd-3d005eb13123
  128. ctx:claims/beam/2bacfc08-73f1-4c21-88e8-d07ff734da09

See also

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