qnstrn was invoked with the following argument values
 (some of which may be defaults):
  ftr1_file=/u/drspeech/data/aurora/pfile/plp12/a2-train-rand.pf \
  ftr1_format=pfile \
  ftr1_width=0 \
  ftr2_file= \
  ftr2_format=pfile \
  ftr2_width=0 \
  unary_file= \
  hardtarget_file=/u/drspeech/data/aurora/label/a2-plp+msg-2/a2-train-rand.ilab \
  hardtarget_format=ilab \
  softtarget_file= \
  softtarget_format=pfile \
  softtarget_width=0 \
  ftr1_norm_file=/u/drspeech/data/aurora/pfile/plp12/train-rand.norms \
  ftr2_norm_file= \
  ftr1_ftr_start=0 \
  ftr2_ftr_start=0 \
  ftr1_ftr_count=39 \
  ftr2_ftr_count=0 \
  window_extent=9 \
  ftr1_window_offset=0 \
  ftr2_window_offset=4 \
  unary_window_offset=3 \
  hardtarget_window_offset=4 \
  softtarget_window_offset=0 \
  ftr1_window_len=9 \
  ftr2_window_len=0 \
  ftr1_delta_order=2 \
  ftr1_delta_win=9 \
  ftr1_norm_utts=true \
  ftr2_delta_order=0 \
  ftr2_delta_win=9 \
  ftr2_norm_utts=false \
  train_cache_frames=10000 \
  train_cache_seed=0 \
  train_sent_start=800 \
  train_sent_count=7640 \
  cv_sent_start=0 \
  cv_sent_count=800 \
  init_random_bias_min=-4.1 \
  init_random_bias_max=-3.9 \
  init_random_weight_min=-0.1 \
  init_random_weight_max=0.1 \
  init_random_seed=0 \
  init_weight_file= \
  log_weight_file=swbt-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o-%e.wts \
  out_weight_file=boot-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o.wts \
  learnrate_schedule=newbob \
  learnrate_vals=0.008 \
  learnrate_epochs=12 \
  learnrate_scale=0.5 \
  unary_size=0 \
  mlp3_input_size=351 \
  mlp3_hidden_size=480 \
  mlp3_output_size=56 \
  mlp3_output_type=softmax \
  mlp3_fx=true \
  mlp3_weight_bits=32 \
  mlp3_in2hid_exp=2 \
  mlp3_hid2out_exp=2 \
  mlp3_bunch_size=16 \
  slaves=2 \
  cpu=spert \
  log_file=swbt-plp12ddN-ta2multi-aa2-plp+msg-2+480h.log \
  verbose=false \
  debug=0 \

Program version: qnstrn v0_97a.
Host: ravioli.
Program start: Mon May 22 12:54:32 2000.
Training run start: Mon May 22 12:54:37 2000.
** ** ** ** ** ** ** ** ** ** ** ** ** **
Pre-run cross validation started: Mon May 22 12:54:37 2000.
CV speed: 162.89 MCPS, 831.5 presentations/sec.
CV accuracy:  712 right out of 134061, 0.53% correct.
** ** ** ** ** ** ** ** ** ** ** ** ** **
New epoch: epoch 1, learn rate 0.008000.
Epoch started: Mon May 22 12:57:19 2000.
Train speed: 109.63 MCUPS, 559.6 presentations/sec.
Train accuracy:  995192 right out of 1267377, 78.52% correct.
CV speed: 160.94 MCPS, 821.6 presentations/sec.
CV accuracy:  100660 right out of 134061, 75.09% correct.
Weight log: Saving weights to `swbt-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o-1.wts'.
** ** ** ** ** ** ** ** ** ** ** ** ** **
New epoch: epoch 2, learn rate 0.008000.
Epoch started: Mon May 22 13:37:50 2000.
Train speed: 109.54 MCUPS, 559.2 presentations/sec.
Train accuracy:  1042160 right out of 1267377, 82.23% correct.
