Skip to content

Instantly share code, notes, and snippets.

@Max-Ryujin
Created October 31, 2023 09:42
Show Gist options
  • Save Max-Ryujin/b2da56c72afaf28850dd7384c97a5b2a to your computer and use it in GitHub Desktop.
Save Max-Ryujin/b2da56c72afaf28850dd7384c97a5b2a to your computer and use it in GitHub Desktop.
Freeze in /u/maximilian.kannen/setups/20230406_feat/alias/experiments/switchboard/ctc/feat/train_nn/conformer_bs5k_scf_baseline_big/log.run.1
--------------------- Slurm Task Prolog ------------------------
Job ID: 2873335
Job name: ReturnnTrainingJob.wQIA3Rc1nLak.run
Host: cn-505
Date: Di 31. Okt 00:04:38 CET 2023
User: maximilian.kannen
Slurm account: hlt
Slurm partition: gpu_24gb
Work dir:
------------------
Node usage:
JOBID PARTITION NAME USER ST TIME NODES NODELIST(REASON)
2841495_1 gpu_24gb i6_core. zeyer R 1-09:57:46 1 cn-505
2873335_1 gpu_24gb ReturnnT maximili R 0:01 1 cn-505
2873337_1 gpu_24gb ReturnnT maximili R 0:01 1 cn-505
------------------
Show launch script with:
sacct -B -j
------------------
--------------------- Slurm Task Prolog ------------------------
[2023-10-31 00:04:39,351] INFO: Generating grammar tables from /usr/local/lib/python3.8/dist-packages/blib2to3/Grammar.txt
[2023-10-31 00:04:39,362] INFO: Writing grammar tables to /u/maximilian.kannen/.cache/black/22.3.0/Grammar3.8.10.final.0.pickle
[2023-10-31 00:04:39,362] INFO: Writing failed: [Errno 2] No such file or directory: '/u/maximilian.kannen/.cache/black/22.3.0/tmpxo4a5aig'
[2023-10-31 00:04:39,362] INFO: Generating grammar tables from /usr/local/lib/python3.8/dist-packages/blib2to3/PatternGrammar.txt
[2023-10-31 00:04:39,364] INFO: Writing grammar tables to /u/maximilian.kannen/.cache/black/22.3.0/PatternGrammar3.8.10.final.0.pickle
[2023-10-31 00:04:39,364] INFO: Writing failed: [Errno 2] No such file or directory: '/u/maximilian.kannen/.cache/black/22.3.0/tmp_ii5mp6k'
[2023-10-31 00:04:39,823] INFO: Run time: 0:00:00 CPU: 0.00% RSS: 79MB VMS: 294MB
[2023-10-31 00:04:44,894] INFO: Start Job: Job<alias/experiments/switchboard/ctc/feat/train_nn/conformer_bs5k_scf_baseline_big work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak> Task: run
[2023-10-31 00:04:44,895] INFO: Inputs:
[2023-10-31 00:04:44,895] INFO: /u/vieting/setups/swb/20230406_feat/dependencies/allophones_blank
[2023-10-31 00:04:44,895] INFO: /u/vieting/setups/swb/20230406_feat/dependencies/state-tying_blank
[2023-10-31 00:04:44,896] INFO: /usr/bin/python3
[2023-10-31 00:04:44,896] INFO: /work/asr4/vieting/programs/rasr/20230707/rasr/arch/linux-x86_64-standard/nn-trainer.linux-x86_64-standard
[2023-10-31 00:04:44,896] INFO: /u/maximilian.kannen/setups/20230406_feat/work/i6_core/corpus/filter/FilterSegmentsByListJob.Fzh6DWEkIA5y/output/segments.1
[2023-10-31 00:04:44,896] INFO: /u/maximilian.kannen/setups/20230406_feat/work/i6_core/corpus/filter/FilterSegmentsByListJob.SVlbt6fqP4Jn/output/segments.1
[2023-10-31 00:04:44,896] INFO: /u/maximilian.kannen/setups/20230406_feat/work/i6_core/corpus/filter/FilterSegmentsByListJob.nrKcBIdsMBZm/output/segments.1
[2023-10-31 00:04:44,896] INFO: /u/maximilian.kannen/setups/20230406_feat/work/i6_core/datasets/switchboard/CreateSwitchboardBlissCorpusJob.Z1EMi4TdrUS6/output/swb.corpus.xml.gz
[2023-10-31 00:04:44,896] INFO: /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/oggzip/BlissToOggZipJob.lAFM8R9mzLpI/output/out.ogg.zip
[2023-10-31 00:04:44,897] INFO: /u/maximilian.kannen/setups/20230406_feat/work/i6_core/text/processing/TailJob.RiSM6fe2XipO/output/out.gz
[2023-10-31 00:04:44,897] INFO: /u/maximilian.kannen/setups/20230406_feat/work/i6_core/tools/git/CloneGitRepositoryJob.FigHMwYJhhef/output/repository
[2023-10-31 00:04:44,897] INFO: /u/maximilian.kannen/setups/20230406_feat/work/i6_experiments/users/berger/recipe/lexicon/modification/MakeBlankLexiconJob.N8RlHYKzilei/output/lexicon.xml
Uname: uname_result(system='Linux', node='cn-505', release='5.15.0-39-generic', version='#42-Ubuntu SMP Thu Jun 9 23:42:32 UTC 2022', machine='x86_64', processor='x86_64')
Load: (3.68, 3.74, 4.25)
[2023-10-31 00:04:44,897] INFO: ------------------------------------------------------------
[2023-10-31 00:04:44,897] INFO: Starting subtask for arg id: 0 args: []
[2023-10-31 00:04:44,897] INFO: ------------------------------------------------------------
RETURNN starting up, version 1.20231026.144554+git.d62891f6.dirty, date/time 2023-10-31-00-04-45 (UTC+0100), pid 1781720, cwd /work/asr3/vieting/hiwis/kannen/sisyphus_work_dirs/swb/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/work, Python /usr/bin/python3
RETURNN command line options: ['/u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/returnn.config']
Hostname: cn-505
MEMORY: main proc python3(1781720) initial: rss=43.6MB pss=33.8MB uss=24.0MB shared=19.6MB
MEMORY: total (1 procs): pss=33.8MB uss=24.0MB
TensorFlow: 2.8.0 (unknown) (<not-under-git> in /usr/local/lib/python3.8/dist-packages/tensorflow)
Use num_threads=1 (but min 2) via OMP_NUM_THREADS.
Setup TF inter and intra global thread pools, num_threads 2, session opts {'log_device_placement': False, 'device_count': {'GPU': 0}, 'intra_op_parallelism_threads': 2, 'inter_op_parallelism_threads': 2}.
2023-10-31 00:04:48.897402: I tensorflow/core/platform/cpu_feature_guard.cc:152] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE3 SSE4.1 SSE4.2 AVX
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
CUDA_VISIBLE_DEVICES is set to '0'.
Collecting TensorFlow device list...
[2023-10-31 00:04:49,910] INFO: Run time: 0:00:10 CPU: 0.10% RSS: 699MB VMS: 8.41GB
2023-10-31 00:04:50.839148: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /device:GPU:0 with 20396 MB memory: -> device: 0, name: NVIDIA A10, pci bus id: 0000:17:00.0, compute capability: 8.6
Local devices available to TensorFlow:
1/2: name: "/device:CPU:0"
device_type: "CPU"
memory_limit: 268435456
locality {
}
incarnation: 1509809284722411289
xla_global_id: -1
2/2: name: "/device:GPU:0"
device_type: "GPU"
memory_limit: 21387673600
locality {
bus_id: 1
links {
}
}
incarnation: 5032034194876181478
physical_device_desc: "device: 0, name: NVIDIA A10, pci bus id: 0000:17:00.0, compute capability: 8.6"
xla_global_id: 416903419
Using gpu device 0: NVIDIA A10
Hostname 'cn-505', GPU 0, GPU-dev-name 'NVIDIA A10', GPU-memory 19.9GB
LOG: connected to ('10.6.100.1', 10321)
LOG: destination: /var/tmp/maximilian.kannen/work/asr4/vieting/setups/swb/work/20230406_feat/i6_core/returnn/oggzip/BlissToOggZipJob.lAFM8R9mzLpI/output/out.ogg.zip
LOG: using existing file
MEMORY: main proc python3(1781720) increased RSS: rss=0.9GB pss=0.9GB uss=0.9GB shared=26.9MB
MEMORY: total (1 procs): pss=0.9GB uss=0.9GB
LOG: connected to ('10.6.100.1', 10321)
LOG: destination: /var/tmp/maximilian.kannen/work/asr4/vieting/setups/swb/work/20230406_feat/i6_core/returnn/oggzip/BlissToOggZipJob.lAFM8R9mzLpI/output/out.ogg.zip
LOG: using existing file
LOG: connected to ('10.6.100.1', 10321)
LOG: destination: /var/tmp/maximilian.kannen/work/asr4/vieting/setups/swb/work/20230406_feat/i6_core/returnn/oggzip/BlissToOggZipJob.lAFM8R9mzLpI/output/out.ogg.zip
LOG: using existing file
LOG: connected to ('10.6.100.1', 10321)
LOG: destination: /var/tmp/maximilian.kannen/work/asr4/vieting/setups/swb/work/20230406_feat/i6_core/returnn/oggzip/BlissToOggZipJob.lAFM8R9mzLpI/output/out.ogg.zip
LOG: using existing file
Train data:
input: 1 x 1
output: {'raw': {'dtype': 'string', 'shape': ()}, 'orth': [256, 1], 'data': [1, 2]}
MultiProcDataset, sequences: 249229, frames: unknown
Dev data:
[2023-10-31 00:04:54,925] INFO: Run time: 0:00:15 CPU: 0.40% RSS: 1.78GB VMS: 10.31GB
MEMORY: main proc python3(1781720) increased RSS: rss=1.3GB pss=1.2GB uss=1.2GB shared=28.7MB
MEMORY: sub proc python3(1781780) initial: rss=10.7MB pss=6.0MB uss=5.0MB shared=5.7MB
MEMORY: sub proc MPD seq order(1781781) initial: rss=571.1MB pss=554.4MB uss=549.8MB shared=21.3MB
MEMORY: sub proc MPD worker(1781782) initial: rss=42.1MB pss=25.9MB uss=21.8MB shared=20.3MB
MEMORY: sub proc MPD worker(1781783) initial: rss=42.1MB pss=25.9MB uss=21.9MB shared=20.2MB
MEMORY: total (5 procs): pss=1.8GB uss=1.8GB
OggZipDataset, sequences: 300, frames: unknown
Learning-rate-control: loading file learning_rates
Setup TF session with options {'log_device_placement': False, 'device_count': {'GPU': 1}} ...
2023-10-31 00:04:56.635529: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 20396 MB memory: -> device: 0, name: NVIDIA A10, pci bus id: 0000:17:00.0, compute capability: 8.6
layer /'data': [B,T|'time:var:extern_data:data'[B],F|F'feature:data'(1)] float32
layer /features/'conv_h_filter': ['conv_h_filter:static:0'(128),'conv_h_filter:static:1'(1),F|F'conv_h_filter:static:2'(150)] float32
layer /features/'conv_h': [B,T|'⌈((-63+time:var:extern_data:data)+-64)/5⌉'[B],F|F'conv_h:channel'(150)] float32
layer /features/'conv_h_act': [B,T|'⌈((-63+time:var:extern_data:data)+-64)/5⌉'[B],F|F'conv_h:channel'(150)] float32
layer /features/'conv_h_split': [B,T|'⌈((-63+time:var:extern_data:data)+-64)/5⌉'[B],F'conv_h:channel'(150),F|F'conv_h_split_split_dims1'(1)] float32
DEPRECATION WARNING: Explicitly specify in_spatial_dims when there is more than one spatial dim in the input.
