diff options
-rw-r--r-- | nerv/examples/lmptb/m-tests/LOG-tnn-h300 | 3824 | ||||
-rw-r--r-- | nerv/examples/lmptb/m-tests/LOG-tnn-h400 | 7193 |
2 files changed, 7193 insertions, 3824 deletions
diff --git a/nerv/examples/lmptb/m-tests/LOG-tnn-h300 b/nerv/examples/lmptb/m-tests/LOG-tnn-h300 deleted file mode 100644 index ca4ff77..0000000 --- a/nerv/examples/lmptb/m-tests/LOG-tnn-h300 +++ /dev/null @@ -1,3824 +0,0 @@ -Greetings -[SCHEDULER]: printing global_conf -test_fn /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds -train_fn /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.train.txt.adds -sche_log_pre [SCHEDULER]: -train_fn_shuf_bak /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf_bak -mmat_type table: 0x40f7afc8 -wcost 1e-06 -train_fn_shuf /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf -log_w_num 40000 -param_fn /home/slhome/txh18/workspace/nerv/play/dagL_test/params -batch_size 10 -hidden_size 300 -timer nerv.Timer -work_dir /home/slhome/txh18/workspace/nerv/play/dagL_test -nn_act_default 0 -max_iter 30 -valid_fn /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds -lrate 1 -momentum 0 -param_random function: 0x41ba6b68 -chunk_size 15 -cumat_type table: 0x40f7e4e0 -[SCHEDULER]: creating work_dir... -[LOG]LMVocab: Vocab building on file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.train.txt.adds... -[LOG]LMVocab: Building finished, vocab size now is 10000. -[SCHEDULER]: preparing parameters... -reading chunk 0 from 0 -metadata: return {type="nerv.LinearTransParam",id="ltp_ih"} - -reading chunk 1 from 34509841 -metadata: return {type="nerv.LinearTransParam",id="ltp_hh"} - -reading chunk 2 from 35545246 -metadata: return {type="nerv.LinearTransParam",id="ltp_ho"} - -reading chunk 3 from 70044639 -metadata: return {type="nerv.BiasParam",id="bp_h"} - -reading chunk 4 from 70048135 -metadata: return {type="nerv.BiasParam",id="bp_o"} - -reading chunk 5 from 70163127 -[SCHEDULER]: preparing parameters end. -===INITIAL VALIDATION=== -[SCHEDULER]: preparing parameters... -reading chunk 0 from 0 -metadata: return {type="nerv.LinearTransParam",id="ltp_ih"} - -reading chunk 1 from 34509841 -metadata: return {type="nerv.LinearTransParam",id="ltp_hh"} - -reading chunk 2 from 35545246 -metadata: return {type="nerv.LinearTransParam",id="ltp_ho"} - -reading chunk 3 from 70044639 -metadata: return {type="nerv.BiasParam",id="bp_h"} - -reading chunk 4 from 70048135 -metadata: return {type="nerv.BiasParam",id="bp_o"} - -reading chunk 5 from 70163127 -[SCHEDULER]: preparing parameters end. -[SCHEDULER]: preparing layers... -(21:26:39 2015-11-12)[nerv] info: create layer: recurrentL1 -(21:26:39 2015-11-12)[nerv] info: create layer: sigmoidL1 -(21:26:39 2015-11-12)[nerv] info: create layer: combinerL1 -(21:26:39 2015-11-12)[nerv] info: create layer: outputL -(21:26:39 2015-11-12)[nerv] info: create layer: softmaxL -(21:26:39 2015-11-12)[nerv] info: create layer: selectL1 -[SCHEDULER]: preparing layers end. -[SCHEDULER]: Generate and initing TNN ... -<input> selectL1 0 -selectL1 recurrentL1 0 -recurrentL1 sigmoidL1 0 -sigmoidL1 combinerL1 0 -combinerL1 recurrentL1 1 -combinerL1 outputL 0 -outputL softmaxL 0 -<input> softmaxL 0 -softmaxL <output> 0 -recurrentL1 #dim_in: 2 #dim_out: 1 #i_conns_p: 2 #o_conns_p 1 -outputL #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -combinerL1 #dim_in: 1 #dim_out: 2 #i_conns_p: 1 #o_conns_p 2 -sigmoidL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -selectL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 0 #o_conns_p 1 -softmaxL #dim_in: 2 #dim_out: 1 #i_conns_p: 1 #o_conns_p 0 -TNN initing storage selectL1 -> recurrentL1 -TNN initing storage recurrentL1 -> sigmoidL1 -TNN initing storage sigmoidL1 -> combinerL1 -TNN initing storage combinerL1 -> recurrentL1 -TNN initing storage combinerL1 -> outputL -TNN initing storage outputL -> softmaxL -[SCHEDULER]: Initing TNN end. -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER]: 40095 words processed Thu Nov 12 21:26:45 2015. - [SCHEDULER]: log prob per sample :-4.052709. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER]: Displaying result: -[SCHEDULER]: LMResult status of rnn: <SEN_CN 3370> <W_CN 70390> <PPL_NET 11363.085973621> <PPL_OOV 11232.52378889> <LOGP -298763.20911767> -[SCHEDULER]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds end. - -[SCHEDULER]: preparing parameters... -reading chunk 0 from 0 -metadata: return {type="nerv.LinearTransParam",id="ltp_ih"} - -reading chunk 1 from 34509841 -metadata: return {type="nerv.LinearTransParam",id="ltp_hh"} - -reading chunk 2 from 35545246 -metadata: return {type="nerv.LinearTransParam",id="ltp_ho"} - -reading chunk 3 from 70044639 -metadata: return {type="nerv.BiasParam",id="bp_h"} - -reading chunk 4 from 70048135 -metadata: return {type="nerv.BiasParam",id="bp_o"} - -reading chunk 5 from 70163127 -[SCHEDULER]: preparing parameters end. -[SCHEDULER]: preparing layers... -(21:26:55 2015-11-12)[nerv] info: create layer: recurrentL1 -(21:26:55 2015-11-12)[nerv] info: create layer: sigmoidL1 -(21:26:55 2015-11-12)[nerv] info: create layer: combinerL1 -(21:26:55 2015-11-12)[nerv] info: create layer: outputL -(21:26:55 2015-11-12)[nerv] info: create layer: softmaxL -(21:26:55 2015-11-12)[nerv] info: create layer: selectL1 -[SCHEDULER]: preparing layers end. -[SCHEDULER]: Generate and initing TNN ... -<input> selectL1 0 -selectL1 recurrentL1 0 -recurrentL1 sigmoidL1 0 -sigmoidL1 combinerL1 0 -combinerL1 recurrentL1 1 -combinerL1 outputL 0 -outputL softmaxL 0 -<input> softmaxL 0 -softmaxL <output> 0 -recurrentL1 #dim_in: 2 #dim_out: 1 #i_conns_p: 2 #o_conns_p 1 -outputL #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -combinerL1 #dim_in: 1 #dim_out: 2 #i_conns_p: 1 #o_conns_p 2 -sigmoidL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -selectL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 0 #o_conns_p 1 -softmaxL #dim_in: 2 #dim_out: 1 #i_conns_p: 1 #o_conns_p 0 -TNN initing storage selectL1 -> recurrentL1 -TNN initing storage recurrentL1 -> sigmoidL1 -TNN initing storage sigmoidL1 -> combinerL1 -TNN initing storage combinerL1 -> recurrentL1 -TNN initing storage combinerL1 -> outputL -TNN initing storage outputL -> softmaxL -[SCHEDULER]: Initing TNN end. -===ITERATION 1 LR 1.000000=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER1 LR1]: 40099 words processed Thu Nov 12 21:27:11 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-3.292692. -[SCHEDULER ITER1 LR1]: 80063 words processed Thu Nov 12 21:27:27 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-3.070144. -[SCHEDULER ITER1 LR1]: 120068 words processed Thu Nov 12 21:27:43 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.984966. -[SCHEDULER ITER1 LR1]: 160017 words processed Thu Nov 12 21:27:59 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.924306. -[SCHEDULER ITER1 LR1]: 200138 words processed Thu Nov 12 21:28:15 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.895537. -[SCHEDULER ITER1 LR1]: 240007 words processed Thu Nov 12 21:28:31 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.866355. -[SCHEDULER ITER1 LR1]: 280135 words processed Thu Nov 12 21:28:47 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.841706. -[SCHEDULER ITER1 LR1]: 320080 words processed Thu Nov 12 21:29:03 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.820864. -[SCHEDULER ITER1 LR1]: 360059 words processed Thu Nov 12 21:29:19 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.798327. -[SCHEDULER ITER1 LR1]: 400021 words processed Thu Nov 12 21:29:36 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.784042. -[SCHEDULER ITER1 LR1]: 440102 words processed Thu Nov 12 21:29:53 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.767230. -[SCHEDULER ITER1 LR1]: 480051 words processed Thu Nov 12 21:30:09 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.750979. -[SCHEDULER ITER1 LR1]: 520093 words processed Thu Nov 12 21:30:25 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.737316. -[SCHEDULER ITER1 LR1]: 560039 words processed Thu Nov 12 21:30:41 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.721875. -[SCHEDULER ITER1 LR1]: 600112 words processed Thu Nov 12 21:30:57 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.712290. -[SCHEDULER ITER1 LR1]: 640076 words processed Thu Nov 12 21:31:13 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.701624. -[SCHEDULER ITER1 LR1]: 680026 words processed Thu Nov 12 21:31:29 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.692884. -[SCHEDULER ITER1 LR1]: 720133 words processed Thu Nov 12 21:31:45 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.684241. -[SCHEDULER ITER1 LR1]: 760048 words processed Thu Nov 12 21:32:01 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.673189. -[SCHEDULER ITER1 LR1]: 800117 words processed Thu Nov 12 21:32:17 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.665760. -[SCHEDULER ITER1 LR1]: 840116 words processed Thu Nov 12 21:32:33 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.656155. -[SCHEDULER ITER1 LR1]: 880037 words processed Thu Nov 12 21:32:49 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.648768. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER1 LR1]: Displaying result: -[SCHEDULER ITER1 LR1]: LMResult status of rnn: <SEN_CN 42068> <W_CN 887521> <PPL_NET 509.58764573002> <PPL_OOV 443.82735664069> <LOGP -2460821.0780481> -[SCHEDULER ITER1 LR1]: Doing on /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf end. -[SCHEDULER ITER1 LR1]: shuffling training file -===PEEK ON TEST 1=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER1 LR1]: 40087 words processed Thu Nov 12 21:33:02 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.504355. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER1 LR1]: Displaying result: -[SCHEDULER ITER1 LR1]: LMResult status of rnn: <SEN_CN 3761> <W_CN 78669> <PPL_NET 372.42183463097> <PPL_OOV 324.08404397993> <LOGP -206953.5100413> -[SCHEDULER ITER1 LR1]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds end. -===VALIDATION 1=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER1 LR1]: 40095 words processed Thu Nov 12 21:33:14 2015. - [SCHEDULER ITER1 LR1]: log prob per sample :-2.550268. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER1 LR1]: Displaying result: -[SCHEDULER ITER1 LR1]: LMResult status of rnn: <SEN_CN 3370> <W_CN 70390> <PPL_NET 374.67370339982> <PPL_OOV 335.03359692605> <LOGP -186250.51743037> -[SCHEDULER ITER1 LR1]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds end. -[SCHEDULER ITER1 LR1]: saving net to file /home/slhome/txh18/workspace/nerv/play/dagL_test/params... - -[SCHEDULER ITER1 LR1]: preparing parameters... -reading chunk 0 from 0 -metadata: return {type="nerv.LinearTransParam",id="ltp_hh"} - -reading chunk 1 from 1075976 -metadata: return {type="nerv.BiasParam",id="bp_h"} - -reading chunk 2 from 1079632 -metadata: return {type="nerv.LinearTransParam",id="ltp_ho"} - -reading chunk 3 from 35607920 -metadata: return {type="nerv.BiasParam",id="bp_o"} - -reading chunk 4 from 35724250 -metadata: return {type="nerv.LinearTransParam",id="ltp_ih"} - -reading chunk 5 from 70241455 -[SCHEDULER ITER1 LR1]: preparing parameters end. -[SCHEDULER ITER1 LR1]: preparing layers... -(21:33:24 2015-11-12)[nerv] info: create layer: recurrentL1 -(21:33:24 2015-11-12)[nerv] info: create layer: sigmoidL1 -(21:33:24 2015-11-12)[nerv] info: create layer: combinerL1 -(21:33:24 2015-11-12)[nerv] info: create layer: outputL -(21:33:24 2015-11-12)[nerv] info: create layer: softmaxL -(21:33:24 2015-11-12)[nerv] info: create layer: selectL1 -[SCHEDULER ITER1 LR1]: preparing layers end. -[SCHEDULER ITER1 LR1]: Generate and initing TNN ... -<input> selectL1 0 -selectL1 recurrentL1 0 -recurrentL1 sigmoidL1 0 -sigmoidL1 combinerL1 0 -combinerL1 recurrentL1 1 -combinerL1 outputL 0 -outputL softmaxL 0 -<input> softmaxL 0 -softmaxL <output> 0 -recurrentL1 #dim_in: 2 #dim_out: 1 #i_conns_p: 2 #o_conns_p 1 -outputL #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -combinerL1 #dim_in: 1 #dim_out: 2 #i_conns_p: 1 #o_conns_p 2 -sigmoidL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -selectL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 0 #o_conns_p 1 -softmaxL #dim_in: 2 #dim_out: 1 #i_conns_p: 1 #o_conns_p 0 -TNN initing storage selectL1 -> recurrentL1 -TNN initing storage recurrentL1 -> sigmoidL1 -TNN initing storage sigmoidL1 -> combinerL1 -TNN initing storage combinerL1 -> recurrentL1 -TNN initing storage combinerL1 -> outputL -TNN initing storage outputL -> softmaxL -[SCHEDULER ITER1 LR1]: Initing TNN end. -===ITERATION 2 LR 1.000000=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER2 LR1]: 40092 words processed Thu Nov 12 21:33:40 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.611210. -[SCHEDULER ITER2 LR1]: 80099 words processed Thu Nov 12 21:33:56 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.589139. -[SCHEDULER ITER2 LR1]: 120004 words processed Thu Nov 12 21:34:12 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.570733. -[SCHEDULER ITER2 LR1]: 160114 words processed Thu Nov 12 21:34:28 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.551667. -[SCHEDULER ITER2 LR1]: 200066 words processed Thu Nov 12 21:34:44 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.540568. -[SCHEDULER ITER2 LR1]: 240045 words processed Thu Nov 12 21:35:00 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.526721. -[SCHEDULER ITER2 LR1]: 280057 words processed Thu Nov 12 21:35:16 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.517728. -[SCHEDULER ITER2 LR1]: 320106 words processed Thu Nov 12 21:35:32 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.508229. -[SCHEDULER ITER2 LR1]: 360024 words processed Thu Nov 12 21:35:48 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.502058. -[SCHEDULER ITER2 LR1]: 400089 words processed Thu Nov 12 21:36:04 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.497895. -[SCHEDULER ITER2 LR1]: 440067 words processed Thu Nov 12 21:36:20 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.493752. -[SCHEDULER ITER2 LR1]: 480051 words processed Thu Nov 12 21:36:36 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.490189. -[SCHEDULER ITER2 LR1]: 520140 words processed Thu Nov 12 21:36:52 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.486542. -[SCHEDULER ITER2 LR1]: 560132 words processed Thu Nov 