CV speed: 160.99 MCPS, 821.8 presentations/sec.
CV accuracy:  102309 right out of 134061, 76.32% correct.
Weight log: Saving weights to `swbt-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o-2.wts'.
** ** ** ** ** ** ** ** ** ** ** ** ** **
New epoch: epoch 3, learn rate 0.008000.
Epoch started: Mon May 22 14:18:24 2000.
Train speed: 109.51 MCUPS, 559.0 presentations/sec.
Train accuracy:  1052872 right out of 1267377, 83.07% correct.
CV speed: 160.97 MCPS, 821.7 presentations/sec.
CV accuracy:  103049 right out of 134061, 76.87% correct.
Weight log: Saving weights to `swbt-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o-3.wts'.
** ** ** ** ** ** ** ** ** ** ** ** ** **
New epoch: epoch 4, learn rate 0.008000.
Epoch started: Mon May 22 14:58:58 2000.
Train speed: 109.67 MCUPS, 559.9 presentations/sec.
Train accuracy:  1058468 right out of 1267377, 83.52% correct.
CV speed: 161.11 MCPS, 822.4 presentations/sec.
CV accuracy:  103089 right out of 134061, 76.90% correct.
Weight log: Saving weights to `swbt-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o-4.wts'.
** ** ** ** ** ** ** ** ** ** ** ** ** **
New epoch: epoch 5, learn rate 0.004000.
Epoch started: Mon May 22 15:39:28 2000.
Train speed: 109.57 MCUPS, 559.3 presentations/sec.
Train accuracy:  1063144 right out of 1267377, 83.89% correct.
CV speed: 161.16 MCPS, 822.7 presentations/sec.
CV accuracy:  106164 right out of 134061, 79.19% correct.
Weight log: Saving weights to `swbt-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o-5.wts'.
** ** ** ** ** ** ** ** ** ** ** ** ** **
New epoch: epoch 6, learn rate 0.002000.
Epoch started: Mon May 22 16:20:01 2000.
Train speed: 109.43 MCUPS, 558.6 presentations/sec.
Train accuracy:  1067775 right out of 1267377, 84.25% correct.
CV speed: 160.93 MCPS, 821.5 presentations/sec.
CV accuracy:  107479 right out of 134061, 80.17% correct.
Weight log: Saving weights to `swbt-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o-6.wts'.
** ** ** ** ** ** ** ** ** ** ** ** ** **
New epoch: epoch 7, learn rate 0.001000.
Epoch started: Mon May 22 17:00:37 2000.
Train speed: 109.72 MCUPS, 560.1 presentations/sec.
Train accuracy:  1071052 right out of 1267377, 84.51% correct.
CV speed: 160.81 MCPS, 820.9 presentations/sec.
CV accuracy:  108418 right out of 134061, 80.87% correct.
Weight log: Saving weights to `swbt-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o-7.wts'.
** ** ** ** ** ** ** ** ** ** ** ** ** **
New epoch: epoch 8, learn rate 0.000500.
Epoch started: Mon May 22 17:41:07 2000.
Train speed: 109.55 MCUPS, 559.2 presentations/sec.
Train accuracy:  1073079 right out of 1267377, 84.67% correct.
CV speed: 161.09 MCPS, 822.3 presentations/sec.
CV accuracy:  108748 right out of 134061, 81.12% correct.
Weight log: Saving weights to `swbt-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o-8.wts'.
** ** ** ** ** ** ** ** ** ** ** ** ** **
Best CV accuracy: 81.12% correct in epoch 8.
Best train accuracy: 84.67% correct in epoch 8.
Training run stop: Mon May 22 18:21:40 2000.
Training time: 19622.76 secs (5 hours, 27 mins, 2 secs).
** ** ** ** ** ** ** ** ** ** ** ** ** **
Weights written to 'boot-plp12ddN-ta2multi-aa2-plp+msg-2+351i+480h+56o.wts'.
Program stop: Mon May 22 18:21:44 2000