This will be disallowed with behavior_version 8.
layer /features/'conv_l': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/16⌉'[B],F'conv_h:channel'(150),F|F'conv_l:channel'(5)] float32
layer /features/'conv_l_merge': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/16⌉'[B],F|F'conv_h:channel*conv_l:channel'(750)] float32
DEPRECATION WARNING: MergeDimsLayer, only keep_order=True is allowed
This will be disallowed with behavior_version 6.
layer /features/'conv_l_act_no_norm': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/16⌉'[B],F|F'conv_h:channel*conv_l:channel'(750)] float32
layer /features/'conv_l_act': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/16⌉'[B],F|F'conv_h:channel*conv_l:channel'(750)] float32
layer /features/'output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/16⌉'[B],F|F'conv_h:channel*conv_l:channel'(750)] float32
layer /'features': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/16⌉'[B],F|F'conv_h:channel*conv_l:channel'(750)] float32
layer /'specaug': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/16⌉'[B],F|F'conv_h:channel*conv_l:channel'(750)] float32
WARNING:tensorflow:From /work/asr3/vieting/hiwis/kannen/sisyphus_work_dirs/swb/i6_core/tools/git/CloneGitRepositoryJob.FigHMwYJhhef/output/repository/returnn/tf/network.py:2462: calling Zeros.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.
Instructions for updating:
Call initializer instance with the dtype argument instead of passing it to the constructor
layer /'conv_source': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/16⌉'[B],F'conv_h:channel*conv_l:channel'(750),F|F'conv_source_split_dims1'(1)] float32
layer /'conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/16⌉'[B],F'conv_h:channel*conv_l:channel'(750),F|F'conv_1:channel'(32)] float32
layer /'conv_1_pool': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/16⌉'[B],'conv_h:channel*conv_l:channel//2'(375),F|F'conv_1:channel'(32)] float32
layer /'conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/32⌉'[B],'conv_h:channel*conv_l:channel//2'(375),F|F'conv_2:channel'(64)] float32
layer /'conv_3': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'conv_h:channel*conv_l:channel//2'(375),F|F'conv_3:channel'(64)] float32
layer /'conv_merged': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conv_h:channel*conv_l:channel//2)*conv_3:channel'(24000)] float32
layer /'input_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'input_linear:feature-dense'(512)] float32
layer /'input_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'input_linear:feature-dense'(512)] float32
layer /'conformer_1_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'input_linear:feature-dense'(512)] float32
layer /'conformer_1_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_1_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_1_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_1_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_1_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_1_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_1_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_1_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_1_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_1_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_conv_mod_depthwise_conv:channel'(512)] float32
DEPRECATION WARNING: batch_norm masked_time should be specified explicitly
This will be disallowed with behavior_version 12.
WARNING:tensorflow:From /work/asr3/vieting/hiwis/kannen/sisyphus_work_dirs/swb/i6_core/tools/git/CloneGitRepositoryJob.FigHMwYJhhef/output/repository/returnn/tf/util/basic.py:1725: calling Ones.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.
Instructions for updating:
Call initializer instance with the dtype argument instead of passing it to the constructor
layer /'conformer_1_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_1_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_1_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_1_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_1_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_1_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_1_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_1_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_1_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_1_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_1_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_1_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_1_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_1_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_1_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_1_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_2_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_1_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_2_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_2_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_2_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_2_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_2_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_2_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_2_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_2_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_2_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_2_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_2_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_2_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_2_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_2_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_2_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_2_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_2_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_2_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_2_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_2_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_2_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_2_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_2_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_2_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_2_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_2_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_3_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_2_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_3_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_3_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_3_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_3_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_3_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_3_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_3_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_3_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_3_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_3_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_3_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_3_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_3_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_3_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_3_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_3_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_3_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_3_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_3_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_3_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_3_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_3_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_3_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_3_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_3_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_3_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_4_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_3_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_4_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_4_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_4_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_4_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_4_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_4_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_4_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_4_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_4_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_4_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_4_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_4_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_4_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_4_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_4_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_4_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_4_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_4_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_4_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_4_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_4_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_4_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_4_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_4_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_4_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_4_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_5_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_4_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_5_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_5_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_5_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_5_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_5_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_5_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_5_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_5_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_5_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_5_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_5_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_5_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_5_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_5_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_5_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_5_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_5_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_5_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_5_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_5_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_5_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_5_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_5_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_5_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_5_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_5_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_6_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_5_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_6_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_6_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_6_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_6_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_6_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_6_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_6_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_6_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_6_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_6_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_6_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_6_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_6_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_6_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_6_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_6_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_6_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_6_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_6_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_6_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_6_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_6_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_6_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_6_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_6_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_6_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_7_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_6_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_7_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_7_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_7_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_7_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_7_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_7_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_7_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_7_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_7_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_7_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_7_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_7_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_7_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_7_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_7_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_7_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_7_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_7_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_7_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_7_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_7_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_7_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_7_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_7_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_7_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_7_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_8_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_7_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_8_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_8_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_8_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_8_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_8_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_8_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_8_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_8_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_8_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_8_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_8_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_8_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_8_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_8_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_8_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_8_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_8_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_mhsa_mod_self_attention_self_att_feat'(512)] float32
[2023-10-31 00:04:59,941] INFO: Run time: 0:00:20 CPU: 0.40% RSS: 2.10GB VMS: 10.66GB
layer /'conformer_8_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_8_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_8_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_8_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_8_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_8_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_8_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_8_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_8_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_9_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_8_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_9_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_9_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_9_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_9_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_9_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_9_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_9_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_9_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_9_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_9_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_9_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_9_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_9_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_9_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_9_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_9_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_9_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_9_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_9_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_9_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_9_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_9_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_9_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_9_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_9_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_9_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_10_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_9_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_10_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_10_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_10_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_10_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_10_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_10_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_10_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_10_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_10_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_10_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_10_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_10_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_10_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_10_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_10_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_10_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_10_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_10_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_10_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_10_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_10_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_10_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_10_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_10_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_10_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_10_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_11_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_10_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_11_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_11_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_11_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_11_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_11_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_11_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_11_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_11_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_11_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_11_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_11_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_11_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_11_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_11_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_11_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_11_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_11_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_11_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_11_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_11_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_11_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_11_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_11_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_11_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_11_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_11_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_12_ffmod_1_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_11_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_12_ffmod_1_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_1_linear_swish:feature-dense'(2048)] float32
layer /'conformer_12_ffmod_1_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_12_ffmod_1_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_12_ffmod_1_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_12_conv_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_1_dropout_linear:feature-dense'(512)] float32
layer /'conformer_12_conv_mod_pointwise_conv_1': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_conv_mod_pointwise_conv_1:feature-dense'(1024)] float32
layer /'conformer_12_conv_mod_glu': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'(conformer_12_conv_mod_pointwise_conv_1:feature-dense)//2'(512)] float32
layer /'conformer_12_conv_mod_depthwise_conv': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_12_conv_mod_bn': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_conv_mod_depthwise_conv:channel'(512)] float32
MEMORY: main proc python3(1781720) increased RSS: rss=1.4GB pss=1.4GB uss=1.4GB shared=28.8MB
MEMORY: total (5 procs): pss=2.0GB uss=2.0GB
layer /'conformer_12_conv_mod_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_12_conv_mod_pointwise_conv_2': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_12_conv_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_12_conv_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_12_mhsa_mod_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_conv_mod_depthwise_conv:channel'(512)] float32
layer /'conformer_12_mhsa_mod_relpos_encoding': [T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_mhsa_mod_relpos_encoding_rel_pos_enc_feat'(64)] float32
layer /'conformer_12_mhsa_mod_self_attention': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_12_mhsa_mod_att_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_12_mhsa_mod_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_12_mhsa_mod_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_12_ffmod_2_ln': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_mhsa_mod_self_attention_self_att_feat'(512)] float32
layer /'conformer_12_ffmod_2_linear_swish': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_2_linear_swish:feature-dense'(2048)] float32
layer /'conformer_12_ffmod_2_dropout_linear': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_12_ffmod_2_dropout': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_12_ffmod_2_half_res_add': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'conformer_12_output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_2_dropout_linear:feature-dense'(512)] float32
layer /'encoder': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'conformer_12_ffmod_2_dropout_linear:feature-dense'(512)] float32
2023-10-31 00:05:01.756689: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 20396 MB memory: -> device: 0, name: NVIDIA A10, pci bus id: 0000:17:00.0, compute capability: 8.6
layer /'output': [B,T|'⌈((-19+(⌈((-63+time:var:extern_data:data)+-64)/5⌉))+-20)/64⌉'[B],F|F'output:feature-dense'(88)] float32
WARNING:tensorflow:From /work/asr3/vieting/hiwis/kannen/sisyphus_work_dirs/swb/i6_core/tools/git/CloneGitRepositoryJob.FigHMwYJhhef/output/repository/returnn/tf/sprint.py:54: py_func (from tensorflow.python.ops.script_ops) is deprecated and will be removed in a future version.
Instructions for updating:
tf.py_func is deprecated in TF V2. Instead, there are two
options available in V2.
- tf.py_function takes a python function which manipulates tf eager
tensors instead of numpy arrays. It's easy to convert a tf eager tensor to
an ndarray (just call tensor.numpy()) but having access to eager tensors
means `tf.py_function`s can use accelerators such as GPUs as well as
being differentiable using a gradient tape.
- tf.numpy_function maintains the semantics of the deprecated tf.py_func
(it is not differentiable, and manipulates numpy arrays). It drops the
stateful argument making all functions stateful.
