Initial commit

2024-12-10 08:56:11 -08:00 · 2024-12-10 08:56:11 -08:00 · 9fdd561586
commit 9fdd561586
246 changed files with 58283 additions and 0 deletions
--- a/layers/layer-params-170.cfg
+++ b/layers/layer-params-170.cfg
@ -0,0 +1,242 @@
+[conv1a]
+epsW=0.01
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[conv1b]
+epsW=0.01
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[conv2a]
+epsW=0.01
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[conv2b]
+epsW=0.01
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[conv3a]
+epsW=0.01,0.01
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[conv3b]
+epsW=0.01,0.01
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[conv4a]
+epsW=0.01
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[conv4b]
+epsW=0.01
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[conv5a]
+epsW=0.01
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[conv5b]
+epsW=0.01
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[fc2048a]
+epsW=0.01,0.01
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[fc2048b]
+epsW=0.01,0.01
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[fc2048ba]
+epsW=0.01,0.01
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[fc2048bb]
+epsW=0.01,0.01
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[fc1000]
+epsW=0.01,0.01
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[tgtFactor=250,noiseStdev=0,numSteps=4]
+schedB=dexp[tgtFactor=10,noiseStdev=0,numSteps=2]
+
+[logprob]
+coeff=1
+topk=5
+
+[hs1a]
+enable=true
+
+[hs2a]
+enable=true
+
+[hs1b]
+enable=true
+
+[hs2b]
+enable=true
+
+[rnorm1a]
+scale=0.0001
+pow=0.75
+minDiv=2
+
+[rnorm1b]
+scale=0.0001
+pow=0.75
+minDiv=2
+
+[rnorm2a]
+scale=0.0001
+pow=0.75
+minDiv=2
+
+[rnorm2b]
+scale=0.0001
+pow=0.75
+minDiv=2
+
+[cnorm2a]
+scale=0.001
+pow=0.75
+
+[cnorm2b]
+scale=0.001
+pow=0.75
+
+# this is like #159 (so uses same def file: 153) but with learning rate decaying to 0.00004
+# not starting this because its first ~24 epochs are gonna be completley identical to 169, so might as well wait for that one
+# 169 backup at 23 epochs: /nobackup/kriz/tmp/ConvNet__2013-01-07_04.03.15.bak (guppy9)
+# on guppy8
+# /nobackup/kriz/tmp/ConvNet__2013-01-07_04.03.15.layer-170
+# logs/layers-170.log
+# epoch 68: set color noise to 0 from 0.1
+#NOTE: free gpus 2,3 after done
+# epoch 74: set conv1 epsw to 0 from 0.01
+#           logprob:  1.838933, 0.423407, 0.195827 
+# multiview logprob:  1.730076, 0.405280, 0.180480 
+
+# resuming for 55 more epochs, this time adding in the fade-in of images with prob 5%:
+# /nobackup/kriz/tmp/ConvNet__2013-01-07_04.03.15.layer-170.fade
+# guppy8
+# logs/layers-170-contfade.log
+# epoch 107: set epochs to 300 to increase learning rate, also turned on 0.1
+# epoch 127: set epsw to  0.0025148669 from 0.01, set schedw to default from dexp[250,0,4]
+# epoch 127: set epsw to 0.00063245555 from 0.0025148669
+# epoch 127: set epsw to 0.0015874011 -- which is the correct one for thi slevel
+# epoch 127: set epsw to 0.00025198421
+# epoch 137: set color noise to 0 from 0.1, also turned off fade-in
+
+# restart from scratch with fade:
+# logs/layers-170-fade.log
+# /nobackup/kriz/tmp/ConvNet__2013-01-31_18.52.37
+# guppy8
+# epoch 61: set color noise to 0 from 0.1
+# epoch 76: set conv1 epsw to 0 from 0.01
+# logprob:  1.831731, 0.422944, 0.195334 
+# multiview: logprob:  1.726111, 0.402500, 0.181160 
+
+# now with fade probability 0.15 instead of 0.05:
+# krunch
+# logs/layers-170-fade-0.15.log
+# /nobackup/kriz/tmp/ConvNet__2013-02-06_08.27.55
+# moving to guppy9
+# epoch 68: set color noise to 0 from 0.1
+# epoch 74: set conv1 epsw to 0 from 0.1, set fade prob to 0.05 from 0.15
+# logprob:  1.836181, 0.425008, 0.196351 
+
+# restart normal 170 but on 2 gpus which can't talk to each other -- just to make sure it'll work fine, and to measure the effect of quantization (#170-quant)
+# guppy9
+# logs/layers-170-gpu-1-2.log
+# /nobackup/kriz/tmp/ConvNet__2013-02-23_12.16.26
+# epoch 60: set color noise to 0 from 0.1
+# epoch 63: moved to guppy5
+# /nobackup_a/kriz/tmp/ConvNet__2013-02-23_12.16.26/