12 21:37:08 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.483445. -[SCHEDULER ITER2 LR1]: 600118 words processed Thu Nov 12 21:37:24 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.483056. -[SCHEDULER ITER2 LR1]: 640090 words processed Thu Nov 12 21:37:40 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.480205. -[SCHEDULER ITER2 LR1]: 680075 words processed Thu Nov 12 21:37:56 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.478075. -[SCHEDULER ITER2 LR1]: 720043 words processed Thu Nov 12 21:38:12 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.475920. -[SCHEDULER ITER2 LR1]: 760012 words processed Thu Nov 12 21:38:28 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.473641. -[SCHEDULER ITER2 LR1]: 800113 words processed Thu Nov 12 21:38:44 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.471283. -[SCHEDULER ITER2 LR1]: 840089 words processed Thu Nov 12 21:39:00 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.468366. -[SCHEDULER ITER2 LR1]: 880052 words processed Thu Nov 12 21:39:16 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.466238. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER2 LR1]: Displaying result: -[SCHEDULER ITER2 LR1]: LMResult status of rnn: <SEN_CN 42068> <W_CN 887521> <PPL_NET 335.54574856758> <PPL_OOV 292.42179827166> <LOGP -2292375.5314619> -[SCHEDULER ITER2 LR1]: Doing on /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf end. -[SCHEDULER ITER2 LR1]: shuffling training file -===PEEK ON TEST 2=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER2 LR1]: 40087 words processed Thu Nov 12 21:39:27 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.378341. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER2 LR1]: Displaying result: -[SCHEDULER ITER2 LR1]: LMResult status of rnn: <SEN_CN 3761> <W_CN 78669> <PPL_NET 280.56888917672> <PPL_OOV 241.83582061528> <LOGP -196473.60543172> -[SCHEDULER ITER2 LR1]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds end. -===VALIDATION 2=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER2 LR1]: 40095 words processed Thu Nov 12 21:39:39 2015. - [SCHEDULER ITER2 LR1]: log prob per sample :-2.425320. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER2 LR1]: Displaying result: -[SCHEDULER ITER2 LR1]: LMResult status of rnn: <SEN_CN 3370> <W_CN 70390> <PPL_NET 284.31456120428> <PPL_OOV 252.08005346508> <LOGP -177137.47845282> -[SCHEDULER ITER2 LR1]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds end. -[SCHEDULER ITER2 LR1]: saving net to file /home/slhome/txh18/workspace/nerv/play/dagL_test/params... - -[SCHEDULER ITER2 LR1]: preparing parameters... -reading chunk 0 from 0 -metadata: return {type="nerv.LinearTransParam",id="ltp_ih"} - -reading chunk 1 from 34522576 -metadata: return {type="nerv.BiasParam",id="bp_h"} - -reading chunk 2 from 34526234 -metadata: return {type="nerv.LinearTransParam",id="ltp_ho"} - -reading chunk 3 from 69072330 -metadata: return {type="nerv.BiasParam",id="bp_o"} - -reading chunk 4 from 69188461 -metadata: return {type="nerv.LinearTransParam",id="ltp_hh"} - -reading chunk 5 from 70263917 -[SCHEDULER ITER2 LR1]: preparing parameters end. -[SCHEDULER ITER2 LR1]: preparing layers... -(21:39:50 2015-11-12)[nerv] info: create layer: recurrentL1 -(21:39:50 2015-11-12)[nerv] info: create layer: sigmoidL1 -(21:39:50 2015-11-12)[nerv] info: create layer: combinerL1 -(21:39:50 2015-11-12)[nerv] info: create layer: outputL -(21:39:50 2015-11-12)[nerv] info: create layer: softmaxL -(21:39:50 2015-11-12)[nerv] info: create layer: selectL1 -[SCHEDULER ITER2 LR1]: preparing layers end. -[SCHEDULER ITER2 LR1]: Generate and initing TNN ... -<input> selectL1 0 -selectL1 recurrentL1 0 -recurrentL1 sigmoidL1 0 -sigmoidL1 combinerL1 0 -combinerL1 recurrentL1 1 -combinerL1 outputL 0 -outputL softmaxL 0 -<input> softmaxL 0 -softmaxL <output> 0 -recurrentL1 #dim_in: 2 #dim_out: 1 #i_conns_p: 2 #o_conns_p 1 -outputL #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -combinerL1 #dim_in: 1 #dim_out: 2 #i_conns_p: 1 #o_conns_p 2 -sigmoidL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -selectL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 0 #o_conns_p 1 -softmaxL #dim_in: 2 #dim_out: 1 #i_conns_p: 1 #o_conns_p 0 -TNN initing storage selectL1 -> recurrentL1 -TNN initing storage recurrentL1 -> sigmoidL1 -TNN initing storage sigmoidL1 -> combinerL1 -TNN initing storage combinerL1 -> recurrentL1 -TNN initing storage combinerL1 -> outputL -TNN initing storage outputL -> softmaxL -[SCHEDULER ITER2 LR1]: Initing TNN end. -===ITERATION 3 LR 1.000000=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER3 LR1]: 40092 words processed Thu Nov 12 21:40:06 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.544465. -[SCHEDULER ITER3 LR1]: 80099 words processed Thu Nov 