Network layer topology:
extern data: data: Tensor{[B,T|'time:var:extern_data:data'[B],F|F'feature:data'(1)]}, seq_tag: Tensor{[B?], dtype='string'}
used data keys: ['data', 'seq_tag']
layers:
layer batch_norm 'conformer_10_conv_mod_bn' #: 512
layer conv 'conformer_10_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_10_conv_mod_dropout' #: 512
layer gating 'conformer_10_conv_mod_glu' #: 512
layer layer_norm 'conformer_10_conv_mod_ln' #: 512
layer linear 'conformer_10_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_10_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_10_conv_mod_res_add' #: 512
layer activation 'conformer_10_conv_mod_swish' #: 512
layer copy 'conformer_10_ffmod_1_dropout' #: 512
layer linear 'conformer_10_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_10_ffmod_1_half_res_add' #: 512
layer linear 'conformer_10_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_10_ffmod_1_ln' #: 512
layer copy 'conformer_10_ffmod_2_dropout' #: 512
layer linear 'conformer_10_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_10_ffmod_2_half_res_add' #: 512
layer linear 'conformer_10_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_10_ffmod_2_ln' #: 512
layer linear 'conformer_10_mhsa_mod_att_linear' #: 512
layer copy 'conformer_10_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_10_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_10_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_10_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_10_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_10_output' #: 512
layer batch_norm 'conformer_11_conv_mod_bn' #: 512
layer conv 'conformer_11_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_11_conv_mod_dropout' #: 512
layer gating 'conformer_11_conv_mod_glu' #: 512
layer layer_norm 'conformer_11_conv_mod_ln' #: 512
layer linear 'conformer_11_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_11_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_11_conv_mod_res_add' #: 512
layer activation 'conformer_11_conv_mod_swish' #: 512
layer copy 'conformer_11_ffmod_1_dropout' #: 512
layer linear 'conformer_11_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_11_ffmod_1_half_res_add' #: 512
layer linear 'conformer_11_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_11_ffmod_1_ln' #: 512
layer copy 'conformer_11_ffmod_2_dropout' #: 512
layer linear 'conformer_11_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_11_ffmod_2_half_res_add' #: 512
layer linear 'conformer_11_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_11_ffmod_2_ln' #: 512
layer linear 'conformer_11_mhsa_mod_att_linear' #: 512
layer copy 'conformer_11_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_11_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_11_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_11_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_11_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_11_output' #: 512
layer batch_norm 'conformer_12_conv_mod_bn' #: 512
layer conv 'conformer_12_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_12_conv_mod_dropout' #: 512
layer gating 'conformer_12_conv_mod_glu' #: 512
layer layer_norm 'conformer_12_conv_mod_ln' #: 512
layer linear 'conformer_12_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_12_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_12_conv_mod_res_add' #: 512
layer activation 'conformer_12_conv_mod_swish' #: 512
layer copy 'conformer_12_ffmod_1_dropout' #: 512
layer linear 'conformer_12_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_12_ffmod_1_half_res_add' #: 512
layer linear 'conformer_12_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_12_ffmod_1_ln' #: 512
layer copy 'conformer_12_ffmod_2_dropout' #: 512
layer linear 'conformer_12_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_12_ffmod_2_half_res_add' #: 512
layer linear 'conformer_12_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_12_ffmod_2_ln' #: 512
layer linear 'conformer_12_mhsa_mod_att_linear' #: 512
layer copy 'conformer_12_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_12_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_12_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_12_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_12_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_12_output' #: 512
layer batch_norm 'conformer_1_conv_mod_bn' #: 512
layer conv 'conformer_1_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_1_conv_mod_dropout' #: 512
layer gating 'conformer_1_conv_mod_glu' #: 512
layer layer_norm 'conformer_1_conv_mod_ln' #: 512
layer linear 'conformer_1_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_1_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_1_conv_mod_res_add' #: 512
layer activation 'conformer_1_conv_mod_swish' #: 512
layer copy 'conformer_1_ffmod_1_dropout' #: 512
layer linear 'conformer_1_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_1_ffmod_1_half_res_add' #: 512
layer linear 'conformer_1_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_1_ffmod_1_ln' #: 512
layer copy 'conformer_1_ffmod_2_dropout' #: 512
layer linear 'conformer_1_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_1_ffmod_2_half_res_add' #: 512
layer linear 'conformer_1_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_1_ffmod_2_ln' #: 512
layer linear 'conformer_1_mhsa_mod_att_linear' #: 512
layer copy 'conformer_1_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_1_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_1_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_1_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_1_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_1_output' #: 512
layer batch_norm 'conformer_2_conv_mod_bn' #: 512
layer conv 'conformer_2_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_2_conv_mod_dropout' #: 512
layer gating 'conformer_2_conv_mod_glu' #: 512
layer layer_norm 'conformer_2_conv_mod_ln' #: 512
layer linear 'conformer_2_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_2_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_2_conv_mod_res_add' #: 512
layer activation 'conformer_2_conv_mod_swish' #: 512
layer copy 'conformer_2_ffmod_1_dropout' #: 512
layer linear 'conformer_2_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_2_ffmod_1_half_res_add' #: 512
layer linear 'conformer_2_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_2_ffmod_1_ln' #: 512
layer copy 'conformer_2_ffmod_2_dropout' #: 512
layer linear 'conformer_2_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_2_ffmod_2_half_res_add' #: 512
layer linear 'conformer_2_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_2_ffmod_2_ln' #: 512
layer linear 'conformer_2_mhsa_mod_att_linear' #: 512
layer copy 'conformer_2_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_2_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_2_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_2_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_2_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_2_output' #: 512
layer batch_norm 'conformer_3_conv_mod_bn' #: 512
layer conv 'conformer_3_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_3_conv_mod_dropout' #: 512
layer gating 'conformer_3_conv_mod_glu' #: 512
layer layer_norm 'conformer_3_conv_mod_ln' #: 512
layer linear 'conformer_3_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_3_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_3_conv_mod_res_add' #: 512
layer activation 'conformer_3_conv_mod_swish' #: 512
layer copy 'conformer_3_ffmod_1_dropout' #: 512
layer linear 'conformer_3_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_3_ffmod_1_half_res_add' #: 512
layer linear 'conformer_3_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_3_ffmod_1_ln' #: 512
layer copy 'conformer_3_ffmod_2_dropout' #: 512
layer linear 'conformer_3_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_3_ffmod_2_half_res_add' #: 512
layer linear 'conformer_3_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_3_ffmod_2_ln' #: 512
layer linear 'conformer_3_mhsa_mod_att_linear' #: 512
layer copy 'conformer_3_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_3_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_3_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_3_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_3_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_3_output' #: 512
layer batch_norm 'conformer_4_conv_mod_bn' #: 512
layer conv 'conformer_4_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_4_conv_mod_dropout' #: 512
layer gating 'conformer_4_conv_mod_glu' #: 512
layer layer_norm 'conformer_4_conv_mod_ln' #: 512
layer linear 'conformer_4_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_4_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_4_conv_mod_res_add' #: 512
layer activation 'conformer_4_conv_mod_swish' #: 512
layer copy 'conformer_4_ffmod_1_dropout' #: 512
layer linear 'conformer_4_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_4_ffmod_1_half_res_add' #: 512
layer linear 'conformer_4_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_4_ffmod_1_ln' #: 512
layer copy 'conformer_4_ffmod_2_dropout' #: 512
layer linear 'conformer_4_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_4_ffmod_2_half_res_add' #: 512
layer linear 'conformer_4_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_4_ffmod_2_ln' #: 512
layer linear 'conformer_4_mhsa_mod_att_linear' #: 512
layer copy 'conformer_4_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_4_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_4_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_4_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_4_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_4_output' #: 512
layer batch_norm 'conformer_5_conv_mod_bn' #: 512
layer conv 'conformer_5_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_5_conv_mod_dropout' #: 512
layer gating 'conformer_5_conv_mod_glu' #: 512
layer layer_norm 'conformer_5_conv_mod_ln' #: 512
layer linear 'conformer_5_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_5_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_5_conv_mod_res_add' #: 512
layer activation 'conformer_5_conv_mod_swish' #: 512
layer copy 'conformer_5_ffmod_1_dropout' #: 512
layer linear 'conformer_5_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_5_ffmod_1_half_res_add' #: 512
layer linear 'conformer_5_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_5_ffmod_1_ln' #: 512
layer copy 'conformer_5_ffmod_2_dropout' #: 512
layer linear 'conformer_5_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_5_ffmod_2_half_res_add' #: 512
layer linear 'conformer_5_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_5_ffmod_2_ln' #: 512
layer linear 'conformer_5_mhsa_mod_att_linear' #: 512
layer copy 'conformer_5_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_5_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_5_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_5_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_5_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_5_output' #: 512
layer batch_norm 'conformer_6_conv_mod_bn' #: 512
layer conv 'conformer_6_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_6_conv_mod_dropout' #: 512
layer gating 'conformer_6_conv_mod_glu' #: 512
layer layer_norm 'conformer_6_conv_mod_ln' #: 512
layer linear 'conformer_6_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_6_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_6_conv_mod_res_add' #: 512
layer activation 'conformer_6_conv_mod_swish' #: 512
layer copy 'conformer_6_ffmod_1_dropout' #: 512
layer linear 'conformer_6_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_6_ffmod_1_half_res_add' #: 512
layer linear 'conformer_6_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_6_ffmod_1_ln' #: 512
layer copy 'conformer_6_ffmod_2_dropout' #: 512
layer linear 'conformer_6_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_6_ffmod_2_half_res_add' #: 512
layer linear 'conformer_6_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_6_ffmod_2_ln' #: 512
layer linear 'conformer_6_mhsa_mod_att_linear' #: 512
layer copy 'conformer_6_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_6_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_6_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_6_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_6_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_6_output' #: 512
layer batch_norm 'conformer_7_conv_mod_bn' #: 512
layer conv 'conformer_7_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_7_conv_mod_dropout' #: 512
layer gating 'conformer_7_conv_mod_glu' #: 512
layer layer_norm 'conformer_7_conv_mod_ln' #: 512
layer linear 'conformer_7_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_7_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_7_conv_mod_res_add' #: 512
layer activation 'conformer_7_conv_mod_swish' #: 512
layer copy 'conformer_7_ffmod_1_dropout' #: 512
layer linear 'conformer_7_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_7_ffmod_1_half_res_add' #: 512
layer linear 'conformer_7_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_7_ffmod_1_ln' #: 512
layer copy 'conformer_7_ffmod_2_dropout' #: 512
layer linear 'conformer_7_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_7_ffmod_2_half_res_add' #: 512
layer linear 'conformer_7_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_7_ffmod_2_ln' #: 512
layer linear 'conformer_7_mhsa_mod_att_linear' #: 512
layer copy 'conformer_7_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_7_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_7_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_7_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_7_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_7_output' #: 512
layer batch_norm 'conformer_8_conv_mod_bn' #: 512
layer conv 'conformer_8_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_8_conv_mod_dropout' #: 512
layer gating 'conformer_8_conv_mod_glu' #: 512
layer layer_norm 'conformer_8_conv_mod_ln' #: 512
layer linear 'conformer_8_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_8_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_8_conv_mod_res_add' #: 512
layer activation 'conformer_8_conv_mod_swish' #: 512
layer copy 'conformer_8_ffmod_1_dropout' #: 512
layer linear 'conformer_8_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_8_ffmod_1_half_res_add' #: 512
layer linear 'conformer_8_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_8_ffmod_1_ln' #: 512
layer copy 'conformer_8_ffmod_2_dropout' #: 512
layer linear 'conformer_8_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_8_ffmod_2_half_res_add' #: 512
layer linear 'conformer_8_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_8_ffmod_2_ln' #: 512
layer linear 'conformer_8_mhsa_mod_att_linear' #: 512
layer copy 'conformer_8_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_8_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_8_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_8_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_8_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_8_output' #: 512
layer batch_norm 'conformer_9_conv_mod_bn' #: 512
layer conv 'conformer_9_conv_mod_depthwise_conv' #: 512
layer copy 'conformer_9_conv_mod_dropout' #: 512
layer gating 'conformer_9_conv_mod_glu' #: 512
layer layer_norm 'conformer_9_conv_mod_ln' #: 512
layer linear 'conformer_9_conv_mod_pointwise_conv_1' #: 1024
layer linear 'conformer_9_conv_mod_pointwise_conv_2' #: 512
layer combine 'conformer_9_conv_mod_res_add' #: 512
layer activation 'conformer_9_conv_mod_swish' #: 512
layer copy 'conformer_9_ffmod_1_dropout' #: 512
layer linear 'conformer_9_ffmod_1_dropout_linear' #: 512
layer eval 'conformer_9_ffmod_1_half_res_add' #: 512
layer linear 'conformer_9_ffmod_1_linear_swish' #: 2048
layer layer_norm 'conformer_9_ffmod_1_ln' #: 512
layer copy 'conformer_9_ffmod_2_dropout' #: 512
layer linear 'conformer_9_ffmod_2_dropout_linear' #: 512
layer eval 'conformer_9_ffmod_2_half_res_add' #: 512
layer linear 'conformer_9_ffmod_2_linear_swish' #: 2048
layer layer_norm 'conformer_9_ffmod_2_ln' #: 512
layer linear 'conformer_9_mhsa_mod_att_linear' #: 512
layer copy 'conformer_9_mhsa_mod_dropout' #: 512
layer layer_norm 'conformer_9_mhsa_mod_ln' #: 512
layer relative_positional_encoding 'conformer_9_mhsa_mod_relpos_encoding' #: 64
layer combine 'conformer_9_mhsa_mod_res_add' #: 512
layer self_attention 'conformer_9_mhsa_mod_self_attention' #: 512
layer layer_norm 'conformer_9_output' #: 512
layer conv 'conv_1' #: 32
layer pool 'conv_1_pool' #: 32
layer conv 'conv_2' #: 64
layer conv 'conv_3' #: 64
layer merge_dims 'conv_merged' #: 24000
layer split_dims 'conv_source' #: 1
layer source 'data' #: 1
layer copy 'encoder' #: 512
layer subnetwork 'features' #: 750
layer conv 'features/conv_h' #: 150
layer eval 'features/conv_h_act' #: 150
layer variable 'features/conv_h_filter' #: 150
layer split_dims 'features/conv_h_split' #: 1
layer conv 'features/conv_l' #: 5
layer layer_norm 'features/conv_l_act' #: 750
layer eval 'features/conv_l_act_no_norm' #: 750
layer merge_dims 'features/conv_l_merge' #: 750
layer copy 'features/output' #: 750
layer copy 'input_dropout' #: 512
layer linear 'input_linear' #: 512
layer softmax 'output' #: 88
layer eval 'specaug' #: 750
net params #: 85180092
net trainable params: [<tf.Variable 'conformer_10_conv_mod_bn/batch_norm/conformer_10_conv_mod_bn_conformer_10_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_10_conv_mod_bn/batch_norm/conformer_10_conv_mod_bn_conformer_10_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_10_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_10_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_10_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_10_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_10_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_10_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_10_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_10_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_10_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_10_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_10_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_10_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_10_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_10_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_10_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_conv_mod_bn/batch_norm/conformer_11_conv_mod_bn_conformer_11_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_11_conv_mod_bn/batch_norm/conformer_11_conv_mod_bn_conformer_11_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_11_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_11_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_11_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_11_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_11_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_11_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_11_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_11_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_11_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_11_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_11_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_11_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_11_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_11_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_11_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_conv_mod_bn/batch_norm/conformer_12_conv_mod_bn_conformer_12_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_12_conv_mod_bn/batch_norm/conformer_12_conv_mod_bn_conformer_12_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_12_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_12_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_12_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_12_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_12_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_12_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_12_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_12_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_12_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_12_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_12_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_12_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_12_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_12_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_12_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_conv_mod_bn/batch_norm/conformer_1_conv_mod_bn_conformer_1_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_1_conv_mod_bn/batch_norm/conformer_1_conv_mod_bn_conformer_1_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_1_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_1_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_1_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_1_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_1_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_1_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_1_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_1_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_1_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_1_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_1_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_1_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_1_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_1_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_1_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_conv_mod_bn/batch_norm/conformer_2_conv_mod_bn_conformer_2_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_2_conv_mod_bn/batch_norm/conformer_2_conv_mod_bn_conformer_2_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_2_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_2_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_2_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_2_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_2_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_2_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_2_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_2_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_2_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_2_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_2_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_2_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_2_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_2_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_2_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_conv_mod_bn/batch_norm/conformer_3_conv_mod_bn_conformer_3_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_3_conv_mod_bn/batch_norm/conformer_3_conv_mod_bn_conformer_3_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_3_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_3_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_3_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_3_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_3_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_3_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_3_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_3_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_3_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_3_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_3_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_3_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_3_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_3_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_3_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_conv_mod_bn/batch_norm/conformer_4_conv_mod_bn_conformer_4_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_4_conv_mod_bn/batch_norm/conformer_4_conv_mod_bn_conformer_4_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_4_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_4_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_4_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_4_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_4_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_4_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_4_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_4_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_4_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_4_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_4_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_4_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_4_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_4_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_4_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_conv_mod_bn/batch_norm/conformer_5_conv_mod_bn_conformer_5_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_5_conv_mod_bn/batch_norm/conformer_5_conv_mod_bn_conformer_5_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_5_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_5_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_5_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_5_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_5_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_5_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_5_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_5_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_5_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_5_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_5_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_5_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_5_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_5_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_5_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_conv_mod_bn/batch_norm/conformer_6_conv_mod_bn_conformer_6_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_6_conv_mod_bn/batch_norm/conformer_6_conv_mod_bn_conformer_6_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_6_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_6_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_6_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_6_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_6_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_6_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_6_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_6_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_6_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_6_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_6_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_6_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_6_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_6_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_6_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_conv_mod_bn/batch_norm/conformer_7_conv_mod_bn_conformer_7_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_7_conv_mod_bn/batch_norm/conformer_7_conv_mod_bn_conformer_7_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_7_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_7_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_7_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_7_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_7_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_7_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_7_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_7_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_7_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_7_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_7_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_7_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_7_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_7_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_7_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_conv_mod_bn/batch_norm/conformer_8_conv_mod_bn_conformer_8_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_8_conv_mod_bn/batch_norm/conformer_8_conv_mod_bn_conformer_8_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_8_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_8_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_8_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_8_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_8_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_8_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_8_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_8_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_8_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_8_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_8_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_8_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_8_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_8_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_8_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_conv_mod_bn/batch_norm/conformer_9_conv_mod_bn_conformer_9_conv_mod_bn_output_beta:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_9_conv_mod_bn/batch_norm/conformer_9_conv_mod_bn_conformer_9_conv_mod_bn_output_gamma:0' shape=(1, 1, 512) dtype=float32>, <tf.Variable 'conformer_9_conv_mod_depthwise_conv/W:0' shape=(32, 1, 512) dtype=float32>, <tf.Variable 'conformer_9_conv_mod_depthwise_conv/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_conv_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_conv_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_conv_mod_pointwise_conv_1/W:0' shape=(512, 1024) dtype=float32>, <tf.Variable 'conformer_9_conv_mod_pointwise_conv_1/b:0' shape=(1024,) dtype=float32>, <tf.Variable 'conformer_9_conv_mod_pointwise_conv_2/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_9_conv_mod_pointwise_conv_2/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_ffmod_1_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_9_ffmod_1_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_ffmod_1_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_9_ffmod_1_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_9_ffmod_1_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_ffmod_1_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_ffmod_2_dropout_linear/W:0' shape=(2048, 512) dtype=float32>, <tf.Variable 'conformer_9_ffmod_2_dropout_linear/b:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_ffmod_2_linear_swish/W:0' shape=(512, 2048) dtype=float32>, <tf.Variable 'conformer_9_ffmod_2_linear_swish/b:0' shape=(2048,) dtype=float32>, <tf.Variable 'conformer_9_ffmod_2_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_ffmod_2_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_mhsa_mod_att_linear/W:0' shape=(512, 512) dtype=float32>, <tf.Variable 'conformer_9_mhsa_mod_ln/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_mhsa_mod_ln/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_mhsa_mod_relpos_encoding/encoding_matrix:0' shape=(65, 64) dtype=float32>, <tf.Variable 'conformer_9_mhsa_mod_self_attention/QKV:0' shape=(512, 1536) dtype=float32>, <tf.Variable 'conformer_9_output/bias:0' shape=(512,) dtype=float32>, <tf.Variable 'conformer_9_output/scale:0' shape=(512,) dtype=float32>, <tf.Variable 'conv_1/W:0' shape=(3, 3, 1, 32) dtype=float32>, <tf.Variable 'conv_1/bias:0' shape=(32,) dtype=float32>, <tf.Variable 'conv_2/W:0' shape=(3, 3, 32, 64) dtype=float32>, <tf.Variable 'conv_2/bias:0' shape=(64,) dtype=float32>, <tf.Variable 'conv_3/W:0' shape=(3, 3, 64, 64) dtype=float32>, <tf.Variable 'conv_3/bias:0' shape=(64,) dtype=float32>, <tf.Variable 'features/conv_h_filter/conv_h_filter:0' shape=(128, 1, 150) dtype=float32>, <tf.Variable 'features/conv_l/W:0' shape=(40, 1, 1, 5) dtype=float32>, <tf.Variable 'features/conv_l_act/bias:0' shape=(750,) dtype=float32>, <tf.Variable 'features/conv_l_act/scale:0' shape=(750,) dtype=float32>, <tf.Variable 'input_linear/W:0' shape=(24000, 512) dtype=float32>, <tf.Variable 'output/W:0' shape=(512, 88) dtype=float32>, <tf.Variable 'output/b:0' shape=(88,) dtype=float32>]
MEMORY: main proc python3(1781720) increased RSS: rss=1.5GB pss=1.5GB uss=1.5GB shared=29.0MB
MEMORY: total (5 procs): pss=2.1GB uss=2.0GB
loading weights from /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.062
[2023-10-31 00:05:19,989] INFO: Run time: 0:00:40 CPU: 0.20% RSS: 2.88GB VMS: 31.76GB
start training at epoch 63
using batch size: {'classes': 5000, 'data': 400000}, max seqs: 128
learning rate control: NewbobMultiEpoch(num_epochs=6, update_interval=1, relative_error_threshold=-0.01, relative_error_grow_threshold=-0.01), epoch data: 1: EpochData(learningRate=1.325e-05, error={
'dev_score': 1.496220382764843,
'devtrain_score': 1.448848050936363,
'train_score': 1.3928855032347311,
}), 2: EpochData(learningRate=1.539861111111111e-05, error={
'dev_score': 1.3514346086708577,
'devtrain_score': 1.3205680706585257,
'train_score': 1.3352038787295408,
}), 3: EpochData(learningRate=1.754722222222222e-05, error={
'dev_score': 1.236011079403838,
'devtrain_score': 1.204534264175696,
'train_score': 1.2634383703273775,
}), ..., 360: EpochData(learningRate=1.4333333333333375e-05, error={}), 361: EpochData(learningRate=1.2166666666666727e-05, error={}), 362: EpochData(learningRate=1e-05, error={}), error key: dev_score
pretrain: None
[2023-10-31 00:05:25,026] INFO: Run time: 0:00:45 CPU: 0.20% RSS: 4.63GB VMS: 33.52GB
MEMORY: main proc python3(1781720) increased RSS: rss=2.8GB pss=2.7GB uss=2.7GB shared=31.7MB
MEMORY: sub proc MPD seq order(1781781) increased RSS: rss=573.1MB pss=556.1MB uss=551.7MB shared=21.4MB
MEMORY: sub proc MPD worker(1781782) increased RSS: rss=274.5MB pss=258.2MB uss=254.2MB shared=20.3MB
MEMORY: sub proc MPD worker(1781783) increased RSS: rss=440.3MB pss=423.3MB uss=419.0MB shared=21.2MB
MEMORY: total (5 procs): pss=3.9GB uss=3.9GB
start epoch 63 with learning rate 0.00014646388888888887 ...
Create optimizer <class 'returnn.tf.updater.NadamOptimizer'> with options {'epsilon': 1e-08, 'learning_rate': <tf.Variable 'learning_rate:0' shape=() dtype=float32>}.
MEMORY: main proc python3(1781720) increased RSS: rss=2.9GB pss=2.9GB uss=2.9GB shared=31.8MB
MEMORY: sub proc MPD worker(1781782) increased RSS: rss=573.2MB pss=555.5MB uss=550.9MB shared=22.3MB
MEMORY: sub proc MPD worker(1781783) increased RSS: rss=573.3MB pss=555.5MB uss=550.9MB shared=22.4MB
MEMORY: total (5 procs): pss=4.5GB uss=4.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=3.0GB pss=2.9GB uss=2.9GB shared=31.8MB
MEMORY: total (5 procs): pss=4.6GB uss=4.5GB
Initialize optimizer (default) with slots ['m', 'v'].
These additional variable were created by the optimizer: [<tf.Variable 'optimize/beta1_power:0' shape=() dtype=float32>, <tf.Variable 'optimize/beta2_power:0' shape=() dtype=float32>].
/work/asr4/vieting/programs/rasr/20230707/rasr/arch/linux-x86_64-standard/nn-trainer.linux-x86_64-standard: Relink `/usr/local/lib/tensorflow/libtensorflow_framework.so.2' with `/lib/x86_64-linux-gnu/libz.so.1' for IFUNC symbol `crc32_z'
[2023-10-31 00:06:00,126] INFO: Run time: 0:01:20 CPU: 0.40% RSS: 5.32GB VMS: 35.32GB
configuration error: failed to open file "neural-network-trainer.config" for reading. (No such file or directory)
/work/asr4/vieting/programs/rasr/20230707/rasr/arch/linux-x86_64-standard/nn-trainer.linux-x86_64-standard: Relink `/usr/local/lib/tensorflow/libtensorflow_framework.so.2' with `/lib/x86_64-linux-gnu/libz.so.1' for IFUNC symbol `crc32_z'
configuration error: failed to open file "neural-network-trainer.config" for reading. (No such file or directory)
[2023-10-31 00:06:15,155] INFO: Run time: 0:01:35 CPU: 0.00% RSS: 6.62GB VMS: 38.06GB
2023-10-31 00:06:16.013852: I tensorflow/stream_executor/cuda/cuda_dnn.cc:379] Loaded cuDNN version 8400
[2023-10-31 00:06:20,171] INFO: Run time: 0:01:40 CPU: 0.20% RSS: 8.32GB VMS: 41.12GB
2023-10-31 00:06:20.481813: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory
2023-10-31 00:06:20.728126: I tensorflow/stream_executor/cuda/cuda_blas.cc:1804] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.