12 21:40:22 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.523845. -[SCHEDULER ITER3 LR1]: 120004 words processed Thu Nov 12 21:40:38 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.503563. -[SCHEDULER ITER3 LR1]: 160114 words processed Thu Nov 12 21:40:55 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.492793. -[SCHEDULER ITER3 LR1]: 200066 words processed Thu Nov 12 21:41:11 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.486434. -[SCHEDULER ITER3 LR1]: 240045 words processed Thu Nov 12 21:41:27 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.477573. -[SCHEDULER ITER3 LR1]: 280057 words processed Thu Nov 12 21:41:43 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.472171. -[SCHEDULER ITER3 LR1]: 320106 words processed Thu Nov 12 21:41:59 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.464689. -[SCHEDULER ITER3 LR1]: 360024 words processed Thu Nov 12 21:42:15 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.462254. -[SCHEDULER ITER3 LR1]: 400089 words processed Thu Nov 12 21:42:31 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.460639. -[SCHEDULER ITER3 LR1]: 440067 words processed Thu Nov 12 21:42:47 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.457377. -[SCHEDULER ITER3 LR1]: 480051 words processed Thu Nov 12 21:43:03 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.454522. -[SCHEDULER ITER3 LR1]: 520140 words processed Thu Nov 12 21:43:20 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.451702. -[SCHEDULER ITER3 LR1]: 560132 words processed Thu Nov 12 21:43:36 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.449800. -[SCHEDULER ITER3 LR1]: 600118 words processed Thu Nov 12 21:43:52 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.460651. -[SCHEDULER ITER3 LR1]: 640090 words processed Thu Nov 12 21:44:08 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.478514. -[SCHEDULER ITER3 LR1]: 680075 words processed Thu Nov 12 21:44:24 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.481904. -[SCHEDULER ITER3 LR1]: 720043 words processed Thu Nov 12 21:44:40 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.481315. -[SCHEDULER ITER3 LR1]: 760012 words processed Thu Nov 12 21:44:56 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.479536. -[SCHEDULER ITER3 LR1]: 800113 words processed Thu Nov 12 21:45:12 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.477516. -[SCHEDULER ITER3 LR1]: 840089 words processed Thu Nov 12 21:45:28 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.474938. -[SCHEDULER ITER3 LR1]: 880052 words processed Thu Nov 12 21:45:44 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.472685. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER3 LR1]: Displaying result: -[SCHEDULER ITER3 LR1]: LMResult status of rnn: <SEN_CN 42068> <W_CN 887521> <PPL_NET 332.01769678787> <PPL_OOV 296.76708303188> <LOGP -2298330.4641512> -[SCHEDULER ITER3 LR1]: Doing on /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf end. -[SCHEDULER ITER3 LR1]: shuffling training file -===PEEK ON TEST 3=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER3 LR1]: 40087 words processed Thu Nov 12 21:45:55 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.372994. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER3 LR1]: Displaying result: -[SCHEDULER ITER3 LR1]: LMResult status of rnn: <SEN_CN 3761> <W_CN 78669> <PPL_NET 276.01692594329> <PPL_OOV 238.48049489778> <LOGP -195973.43960252> -[SCHEDULER ITER3 LR1]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds end. -===VALIDATION 3=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER3 LR1]: 40095 words processed Thu Nov 12 21:46:07 2015. - [SCHEDULER ITER3 LR1]: log prob per sample :-2.423095. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER3 LR1]: Displaying result: -[SCHEDULER ITER3 LR1]: LMResult status of rnn: <SEN_CN 3370> <W_CN 70390> <PPL_NET 282.79751736002> <PPL_OOV 251.12979270018> <LOGP -177016.49404609> -[SCHEDULER ITER3 LR1]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds end. -[SCHEDULER ITER3 LR1]: saving net to file /home/slhome/txh18/workspace/nerv/play/dagL_test/params... - -[SCHEDULER ITER3 LR1]: preparing parameters... -reading chunk 0 from 0 -metadata: return {type="nerv.LinearTransParam",id="ltp_hh"} - -reading chunk 1 from 1075055 -metadata: return {type="nerv.BiasParam",id="bp_h"} - -reading chunk 2 from 1078714 -metadata: return {type="nerv.LinearTransParam",id="ltp_ho"} - -reading chunk 3 from 35640630 -metadata: return {type="nerv.BiasParam",id="bp_o"} - -reading chunk 4 from 35756784 -metadata: return {type="nerv.LinearTransParam",id="ltp_ih"} - -reading chunk 5 from 70282927 -[SCHEDULER ITER3 LR1]: preparing parameters end. -[SCHEDULER ITER3 LR1]: preparing layers... -(21:46:18 2015-11-12)[nerv] info: create layer: recurrentL1 -(21:46:18 2015-11-12)[nerv] info: create layer: sigmoidL1 -(21:46:18 2015-11-12)[nerv] info: create layer: combinerL1 -(21:46:18 2015-11-12)[nerv] info: create layer: outputL -(21:46:18 2015-11-12)[nerv] info: create layer: softmaxL -(21:46:18 2015-11-12)[nerv] info: create layer: selectL1 -[SCHEDULER ITER3 LR1]: preparing layers end. -[SCHEDULER ITER3 LR1]: Generate and initing TNN ... -<input> selectL1 0 -selectL1 recurrentL1 0 -recurrentL1 sigmoidL1 0 -sigmoidL1 combinerL1 0 -combinerL1 recurrentL1 1 -combinerL1 outputL 0 -outputL softmaxL 0 -<input> softmaxL 0 -softmaxL <output> 0 -recurrentL1 #dim_in: 2 #dim_out: 1 #i_conns_p: 2 #o_conns_p 1 -outputL #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -combinerL1 #dim_in: 1 #dim_out: 2 #i_conns_p: 1 #o_conns_p 2 -sigmoidL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -selectL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 0 #o_conns_p 1 -softmaxL #dim_in: 2 #dim_out: 1 #i_conns_p: 1 #o_conns_p 0 -TNN initing storage selectL1 -> recurrentL1 -TNN initing storage recurrentL1 -> sigmoidL1 -TNN initing storage sigmoidL1 -> combinerL1 -TNN initing storage combinerL1 -> recurrentL1 -TNN initing storage combinerL1 -> outputL -TNN initing storage outputL -> softmaxL -[SCHEDULER ITER3 LR1]: Initing TNN end. -===ITERATION 4 LR 1.000000=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER4 LR1]: 40092 words processed Thu Nov 12 21:46:34 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.405192. -[SCHEDULER ITER4 LR1]: 80099 words processed Thu Nov 12 21:46:50 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.387086. -[SCHEDULER ITER4 LR1]: 120004 words processed Thu Nov 12 21:47:06 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.375429. -[SCHEDULER ITER4 LR1]: 160114 words processed Thu Nov 12 21:47:22 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.371996. -[SCHEDULER ITER4 LR1]: 200066 words processed Thu Nov 12 21:47:38 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.369614. -[SCHEDULER ITER4 LR1]: 240045 words processed Thu Nov 12 21:47:54 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.363105. -[SCHEDULER ITER4 LR1]: 280057 words processed Thu Nov 12 21:48:10 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.358276. -[SCHEDULER ITER4 LR1]: 320106 words processed Thu Nov 12 21:48:26 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.352905. -[SCHEDULER ITER4 LR1]: 360024 words processed Thu Nov 12 21:48:42 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.350189. -[SCHEDULER ITER4 LR1]: 400089 words processed Thu Nov 12 21:48:58 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.348116. -[SCHEDULER ITER4 LR1]: 440067 words processed Thu Nov 12 21:49:14 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.346662. -[SCHEDULER ITER4 LR1]: 480051 words processed Thu Nov 12 21:49:30 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.345278. -[SCHEDULER ITER4 LR1]: 520140 words processed Thu Nov 12 21:49:46 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.343802. -[SCHEDULER ITER4 LR1]: 560132 words processed Thu Nov 12 21:50:02 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.342152. -[SCHEDULER ITER4 LR1]: 600118 words processed Thu Nov 12 21:50:18 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.344444. -[SCHEDULER ITER4 LR1]: 640090 words processed Thu Nov 12 21:50:34 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.342672. -[SCHEDULER ITER4 LR1]: 680075 words processed Thu Nov 12 21:50:50 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.341851. -[SCHEDULER ITER4 LR1]: 720043 words processed Thu Nov 12 21:51:06 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.340724. -[SCHEDULER ITER4 LR1]: 760012 words processed Thu Nov 12 21:51:22 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.339464. -[SCHEDULER ITER4 LR1]: 800113 words processed Thu Nov 12 21:51:38 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.338453. -[SCHEDULER ITER4 LR1]: 840089 words processed Thu Nov 12 21:51:53 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.336619. -[SCHEDULER ITER4 LR1]: 880052 words processed Thu Nov 12 21:52:09 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.335602. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER4 LR1]: Displaying result: -[SCHEDULER ITER4 LR1]: LMResult status of rnn: <SEN_CN 42068> <W_CN 887521> <PPL_NET 246.29704080635> <PPL_OOV 216.539647079> <LOGP -2171089.8990162> -[SCHEDULER ITER4 LR1]: Doing on /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf end. -[SCHEDULER ITER4 LR1]: shuffling training file -===PEEK ON TEST 4=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER4 LR1]: 40087 words processed Thu Nov 12 21:52:20 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.303876. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER4 LR1]: Displaying result: -[SCHEDULER ITER4 LR1]: LMResult status of rnn: <SEN_CN 3761> <W_CN 78669> <PPL_NET 233.38436117868> <PPL_OOV 202.39993621335> <LOGP -190100.92090619> -[SCHEDULER ITER4 LR1]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds end. -===VALIDATION 4=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER4 LR1]: 40095 words processed Thu Nov 12 21:52:31 2015. - [SCHEDULER ITER4 LR1]: log prob per sample :-2.356798. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER4 LR1]: Displaying result: -[SCHEDULER ITER4 LR1]: LMResult status of rnn: <SEN_CN 3370> <W_CN 70390> <PPL_NET 238.17539195191> <PPL_OOV 212.2263711232> <LOGP -171624.71991538> -[SCHEDULER ITER4 LR1]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds end. -[SCHEDULER ITER4 LR1]: saving net to file /home/slhome/txh18/workspace/nerv/play/dagL_test/params... - -[SCHEDULER ITER4 LR1]: preparing parameters... -reading chunk 0 from 0 -metadata: return {type="nerv.LinearTransParam",id="ltp_ih"} - -reading chunk 1 from 34528542 -metadata: return {type="nerv.BiasParam",id="bp_h"} - -reading chunk 2 from 34532200 -metadata: return {type="nerv.LinearTransParam",id="ltp_ho"} - -reading chunk 3 from 69109612 -metadata: return {type="nerv.BiasParam",id="bp_o"} - -reading chunk 4 from 69225892 -metadata: return {type="nerv.LinearTransParam",id="ltp_hh"} - -reading chunk 5 from 70300614 -[SCHEDULER ITER4 LR1]: preparing parameters end. -[SCHEDULER ITER4 LR1]: preparing layers... -(21:52:41 2015-11-12)[nerv] info: create layer: recurrentL1 -(21:52:41 2015-11-12)[nerv] info: create layer: sigmoidL1 -(21:52:41 2015-11-12)[nerv] info: create layer: combinerL1 -(21:52:41 2015-11-12)[nerv] info: create layer: outputL -(21:52:41 2015-11-12)[nerv] info: create layer: softmaxL -(21:52:41 2015-11-12)[nerv] info: create layer: selectL1 -[SCHEDULER ITER4 LR1]: preparing layers end. -[SCHEDULER ITER4 LR1]: Generate and initing TNN ... -<input> selectL1 0 -selectL1 recurrentL1 0 -recurrentL1 sigmoidL1 0 -sigmoidL1 combinerL1 0 -combinerL1 recurrentL1 1 -combinerL1 outputL 0 -outputL softmaxL 0 -<input> softmaxL 0 -softmaxL <output> 0 -recurrentL1 #dim_in: 2 #dim_out: 1 #i_conns_p: 2 #o_conns_p 1 -outputL #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -combinerL1 #dim_in: 1 #dim_out: 2 #i_conns_p: 1 #o_conns_p 2 -sigmoidL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -selectL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 0 #o_conns_p 1 -softmaxL #dim_in: 2 #dim_out: 1 #i_conns_p: 1 #o_conns_p 0 -TNN initing storage selectL1 -> recurrentL1 -TNN initing storage recurrentL1 -> sigmoidL1 -TNN initing storage sigmoidL1 -> combinerL1 -TNN initing storage combinerL1 -> recurrentL1 -TNN initing storage combinerL1 -> outputL -TNN initing storage outputL -> softmaxL -[SCHEDULER ITER4 LR1]: Initing TNN end. -===ITERATION 5 LR 1.000000=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER5 LR1]: 40092 words processed Thu Nov 12 21:52:56 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.446345. -[SCHEDULER ITER5 LR1]: 80099 words processed Thu Nov 12 21:53:11 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.403749. -[SCHEDULER ITER5 LR1]: 120004 words processed Thu Nov 12 21:53:27 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.384431. -[SCHEDULER ITER5 LR1]: 160114 words processed Thu Nov 12 21:53:43 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.374759. -[SCHEDULER ITER5 LR1]: 200066 words processed Thu Nov 12 21:53:58 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.361125. -[SCHEDULER ITER5 LR1]: 240045 words processed Thu Nov 12 21:54:14 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.347698. -[SCHEDULER ITER5 LR1]: 280057 words processed Thu Nov 12 21:54:30 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.337251. -[SCHEDULER ITER5 LR1]: 320106 words processed Thu Nov 12 21:54:46 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.328378. -[SCHEDULER ITER5 LR1]: 360024 words processed Thu Nov 12 21:55:02 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.322798. -[SCHEDULER ITER5 LR1]: 400089 words processed Thu Nov 12 21:55:18 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.318066. -[SCHEDULER ITER5 LR1]: 440067 words processed Thu Nov 12 21:55:34 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.314987. -[SCHEDULER ITER5 LR1]: 480051 words processed Thu Nov 12 21:55:50 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.312277. -[SCHEDULER ITER5 LR1]: 520140 words processed Thu Nov 12 21:56:06 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.309665. -[SCHEDULER ITER5 LR1]: 560132 words processed Thu Nov 12 21:56:22 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.307166. -[SCHEDULER ITER5 LR1]: 600118 words processed Thu Nov 12 21:56:38 