[2023-10-31 00:08:15,483] INFO: Run time: 0:03:35 CPU: 0.20% RSS: 9.15GB VMS: 42.37GB
[2023-10-31 00:13:01,230] INFO: Run time: 0:08:21 CPU: 0.40% RSS: 10.06GB VMS: 43.75GB
[2023-10-31 00:18:42,099] INFO: Run time: 0:14:02 CPU: 0.20% RSS: 11.08GB VMS: 45.25GB
[2023-10-31 00:25:28,147] INFO: Run time: 0:20:48 CPU: 0.40% RSS: 12.19GB VMS: 46.82GB
[2023-10-31 00:33:39,403] INFO: Run time: 0:28:59 CPU: 0.20% RSS: 13.42GB VMS: 48.52GB
MEMORY: main proc python3(1781720) increased RSS: rss=3.2GB pss=3.2GB uss=3.2GB shared=31.8MB
MEMORY: total (5 procs): pss=4.8GB uss=4.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=3.3GB pss=3.3GB uss=3.3GB shared=31.8MB
MEMORY: total (5 procs): pss=4.9GB uss=4.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=3.5GB pss=3.5GB uss=3.5GB shared=38.7MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) initial: rss=47.1MB pss=41.4MB uss=37.0MB shared=10.1MB
MEMORY: total (6 procs): pss=5.2GB uss=5.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=3.7GB pss=3.7GB uss=3.7GB shared=46.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=94.5MB pss=82.5MB uss=72.8MB shared=21.7MB
MEMORY: total (6 procs): pss=5.4GB uss=5.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=3.8GB pss=3.8GB uss=3.8GB shared=46.5MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=126.5MB pss=114.3MB uss=104.6MB shared=21.9MB
MEMORY: total (6 procs): pss=5.5GB uss=5.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=4.6GB pss=4.6GB uss=4.6GB shared=48.0MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=222.7MB pss=150.9MB uss=98.9MB shared=123.8MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) initial: rss=226.4MB pss=154.3MB uss=102.0MB shared=124.5MB
MEMORY: total (7 procs): pss=6.5GB uss=6.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=6.2GB pss=6.2GB uss=6.2GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=271.5MB pss=198.4MB uss=145.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=273.2MB pss=199.8MB uss=147.1MB shared=126.2MB
MEMORY: total (7 procs): pss=8.2GB uss=8.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=6.5GB pss=6.4GB uss=6.4GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=271.6MB pss=198.6MB uss=146.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=273.4MB pss=200.0MB uss=147.2MB shared=126.2MB
MEMORY: total (7 procs): pss=8.5GB uss=8.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=6.6GB pss=6.5GB uss=6.5GB shared=48.1MB
MEMORY: total (7 procs): pss=8.6GB uss=8.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=6.7GB pss=6.6GB uss=6.6GB shared=48.1MB
MEMORY: total (7 procs): pss=8.6GB uss=8.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=271.7MB pss=198.6MB uss=146.1MB shared=125.6MB
MEMORY: total (7 procs): pss=8.6GB uss=8.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=6.8GB pss=6.7GB uss=6.7GB shared=48.1MB
MEMORY: total (7 procs): pss=8.8GB uss=8.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=6.9GB pss=6.8GB uss=6.8GB shared=48.1MB
MEMORY: total (7 procs): pss=8.8GB uss=8.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=271.8MB pss=198.8MB uss=146.3MB shared=125.6MB
MEMORY: total (7 procs): pss=8.8GB uss=8.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=7.0GB pss=6.9GB uss=6.9GB shared=48.1MB
MEMORY: total (7 procs): pss=8.9GB uss=8.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=271.9MB pss=198.8MB uss=146.3MB shared=125.6MB
MEMORY: total (7 procs): pss=8.9GB uss=8.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=273.6MB pss=200.2MB uss=147.4MB shared=126.2MB
MEMORY: total (7 procs): pss=8.9GB uss=8.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=272.0MB pss=198.9MB uss=146.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=273.7MB pss=200.3MB uss=147.5MB shared=126.2MB
MEMORY: total (7 procs): pss=8.9GB uss=8.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=7.1GB pss=7.0GB uss=7.0GB shared=48.1MB
MEMORY: total (7 procs): pss=9.0GB uss=8.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=7.2GB pss=7.1GB uss=7.1GB shared=48.1MB
MEMORY: total (7 procs): pss=9.1GB uss=9.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=273.8MB pss=200.4MB uss=147.6MB shared=126.2MB
MEMORY: total (7 procs): pss=9.1GB uss=9.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=272.1MB pss=199.0MB uss=146.5MB shared=125.6MB
MEMORY: total (7 procs): pss=9.1GB uss=9.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=7.3GB pss=7.2GB uss=7.2GB shared=48.1MB
MEMORY: total (7 procs): pss=9.3GB uss=9.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=272.4MB pss=199.3MB uss=146.9MB shared=125.6MB
MEMORY: total (7 procs): pss=9.3GB uss=9.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=7.4GB pss=7.3GB uss=7.3GB shared=48.1MB
MEMORY: total (7 procs): pss=9.3GB uss=9.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=273.9MB pss=200.5MB uss=147.7MB shared=126.2MB
MEMORY: total (7 procs): pss=9.3GB uss=9.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=7.5GB pss=7.4GB uss=7.4GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=274.1MB pss=200.8MB uss=148.0MB shared=126.2MB
MEMORY: total (7 procs): pss=9.5GB uss=9.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=274.2MB pss=200.8MB uss=148.0MB shared=126.2MB
MEMORY: total (7 procs): pss=9.5GB uss=9.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=272.5MB pss=199.4MB uss=146.9MB shared=125.6MB
MEMORY: total (7 procs): pss=9.5GB uss=9.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=7.6GB pss=7.5GB uss=7.5GB shared=48.1MB
MEMORY: total (7 procs): pss=9.5GB uss=9.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=7.7GB pss=7.6GB uss=7.6GB shared=48.1MB
MEMORY: total (7 procs): pss=9.6GB uss=9.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=7.8GB pss=7.7GB uss=7.7GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=272.6MB pss=199.5MB uss=147.0MB shared=125.6MB
MEMORY: total (7 procs): pss=9.7GB uss=9.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=274.3MB pss=200.9MB uss=148.1MB shared=126.2MB
MEMORY: total (7 procs): pss=9.7GB uss=9.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=7.9GB pss=7.8GB uss=7.8GB shared=48.1MB
MEMORY: total (7 procs): pss=9.8GB uss=9.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=8.0GB pss=7.9GB uss=7.9GB shared=48.1MB
MEMORY: total (7 procs): pss=10.0GB uss=9.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=272.7MB pss=199.6MB uss=147.1MB shared=125.6MB
MEMORY: total (7 procs): pss=10.0GB uss=9.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=8.1GB pss=8.0GB uss=8.0GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=274.4MB pss=201.0MB uss=148.2MB shared=126.2MB
MEMORY: total (7 procs): pss=10.0GB uss=9.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=273.3MB pss=200.2MB uss=147.7MB shared=125.6MB
MEMORY: total (7 procs): pss=10.0GB uss=9.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=273.6MB pss=200.5MB uss=148.0MB shared=125.6MB
MEMORY: total (7 procs): pss=10.0GB uss=9.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=8.2GB pss=8.1GB uss=8.1GB shared=48.1MB
MEMORY: total (7 procs): pss=10.1GB uss=10.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=275.0MB pss=201.6MB uss=148.8MB shared=126.2MB
MEMORY: total (7 procs): pss=10.1GB uss=10.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=275.3MB pss=201.9MB uss=149.1MB shared=126.2MB
MEMORY: total (7 procs): pss=10.1GB uss=10.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=8.3GB pss=8.2GB uss=8.2GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=273.7MB pss=200.6MB uss=148.1MB shared=125.6MB
MEMORY: total (7 procs): pss=10.3GB uss=10.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=275.4MB pss=202.0MB uss=149.2MB shared=126.2MB
MEMORY: total (7 procs): pss=10.3GB uss=10.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=8.4GB pss=8.3GB uss=8.3GB shared=48.1MB
MEMORY: total (7 procs): pss=10.4GB uss=10.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=273.8MB pss=200.7MB uss=148.2MB shared=125.6MB
MEMORY: total (7 procs): pss=10.4GB uss=10.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=8.5GB pss=8.4GB uss=8.4GB shared=48.1MB
MEMORY: total (7 procs): pss=10.4GB uss=10.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=273.9MB pss=200.8MB uss=148.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=275.5MB pss=202.1MB uss=149.3MB shared=126.2MB
MEMORY: total (7 procs): pss=10.4GB uss=10.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=8.6GB pss=8.5GB uss=8.5GB shared=48.1MB
MEMORY: total (7 procs): pss=10.6GB uss=10.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=8.7GB pss=8.6GB uss=8.6GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=274.0MB pss=200.9MB uss=148.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=275.6MB pss=202.2MB uss=149.4MB shared=126.2MB
MEMORY: total (7 procs): pss=10.7GB uss=10.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=8.8GB pss=8.7GB uss=8.7GB shared=48.1MB
MEMORY: total (7 procs): pss=10.7GB uss=10.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=274.1MB pss=201.0MB uss=148.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=275.7MB pss=202.3MB uss=149.5MB shared=126.2MB
MEMORY: total (7 procs): pss=10.8GB uss=10.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=8.9GB pss=8.8GB uss=8.8GB shared=48.1MB
MEMORY: total (7 procs): pss=10.9GB uss=10.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=274.2MB pss=201.1MB uss=148.6MB shared=125.6MB
MEMORY: total (7 procs): pss=10.9GB uss=10.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=9.0GB pss=8.9GB uss=8.9GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=275.8MB pss=202.4MB uss=149.6MB shared=126.2MB
MEMORY: total (7 procs): pss=11.0GB uss=10.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=9.1GB pss=9.0GB uss=9.0GB shared=48.1MB
MEMORY: total (7 procs): pss=11.0GB uss=10.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=274.3MB pss=201.2MB uss=148.7MB shared=125.6MB
MEMORY: total (7 procs): pss=11.0GB uss=10.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=275.9MB pss=202.5MB uss=149.7MB shared=126.2MB
MEMORY: total (7 procs): pss=11.0GB uss=10.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=9.2GB pss=9.1GB uss=9.1GB shared=48.1MB
MEMORY: total (7 procs): pss=11.2GB uss=11.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=274.4MB pss=201.3MB uss=148.8MB shared=125.6MB
MEMORY: total (7 procs): pss=11.2GB uss=11.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=276.0MB pss=202.6MB uss=149.8MB shared=126.2MB
MEMORY: total (7 procs): pss=11.2GB uss=11.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=275.0MB pss=201.9MB uss=149.4MB shared=125.6MB
MEMORY: total (7 procs): pss=11.2GB uss=11.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=9.3GB pss=9.2GB uss=9.2GB shared=48.1MB
MEMORY: total (7 procs): pss=11.3GB uss=11.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=275.1MB pss=202.0MB uss=149.5MB shared=125.6MB
MEMORY: total (7 procs): pss=11.3GB uss=11.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=9.4GB pss=9.3GB uss=9.3GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=276.1MB pss=202.7MB uss=149.9MB shared=126.2MB
MEMORY: total (7 procs): pss=11.4GB uss=11.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=275.2MB pss=202.1MB uss=149.6MB shared=125.6MB
MEMORY: total (7 procs): pss=11.4GB uss=11.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=276.2MB pss=202.8MB uss=150.0MB shared=126.2MB
MEMORY: total (7 procs): pss=11.4GB uss=11.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=276.8MB pss=203.4MB uss=150.6MB shared=126.2MB
MEMORY: total (7 procs): pss=11.4GB uss=11.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=9.5GB pss=9.4GB uss=9.4GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=275.3MB pss=202.2MB uss=149.7MB shared=125.6MB
MEMORY: total (7 procs): pss=11.5GB uss=11.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=276.9MB pss=203.5MB uss=150.7MB shared=126.2MB
MEMORY: total (7 procs): pss=11.5GB uss=11.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=275.4MB pss=202.3MB uss=149.8MB shared=125.6MB
MEMORY: total (7 procs): pss=11.5GB uss=11.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=9.6GB pss=9.5GB uss=9.5GB shared=48.1MB
MEMORY: total (7 procs): pss=11.5GB uss=11.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=277.0MB pss=203.6MB uss=150.8MB shared=126.2MB
MEMORY: total (7 procs): pss=11.5GB uss=11.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=275.5MB pss=202.4MB uss=149.9MB shared=125.6MB
MEMORY: total (7 procs): pss=11.5GB uss=11.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=9.7GB pss=9.6GB uss=9.6GB shared=48.1MB
MEMORY: total (7 procs): pss=11.6GB uss=11.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=277.1MB pss=203.7MB uss=150.9MB shared=126.2MB
MEMORY: total (7 procs): pss=11.6GB uss=11.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=275.6MB pss=202.5MB uss=150.0MB shared=125.6MB
MEMORY: total (7 procs): pss=11.6GB uss=11.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=276.1MB pss=203.1MB uss=150.6MB shared=125.6MB
MEMORY: total (7 procs): pss=11.7GB uss=11.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=277.2MB pss=203.8MB uss=151.0MB shared=126.2MB
MEMORY: total (7 procs): pss=11.7GB uss=11.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=9.8GB pss=9.7GB uss=9.7GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=276.2MB pss=203.1MB uss=150.6MB shared=125.6MB
MEMORY: total (7 procs): pss=11.7GB uss=11.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=276.3MB pss=203.2MB uss=150.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=277.7MB pss=204.4MB uss=151.6MB shared=126.2MB
MEMORY: total (7 procs): pss=11.7GB uss=11.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=277.8MB pss=204.4MB uss=151.6MB shared=126.2MB
MEMORY: total (7 procs): pss=11.7GB uss=11.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=9.9GB pss=9.8GB uss=9.8GB shared=48.1MB
MEMORY: total (7 procs): pss=11.9GB uss=11.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=276.4MB pss=203.3MB uss=150.8MB shared=125.6MB
MEMORY: total (7 procs): pss=11.9GB uss=11.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=277.9MB pss=204.5MB uss=151.7MB shared=126.2MB
MEMORY: total (7 procs): pss=11.9GB uss=11.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=276.5MB pss=203.4MB uss=150.9MB shared=125.6MB
MEMORY: total (7 procs): pss=11.9GB uss=11.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=278.0MB pss=204.6MB uss=151.8MB shared=126.2MB
MEMORY: total (7 procs): pss=11.9GB uss=11.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=10.0GB pss=9.9GB uss=9.9GB shared=48.1MB
MEMORY: total (7 procs): pss=12.0GB uss=11.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=276.6MB pss=203.5MB uss=151.0MB shared=125.6MB
MEMORY: total (7 procs): pss=12.0GB uss=11.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=276.7MB pss=203.7MB uss=151.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=278.1MB pss=204.7MB uss=151.9MB shared=126.2MB
MEMORY: total (7 procs): pss=12.0GB uss=11.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=276.8MB pss=203.7MB uss=151.2MB shared=125.6MB
MEMORY: total (7 procs): pss=12.0GB uss=11.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=278.2MB pss=204.8MB uss=152.0MB shared=126.2MB
MEMORY: total (7 procs): pss=12.0GB uss=11.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=10.1GB pss=10.0GB uss=10.0GB shared=48.1MB
MEMORY: total (7 procs): pss=12.1GB uss=11.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=276.9MB pss=203.8MB uss=151.3MB shared=125.6MB
MEMORY: total (7 procs): pss=12.1GB uss=11.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=277.0MB pss=203.9MB uss=151.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=278.3MB pss=205.0MB uss=152.2MB shared=126.2MB
MEMORY: total (7 procs): pss=12.1GB uss=11.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=277.1MB pss=204.0MB uss=151.5MB shared=125.6MB
MEMORY: total (7 procs): pss=12.1GB uss=11.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=278.4MB pss=205.0MB uss=152.2MB shared=126.2MB
MEMORY: total (7 procs): pss=12.1GB uss=11.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=10.2GB pss=10.1GB uss=10.1GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=277.2MB pss=204.1MB uss=151.6MB shared=125.6MB
MEMORY: total (7 procs): pss=12.2GB uss=12.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=277.3MB pss=204.2MB uss=151.7MB shared=125.6MB
MEMORY: total (7 procs): pss=12.2GB uss=12.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=277.8MB pss=204.7MB uss=152.2MB shared=125.6MB
MEMORY: total (7 procs): pss=12.2GB uss=12.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=277.9MB pss=204.8MB uss=152.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=278.5MB pss=205.1MB uss=152.3MB shared=126.2MB
MEMORY: total (7 procs): pss=12.2GB uss=12.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=10.3GB pss=10.2GB uss=10.2GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=278.0MB pss=204.9MB uss=152.4MB shared=125.6MB
MEMORY: total (7 procs): pss=12.3GB uss=12.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=278.6MB pss=205.2MB uss=152.4MB shared=126.2MB
MEMORY: total (7 procs): pss=12.3GB uss=12.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=278.1MB pss=205.0MB uss=152.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=278.7MB pss=205.3MB uss=152.5MB shared=126.2MB
MEMORY: total (7 procs): pss=12.3GB uss=12.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=10.4GB pss=10.3GB uss=10.3GB shared=48.1MB
MEMORY: total (7 procs): pss=12.4GB uss=12.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=278.8MB pss=205.4MB uss=152.6MB shared=126.2MB
MEMORY: total (7 procs): pss=12.4GB uss=12.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=278.2MB pss=205.1MB uss=152.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=278.9MB pss=205.5MB uss=152.7MB shared=126.2MB
MEMORY: total (7 procs): pss=12.4GB uss=12.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=279.0MB pss=205.6MB uss=152.8MB shared=126.2MB
MEMORY: total (7 procs): pss=12.4GB uss=12.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=10.5GB pss=10.4GB uss=10.4GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=278.3MB pss=205.3MB uss=152.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=280.0MB pss=206.6MB uss=153.8MB shared=126.2MB
MEMORY: total (7 procs): pss=12.5GB uss=12.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=278.4MB pss=205.3MB uss=152.8MB shared=125.6MB
MEMORY: total (7 procs): pss=12.5GB uss=12.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=278.5MB pss=205.4MB uss=152.9MB shared=125.6MB
MEMORY: total (7 procs): pss=12.5GB uss=12.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=280.1MB pss=206.7MB uss=153.9MB shared=126.2MB
MEMORY: total (7 procs): pss=12.5GB uss=12.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=278.7MB pss=205.6MB uss=153.1MB shared=125.6MB
MEMORY: total (7 procs): pss=12.5GB uss=12.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=10.6GB pss=10.5GB uss=10.5GB shared=48.1MB
MEMORY: total (7 procs): pss=12.6GB uss=12.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=278.8MB pss=205.7MB uss=153.2MB shared=125.6MB
MEMORY: total (7 procs): pss=12.6GB uss=12.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=278.9MB pss=205.9MB uss=153.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=280.2MB pss=206.8MB uss=154.0MB shared=126.2MB
MEMORY: total (7 procs): pss=12.6GB uss=12.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=279.4MB pss=206.4MB uss=153.9MB shared=125.6MB
MEMORY: total (7 procs): pss=12.6GB uss=12.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=279.5MB pss=206.4MB uss=153.9MB shared=125.6MB
MEMORY: total (7 procs): pss=12.6GB uss=12.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=10.7GB pss=10.6GB uss=10.6GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=279.9MB pss=206.9MB uss=154.4MB shared=125.6MB
MEMORY: total (7 procs): pss=12.7GB uss=12.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=280.0MB pss=206.9MB uss=154.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=280.3MB pss=207.0MB uss=154.2MB shared=126.2MB
MEMORY: total (7 procs): pss=12.7GB uss=12.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=280.4MB pss=207.0MB uss=154.2MB shared=126.2MB
MEMORY: total (7 procs): pss=12.7GB uss=12.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=280.1MB pss=207.0MB uss=154.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=280.5MB pss=207.1MB uss=154.3MB shared=126.2MB
MEMORY: total (7 procs): pss=12.7GB uss=12.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=280.6MB pss=207.2MB uss=154.5MB shared=126.2MB
MEMORY: total (7 procs): pss=12.7GB uss=12.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=10.8GB pss=10.7GB uss=10.7GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=281.1MB pss=207.7MB uss=154.9MB shared=126.2MB
MEMORY: total (7 procs): pss=12.8GB uss=12.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=280.2MB pss=207.1MB uss=154.6MB shared=125.6MB
MEMORY: total (7 procs): pss=12.8GB uss=12.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=281.2MB pss=207.8MB uss=155.0MB shared=126.2MB
MEMORY: total (7 procs): pss=12.8GB uss=12.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=280.3MB pss=207.2MB uss=154.7MB shared=125.6MB
MEMORY: total (7 procs): pss=12.8GB uss=12.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=10.9GB pss=10.8GB uss=10.8GB shared=48.1MB
MEMORY: total (7 procs): pss=12.9GB uss=12.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=280.4MB pss=207.3MB uss=154.9MB shared=125.6MB
MEMORY: total (7 procs): pss=12.9GB uss=12.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=281.3MB pss=207.9MB uss=155.1MB shared=126.2MB
MEMORY: total (7 procs): pss=12.9GB uss=12.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=280.5MB pss=207.4MB uss=154.9MB shared=125.6MB
MEMORY: total (7 procs): pss=12.9GB uss=12.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=11.0GB pss=10.9GB uss=10.9GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=280.6MB pss=207.5MB uss=155.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=281.4MB pss=208.0MB uss=155.2MB shared=126.2MB
MEMORY: total (7 procs): pss=13.0GB uss=12.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=281.5MB pss=208.1MB uss=155.3MB shared=126.2MB
MEMORY: total (7 procs): pss=13.0GB uss=12.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=280.7MB pss=207.6MB uss=155.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=281.6MB pss=208.2MB uss=155.4MB shared=126.2MB
MEMORY: total (7 procs): pss=13.0GB uss=12.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=11.1GB pss=11.0GB uss=11.0GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=280.8MB pss=207.7MB uss=155.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=281.7MB pss=208.3MB uss=155.5MB shared=126.2MB
MEMORY: total (7 procs): pss=13.1GB uss=12.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=280.9MB pss=207.9MB uss=155.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=281.8MB pss=208.4MB uss=155.6MB shared=126.2MB
MEMORY: total (7 procs): pss=13.1GB uss=12.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=281.0MB pss=207.9MB uss=155.4MB shared=125.6MB
MEMORY: total (7 procs): pss=13.1GB uss=12.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=281.1MB pss=208.0MB uss=155.5MB shared=125.6MB
MEMORY: total (7 procs): pss=13.1GB uss=12.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=281.2MB pss=208.2MB uss=155.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=281.9MB pss=208.5MB uss=155.7MB shared=126.2MB
MEMORY: total (7 procs): pss=13.1GB uss=12.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=11.2GB pss=11.1GB uss=11.1GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=281.3MB pss=208.2MB uss=155.8MB shared=125.6MB
MEMORY: total (7 procs): pss=13.2GB uss=13.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=281.8MB pss=208.7MB uss=156.2MB shared=125.6MB
MEMORY: total (7 procs): pss=13.2GB uss=13.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=281.9MB pss=208.8MB uss=156.3MB shared=125.6MB
MEMORY: total (7 procs): pss=13.2GB uss=13.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=282.0MB pss=208.9MB uss=156.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=282.0MB pss=208.6MB uss=155.8MB shared=126.2MB
MEMORY: total (7 procs): pss=13.2GB uss=13.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=11.3GB pss=11.2GB uss=11.2GB shared=48.1MB
MEMORY: total (7 procs): pss=13.3GB uss=13.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=282.1MB pss=209.0MB uss=156.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=282.1MB pss=208.7MB uss=156.0MB shared=126.2MB
MEMORY: total (7 procs): pss=13.3GB uss=13.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=282.2MB pss=208.8MB uss=156.0MB shared=126.2MB
MEMORY: total (7 procs): pss=13.3GB uss=13.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=282.3MB pss=208.9MB uss=156.1MB shared=126.2MB
MEMORY: total (7 procs): pss=13.3GB uss=13.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=282.2MB pss=209.1MB uss=156.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=283.3MB pss=209.9MB uss=157.1MB shared=126.2MB
MEMORY: total (7 procs): pss=13.3GB uss=13.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=282.3MB pss=209.2MB uss=156.7MB shared=125.6MB
MEMORY: total (7 procs): pss=13.3GB uss=13.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=11.4GB pss=11.3GB uss=11.3GB shared=48.1MB
MEMORY: total (7 procs): pss=13.4GB uss=13.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=282.5MB pss=209.4MB uss=156.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=283.4MB pss=210.0MB uss=157.2MB shared=126.2MB
MEMORY: total (7 procs): pss=13.4GB uss=13.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=282.6MB pss=209.5MB uss=157.0MB shared=125.6MB
MEMORY: total (7 procs): pss=13.4GB uss=13.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=282.7MB pss=209.6MB uss=157.1MB shared=125.6MB
MEMORY: total (7 procs): pss=13.4GB uss=13.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=282.8MB pss=209.7MB uss=157.2MB shared=125.6MB
MEMORY: total (7 procs): pss=13.4GB uss=13.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=283.3MB pss=210.3MB uss=157.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=283.5MB pss=210.1MB uss=157.3MB shared=126.2MB
MEMORY: total (7 procs): pss=13.4GB uss=13.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=11.5GB pss=11.4GB uss=11.4GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=283.4MB pss=210.3MB uss=157.8MB shared=125.6MB
MEMORY: total (7 procs): pss=13.5GB uss=13.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=283.9MB pss=210.8MB uss=158.3MB shared=125.6MB
MEMORY: total (7 procs): pss=13.5GB uss=13.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=283.6MB pss=210.2MB uss=157.4MB shared=126.2MB
MEMORY: total (7 procs): pss=13.5GB uss=13.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=284.1MB pss=210.7MB uss=158.0MB shared=126.2MB
MEMORY: total (7 procs): pss=13.5GB uss=13.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=284.0MB pss=210.9MB uss=158.4MB shared=125.6MB
MEMORY: total (7 procs): pss=13.5GB uss=13.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=11.6GB pss=11.5GB uss=11.5GB shared=48.1MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=284.2MB pss=210.8MB uss=158.0MB shared=126.2MB
MEMORY: total (7 procs): pss=13.6GB uss=13.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=284.1MB pss=211.0MB uss=158.5MB shared=125.6MB
MEMORY: total (7 procs): pss=13.6GB uss=13.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=284.6MB pss=211.6MB uss=159.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=284.3MB pss=210.9MB uss=158.1MB shared=126.2MB
MEMORY: total (7 procs): pss=13.6GB uss=13.4GB
Stats:
mem_usage:GPU:0: Stats(mean=6.5GB, std_dev=186.9MB, min=459.6MB, max=6.6GB, num_seqs=4163, avg_data_len=1)
train epoch 63, finished after 4163 steps, 0:31:57 elapsed (98.7% computing time)
Save model under /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.063
MEMORY: main proc python3(1781720) increased RSS: rss=11.8GB pss=11.8GB uss=11.7GB shared=48.2MB
MEMORY: total (7 procs): pss=13.8GB uss=13.7GB
epoch 63 score: 1.2383412008283545 error: None elapsed: 0:31:57
Stats:
mem_usage:GPU:0: Stats(mean=6.6GB, std_dev=0.0B, min=6.6GB, max=6.6GB, num_seqs=31, avg_data_len=1)
epoch 63 'dev' eval, finished after 31 steps, 0:00:07 elapsed (84.1% computing time)
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=284.7MB pss=211.6MB uss=159.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=284.8MB pss=211.5MB uss=158.7MB shared=126.2MB
MEMORY: total (7 procs): pss=13.8GB uss=13.7GB
Stats:
mem_usage:GPU:0: Stats(mean=6.6GB, std_dev=0.0B, min=6.6GB, max=6.6GB, num_seqs=29, avg_data_len=1)
epoch 63 'devtrain' eval, finished after 29 steps, 0:00:03 elapsed (67.9% computing time)
dev: score 1.6145227117316943 error None devtrain: score 1.6113956972862127 error None
We have stored models for epochs [4, 5, 6, ..., 61, 62, 63] and keep epochs [4, 5, 6, 7, 8, 9, 10, 11, 59, 60, 61, 62, 63].