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.304912. -[SCHEDULER ITER5 LR1]: 640090 words processed Thu Nov 12 21:56:54 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.302402. -[SCHEDULER ITER5 LR1]: 680075 words processed Thu Nov 12 21:57:10 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.301702. -[SCHEDULER ITER5 LR1]: 720043 words processed Thu Nov 12 21:57:26 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.300632. -[SCHEDULER ITER5 LR1]: 760012 words processed Thu Nov 12 21:57:42 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.299094. -[SCHEDULER ITER5 LR1]: 800113 words processed Thu Nov 12 21:57:58 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.298026. -[SCHEDULER ITER5 LR1]: 840089 words processed Thu Nov 12 21:58:14 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.295902. -[SCHEDULER ITER5 LR1]: 880052 words processed Thu Nov 12 21:58:30 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.294821. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER5 LR1]: Displaying result: -[SCHEDULER ITER5 LR1]: LMResult status of rnn: <SEN_CN 42068> <W_CN 887521> <PPL_NET 222.41429432004> <PPL_OOV 197.11868137695> <LOGP -2133153.7071965> -[SCHEDULER ITER5 LR1]: Doing on /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf end. -[SCHEDULER ITER5 LR1]: shuffling training file -===PEEK ON TEST 5=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER5 LR1]: 40087 words processed Thu Nov 12 21:58:41 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.273549. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER5 LR1]: Displaying result: -[SCHEDULER ITER5 LR1]: LMResult status of rnn: <SEN_CN 3761> <W_CN 78669> <PPL_NET 217.16376745377> <PPL_OOV 188.43745082601> <LOGP -187542.03398485> -[SCHEDULER ITER5 LR1]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.test.txt.adds end. -===VALIDATION 5=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER5 LR1]: 40095 words processed Thu Nov 12 21:58:53 2015. - [SCHEDULER ITER5 LR1]: log prob per sample :-2.329139. -[LOG]LMSeqReader: file expires, closing. -[SCHEDULER ITER5 LR1]: Displaying result: -[SCHEDULER ITER5 LR1]: LMResult status of rnn: <SEN_CN 3370> <W_CN 70390> <PPL_NET 222.10299379671> <PPL_OOV 197.98616944161> <LOGP -169399.7867695> -[SCHEDULER ITER5 LR1]: Doing on /home/slhome/txh18/workspace/nerv/nerv/nerv/examples/lmptb/PTBdata/ptb.valid.txt.adds end. -[SCHEDULER ITER5 LR1]: saving net to file /home/slhome/txh18/workspace/nerv/play/dagL_test/params... - -[SCHEDULER ITER5 LR1]: preparing parameters... -reading chunk 0 from 0 -metadata: return {type="nerv.LinearTransParam",id="ltp_hh"} - -reading chunk 1 from 1074285 -metadata: return {type="nerv.BiasParam",id="bp_h"} - -reading chunk 2 from 1077942 -metadata: return {type="nerv.LinearTransParam",id="ltp_ho"} - -reading chunk 3 from 35667973 -metadata: return {type="nerv.BiasParam",id="bp_o"} - -reading chunk 4 from 35784319 -metadata: return {type="nerv.LinearTransParam",id="ltp_ih"} - -reading chunk 5 from 70315647 -[SCHEDULER ITER5 LR1]: preparing parameters end. -[SCHEDULER ITER5 LR1]: preparing layers... -(21:59:03 2015-11-12)[nerv] info: create layer: recurrentL1 -(21:59:03 2015-11-12)[nerv] info: create layer: sigmoidL1 -(21:59:03 2015-11-12)[nerv] info: create layer: combinerL1 -(21:59:03 2015-11-12)[nerv] info: create layer: outputL -(21:59:03 2015-11-12)[nerv] info: create layer: softmaxL -(21:59:03 2015-11-12)[nerv] info: create layer: selectL1 -[SCHEDULER ITER5 LR1]: preparing layers end. -[SCHEDULER ITER5 LR1]: Generate and initing TNN ... -<input> selectL1 0 -selectL1 recurrentL1 0 -recurrentL1 sigmoidL1 0 -sigmoidL1 combinerL1 0 -combinerL1 recurrentL1 1 -combinerL1 outputL 0 -outputL softmaxL 0 -<input> softmaxL 0 -softmaxL <output> 0 -recurrentL1 #dim_in: 2 #dim_out: 1 #i_conns_p: 2 #o_conns_p 1 -outputL #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -combinerL1 #dim_in: 1 #dim_out: 2 #i_conns_p: 1 #o_conns_p 2 -sigmoidL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 1 #o_conns_p 1 -selectL1 #dim_in: 1 #dim_out: 1 #i_conns_p: 0 #o_conns_p 1 -softmaxL #dim_in: 2 #dim_out: 1 #i_conns_p: 1 #o_conns_p 0 -TNN initing storage selectL1 -> recurrentL1 -TNN initing storage recurrentL1 -> sigmoidL1 -TNN initing storage sigmoidL1 -> combinerL1 -TNN initing storage combinerL1 -> recurrentL1 -TNN initing storage combinerL1 -> outputL -TNN initing storage outputL -> softmaxL -[SCHEDULER ITER5 LR1]: Initing TNN end. -===ITERATION 6 LR 1.000000=== -[LOG]LMSeqReader: opening file /home/slhome/txh18/workspace/nerv/play/dagL_test/train_fn_shuf... -batch_size: 10 chunk_size 15 -[SCHEDULER ITER6 LR1]: 40092 words processed Thu Nov 12 21:59:18 2015. - [SCHEDULER ITER6 LR1]: log prob per sample :-2.302353. -[SCHEDULER ITER6 LR1]: 80099 words processed Thu Nov 12 21:59:34 2015. |