We will delete the models of epochs [58].
Deleted 335.5MB.
start epoch 64 with learning rate 0.0001486125 ...
[2023-10-31 00:43:31,222] INFO: Run time: 0:38:51 CPU: 0.20% RSS: 14.77GB VMS: 50.37GB
[2023-10-31 00:54:52,937] INFO: Run time: 0:50:13 CPU: 0.20% RSS: 16.26GB VMS: 52.40GB
MEMORY: sub proc MPD worker(1781782) increased RSS: rss=573.4MB pss=554.5MB uss=550.9MB shared=22.4MB
MEMORY: sub proc MPD worker(1781783) increased RSS: rss=573.5MB pss=554.5MB uss=551.0MB shared=22.5MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=284.9MB pss=211.5MB uss=158.7MB shared=126.2MB
MEMORY: total (7 procs): pss=13.8GB uss=13.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=284.8MB pss=211.7MB uss=159.2MB shared=125.6MB
MEMORY: total (7 procs): pss=13.8GB uss=13.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=284.9MB pss=211.8MB uss=159.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=285.0MB pss=211.6MB uss=158.8MB shared=126.2MB
MEMORY: total (7 procs): pss=13.8GB uss=13.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=285.4MB pss=212.3MB uss=159.8MB shared=125.6MB
MEMORY: total (7 procs): pss=13.8GB uss=13.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=285.5MB pss=212.4MB uss=159.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=285.1MB pss=211.7MB uss=158.9MB shared=126.2MB
MEMORY: total (7 procs): pss=13.8GB uss=13.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=285.2MB pss=211.8MB uss=159.0MB shared=126.2MB
MEMORY: total (7 procs): pss=13.8GB uss=13.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=285.6MB pss=212.5MB uss=160.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=285.3MB pss=211.9MB uss=159.1MB shared=126.2MB
MEMORY: total (7 procs): pss=13.8GB uss=13.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=11.9GB pss=11.8GB uss=11.8GB shared=49.3MB
MEMORY: total (7 procs): pss=13.9GB uss=13.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=285.7MB pss=212.6MB uss=160.1MB shared=125.6MB
MEMORY: total (7 procs): pss=13.9GB uss=13.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=285.8MB pss=212.7MB uss=160.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=285.4MB pss=212.0MB uss=159.2MB shared=126.2MB
MEMORY: total (7 procs): pss=13.9GB uss=13.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=12.0GB pss=11.9GB uss=11.9GB shared=49.3MB
MEMORY: total (7 procs): pss=14.0GB uss=13.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=285.9MB pss=212.8MB uss=160.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=285.5MB pss=212.1MB uss=159.4MB shared=126.2MB
MEMORY: total (7 procs): pss=14.0GB uss=13.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=285.6MB pss=212.2MB uss=159.4MB shared=126.2MB
MEMORY: total (7 procs): pss=14.0GB uss=13.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=286.0MB pss=212.9MB uss=160.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=285.7MB pss=212.3MB uss=159.5MB shared=126.2MB
MEMORY: total (7 procs): pss=14.0GB uss=13.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=285.8MB pss=212.4MB uss=159.6MB shared=126.2MB
MEMORY: total (7 procs): pss=14.0GB uss=13.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=286.1MB pss=213.0MB uss=160.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=285.9MB pss=212.5MB uss=159.7MB shared=126.2MB
MEMORY: total (7 procs): pss=14.0GB uss=13.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=12.1GB pss=12.0GB uss=12.0GB shared=49.3MB
MEMORY: total (7 procs): pss=14.1GB uss=13.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=286.2MB pss=213.1MB uss=160.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=286.0MB pss=212.6MB uss=159.8MB shared=126.2MB
MEMORY: total (7 procs): pss=14.1GB uss=13.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=286.3MB pss=213.3MB uss=160.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=286.1MB pss=212.7MB uss=159.9MB shared=126.2MB
MEMORY: total (7 procs): pss=14.1GB uss=13.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=286.4MB pss=213.3MB uss=160.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=286.6MB pss=213.2MB uss=160.4MB shared=126.2MB
MEMORY: total (7 procs): pss=14.1GB uss=13.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=286.7MB pss=213.3MB uss=160.5MB shared=126.2MB
MEMORY: total (7 procs): pss=14.1GB uss=13.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=286.6MB pss=213.5MB uss=161.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=286.8MB pss=213.4MB uss=160.6MB shared=126.2MB
MEMORY: total (7 procs): pss=14.1GB uss=13.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=287.1MB pss=214.1MB uss=161.6MB shared=125.6MB
MEMORY: total (7 procs): pss=14.1GB uss=13.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=12.2GB pss=12.1GB uss=12.1GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=287.2MB pss=214.1MB uss=161.6MB shared=125.6MB
MEMORY: total (7 procs): pss=14.2GB uss=14.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=287.7MB pss=214.6MB uss=162.1MB shared=125.6MB
MEMORY: total (7 procs): pss=14.2GB uss=14.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=286.9MB pss=213.5MB uss=160.7MB shared=126.2MB
MEMORY: total (7 procs): pss=14.2GB uss=14.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=287.8MB pss=214.7MB uss=162.2MB shared=125.6MB
MEMORY: total (7 procs): pss=14.2GB uss=14.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=287.9MB pss=214.8MB uss=162.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=287.0MB pss=213.6MB uss=160.8MB shared=126.2MB
MEMORY: total (7 procs): pss=14.2GB uss=14.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=12.3GB pss=12.2GB uss=12.2GB shared=49.3MB
MEMORY: total (7 procs): pss=14.3GB uss=14.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=287.1MB pss=213.7MB uss=160.9MB shared=126.2MB
MEMORY: total (7 procs): pss=14.3GB uss=14.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=288.0MB pss=214.9MB uss=162.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=287.2MB pss=213.8MB uss=161.0MB shared=126.2MB
MEMORY: total (7 procs): pss=14.3GB uss=14.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=288.1MB pss=215.0MB uss=162.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=287.3MB pss=213.9MB uss=161.1MB shared=126.2MB
MEMORY: total (7 procs): pss=14.3GB uss=14.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=288.2MB pss=215.1MB uss=162.6MB shared=125.6MB
MEMORY: total (7 procs): pss=14.3GB uss=14.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=287.4MB pss=214.0MB uss=161.2MB shared=126.2MB
MEMORY: total (7 procs): pss=14.3GB uss=14.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=12.4GB pss=12.3GB uss=12.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=288.3MB pss=215.2MB uss=162.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=287.5MB pss=214.1MB uss=161.3MB shared=126.2MB
MEMORY: total (7 procs): pss=14.4GB uss=14.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=287.6MB pss=214.2MB uss=161.4MB shared=126.2MB
MEMORY: total (7 procs): pss=14.4GB uss=14.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=288.1MB pss=214.7MB uss=161.9MB shared=126.2MB
MEMORY: total (7 procs): pss=14.4GB uss=14.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=288.4MB pss=215.3MB uss=162.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=288.5MB pss=215.2MB uss=162.4MB shared=126.2MB
MEMORY: total (7 procs): pss=14.4GB uss=14.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=288.6MB pss=215.2MB uss=162.4MB shared=126.2MB
MEMORY: total (7 procs): pss=14.4GB uss=14.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=12.5GB pss=12.4GB uss=12.4GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=288.5MB pss=215.4MB uss=162.9MB shared=125.6MB
MEMORY: total (7 procs): pss=14.5GB uss=14.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=288.6MB pss=215.5MB uss=163.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=288.7MB pss=215.3MB uss=162.5MB shared=126.2MB
MEMORY: total (7 procs): pss=14.5GB uss=14.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=288.7MB pss=215.6MB uss=163.1MB shared=125.6MB
MEMORY: total (7 procs): pss=14.5GB uss=14.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=288.8MB pss=215.8MB uss=163.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=288.8MB pss=215.5MB uss=162.7MB shared=126.2MB
MEMORY: total (7 procs): pss=14.5GB uss=14.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=288.9MB pss=215.8MB uss=163.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=289.3MB pss=216.0MB uss=163.2MB shared=126.2MB
MEMORY: total (7 procs): pss=14.5GB uss=14.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=289.4MB pss=216.4MB uss=163.9MB shared=125.6MB
MEMORY: total (7 procs): pss=14.5GB uss=14.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=12.6GB pss=12.5GB uss=12.5GB shared=49.3MB
MEMORY: total (7 procs): pss=14.6GB uss=14.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=289.5MB pss=216.4MB uss=163.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=289.4MB pss=216.0MB uss=163.2MB shared=126.2MB
MEMORY: total (7 procs): pss=14.6GB uss=14.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=290.0MB pss=216.9MB uss=164.4MB shared=125.6MB
MEMORY: total (7 procs): pss=14.6GB uss=14.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=290.1MB pss=217.0MB uss=164.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=289.5MB pss=216.1MB uss=163.3MB shared=126.2MB
MEMORY: total (7 procs): pss=14.6GB uss=14.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=12.7GB pss=12.6GB uss=12.6GB shared=49.3MB
MEMORY: total (7 procs): pss=14.7GB uss=14.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=290.2MB pss=217.1MB uss=164.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=289.6MB pss=216.2MB uss=163.4MB shared=126.2MB
MEMORY: total (7 procs): pss=14.7GB uss=14.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=290.1MB pss=216.7MB uss=163.9MB shared=126.2MB
MEMORY: total (7 procs): pss=14.7GB uss=14.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=290.7MB pss=217.6MB uss=165.2MB shared=125.6MB
MEMORY: total (7 procs): pss=14.7GB uss=14.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=290.8MB pss=217.7MB uss=165.2MB shared=125.6MB
MEMORY: total (7 procs): pss=14.7GB uss=14.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=290.2MB pss=216.8MB uss=164.0MB shared=126.2MB
MEMORY: total (7 procs): pss=14.7GB uss=14.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=12.8GB pss=12.7GB uss=12.7GB shared=49.3MB
MEMORY: total (7 procs): pss=14.8GB uss=14.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=290.9MB pss=217.8MB uss=165.3MB shared=125.6MB
MEMORY: total (7 procs): pss=14.8GB uss=14.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=291.0MB pss=217.9MB uss=165.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=290.3MB pss=216.9MB uss=164.2MB shared=126.2MB
MEMORY: total (7 procs): pss=14.8GB uss=14.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=290.4MB pss=217.0MB uss=164.2MB shared=126.2MB
MEMORY: total (7 procs): pss=14.8GB uss=14.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=291.1MB pss=218.0MB uss=165.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=290.8MB pss=217.5MB uss=164.7MB shared=126.2MB
MEMORY: total (7 procs): pss=14.8GB uss=14.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=291.2MB pss=218.1MB uss=165.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=290.9MB pss=217.5MB uss=164.7MB shared=126.2MB
MEMORY: total (7 procs): pss=14.8GB uss=14.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=12.9GB pss=12.8GB uss=12.8GB shared=49.3MB
MEMORY: total (7 procs): pss=14.9GB uss=14.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=291.3MB pss=218.2MB uss=165.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=291.0MB pss=217.6MB uss=164.8MB shared=126.2MB
MEMORY: total (7 procs): pss=14.9GB uss=14.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=291.4MB pss=218.3MB uss=165.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=291.1MB pss=217.7MB uss=164.9MB shared=126.2MB
MEMORY: total (7 procs): pss=14.9GB uss=14.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=291.5MB pss=218.4MB uss=165.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=291.2MB pss=217.8MB uss=165.0MB shared=126.2MB
MEMORY: total (7 procs): pss=14.9GB uss=14.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=13.0GB pss=12.9GB uss=12.9GB shared=49.3MB
MEMORY: total (7 procs): pss=15.0GB uss=14.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=291.6MB pss=218.5MB uss=166.0MB shared=125.6MB
MEMORY: total (7 procs): pss=15.0GB uss=14.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=291.3MB pss=217.9MB uss=165.1MB shared=126.2MB
MEMORY: total (7 procs): pss=15.0GB uss=14.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=291.4MB pss=218.0MB uss=165.2MB shared=126.2MB
MEMORY: total (7 procs): pss=15.0GB uss=14.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=291.8MB pss=218.7MB uss=166.2MB shared=125.6MB
MEMORY: total (7 procs): pss=15.0GB uss=14.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=291.9MB pss=218.8MB uss=166.3MB shared=125.6MB
MEMORY: total (7 procs): pss=15.0GB uss=14.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=13.1GB pss=13.0GB uss=13.0GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=293.0MB pss=219.9MB uss=167.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=291.5MB pss=218.1MB uss=165.3MB shared=126.2MB
MEMORY: total (7 procs): pss=15.1GB uss=15.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=291.6MB pss=218.2MB uss=165.4MB shared=126.2MB
MEMORY: total (7 procs): pss=15.1GB uss=15.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=293.1MB pss=220.0MB uss=167.5MB shared=125.6MB
MEMORY: total (7 procs): pss=15.1GB uss=15.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=291.7MB pss=218.3MB uss=165.5MB shared=126.2MB
MEMORY: total (7 procs): pss=15.1GB uss=15.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=13.2GB pss=13.1GB uss=13.1GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=293.2MB pss=220.1MB uss=167.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=291.8MB pss=218.4MB uss=165.6MB shared=126.2MB
MEMORY: total (7 procs): pss=15.2GB uss=15.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=291.9MB pss=218.5MB uss=165.7MB shared=126.2MB
MEMORY: total (7 procs): pss=15.2GB uss=15.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=293.3MB pss=220.2MB uss=167.7MB shared=125.6MB
MEMORY: total (7 procs): pss=15.2GB uss=15.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=292.0MB pss=218.6MB uss=165.8MB shared=126.2MB
MEMORY: total (7 procs): pss=15.2GB uss=15.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=293.9MB pss=220.8MB uss=168.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=292.6MB pss=219.2MB uss=166.4MB shared=126.2MB
MEMORY: total (7 procs): pss=15.2GB uss=15.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=292.7MB pss=219.3MB uss=166.5MB shared=126.2MB
MEMORY: total (7 procs): pss=15.2GB uss=15.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=293.1MB pss=219.7MB uss=167.0MB shared=126.2MB
MEMORY: total (7 procs): pss=15.2GB uss=15.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=13.3GB pss=13.2GB uss=13.2GB shared=49.3MB
MEMORY: total (7 procs): pss=15.3GB uss=15.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=294.0MB pss=220.9MB uss=168.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=293.2MB pss=219.8MB uss=167.0MB shared=126.2MB
MEMORY: total (7 procs): pss=15.3GB uss=15.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=294.1MB pss=221.0MB uss=168.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=293.3MB pss=219.9MB uss=167.1MB shared=126.2MB
MEMORY: total (7 procs): pss=15.3GB uss=15.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=13.4GB pss=13.3GB uss=13.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=294.2MB pss=221.1MB uss=168.6MB shared=125.6MB
MEMORY: total (7 procs): pss=15.4GB uss=15.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=293.5MB pss=220.1MB uss=167.3MB shared=126.2MB
MEMORY: total (7 procs): pss=15.4GB uss=15.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=294.3MB pss=221.2MB uss=168.7MB shared=125.6MB
MEMORY: total (7 procs): pss=15.4GB uss=15.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=293.6MB pss=220.2MB uss=167.4MB shared=126.2MB
MEMORY: total (7 procs): pss=15.4GB uss=15.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=294.1MB pss=220.7MB uss=167.9MB shared=126.2MB
MEMORY: total (7 procs): pss=15.4GB uss=15.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=294.4MB pss=221.3MB uss=168.8MB shared=125.6MB
MEMORY: total (7 procs): pss=15.4GB uss=15.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=13.5GB pss=13.4GB uss=13.4GB shared=49.3MB
MEMORY: total (7 procs): pss=15.5GB uss=15.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=294.5MB pss=221.4MB uss=168.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=294.2MB pss=220.8MB uss=168.0MB shared=126.2MB
MEMORY: total (7 procs): pss=15.5GB uss=15.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=294.6MB pss=221.5MB uss=169.1MB shared=125.6MB
MEMORY: total (7 procs): pss=15.5GB uss=15.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=294.7MB pss=221.6MB uss=169.1MB shared=125.6MB
MEMORY: total (7 procs): pss=15.5GB uss=15.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=294.8MB pss=221.7MB uss=169.2MB shared=125.6MB
MEMORY: total (7 procs): pss=15.5GB uss=15.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=294.3MB pss=220.9MB uss=168.1MB shared=126.2MB
MEMORY: total (7 procs): pss=15.5GB uss=15.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=294.9MB pss=221.9MB uss=169.4MB shared=125.6MB
MEMORY: total (7 procs): pss=15.5GB uss=15.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=13.6GB pss=13.5GB uss=13.5GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=295.5MB pss=222.4MB uss=169.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=294.4MB pss=221.0MB uss=168.2MB shared=126.2MB
MEMORY: total (7 procs): pss=15.6GB uss=15.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=295.6MB pss=222.5MB uss=170.0MB shared=125.6MB
MEMORY: total (7 procs): pss=15.6GB uss=15.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=294.5MB pss=221.1MB uss=168.3MB shared=126.2MB
MEMORY: total (7 procs): pss=15.6GB uss=15.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=295.7MB pss=222.6MB uss=170.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=294.6MB pss=221.3MB uss=168.5MB shared=126.2MB
MEMORY: total (7 procs): pss=15.6GB uss=15.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=294.7MB pss=221.3MB uss=168.5MB shared=126.2MB
MEMORY: total (7 procs): pss=15.6GB uss=15.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=13.7GB pss=13.6GB uss=13.6GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=295.8MB pss=222.7MB uss=170.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=294.8MB pss=221.4MB uss=168.6MB shared=126.2MB
MEMORY: total (7 procs): pss=15.7GB uss=15.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=295.9MB pss=222.8MB uss=170.3MB shared=125.6MB
MEMORY: total (7 procs): pss=15.7GB uss=15.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=294.9MB pss=221.5MB uss=168.7MB shared=126.2MB
MEMORY: total (7 procs): pss=15.7GB uss=15.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=296.0MB pss=222.9MB uss=170.4MB shared=125.6MB
MEMORY: total (7 procs): pss=15.7GB uss=15.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=295.0MB pss=221.6MB uss=168.8MB shared=126.2MB
MEMORY: total (7 procs): pss=15.7GB uss=15.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=13.8GB pss=13.7GB uss=13.7GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=296.1MB pss=223.1MB uss=170.6MB shared=125.6MB
MEMORY: total (7 procs): pss=15.8GB uss=15.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=296.3MB pss=223.2MB uss=170.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=295.1MB pss=221.7MB uss=168.9MB shared=126.2MB
MEMORY: total (7 procs): pss=15.8GB uss=15.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=296.4MB pss=223.3MB uss=170.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=295.6MB pss=222.2MB uss=169.4MB shared=126.2MB
MEMORY: total (7 procs): pss=15.8GB uss=15.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=297.0MB pss=223.9MB uss=171.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=295.7MB pss=222.3MB uss=169.5MB shared=126.2MB
MEMORY: total (7 procs): pss=15.8GB uss=15.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=297.5MB pss=224.4MB uss=171.9MB shared=125.6MB
MEMORY: total (7 procs): pss=15.8GB uss=15.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=13.9GB pss=13.8GB uss=13.8GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=297.6MB pss=224.5MB uss=172.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=295.8MB pss=222.4MB uss=169.6MB shared=126.2MB
MEMORY: total (7 procs): pss=15.9GB uss=15.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=297.7MB pss=224.6MB uss=172.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=295.9MB pss=222.5MB uss=169.7MB shared=126.2MB
MEMORY: total (7 procs): pss=15.9GB uss=15.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=297.8MB pss=224.7MB uss=172.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=296.0MB pss=222.6MB uss=169.8MB shared=126.2MB
MEMORY: total (7 procs): pss=15.9GB uss=15.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=14.0GB pss=13.9GB uss=13.9GB shared=49.3MB
MEMORY: total (7 procs): pss=16.0GB uss=15.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=297.9MB pss=224.9MB uss=172.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=296.2MB pss=222.8MB uss=170.0MB shared=126.2MB
MEMORY: total (7 procs): pss=16.0GB uss=15.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=298.0MB pss=224.9MB uss=172.4MB shared=125.6MB
MEMORY: total (7 procs): pss=16.0GB uss=15.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=296.3MB pss=222.9MB uss=170.1MB shared=126.2MB
MEMORY: total (7 procs): pss=16.0GB uss=15.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=296.4MB pss=223.0MB uss=170.3MB shared=126.2MB
MEMORY: total (7 procs): pss=16.0GB uss=15.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=298.1MB pss=225.0MB uss=172.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=296.5MB pss=223.1MB uss=170.3MB shared=126.2MB
MEMORY: total (7 procs): pss=16.0GB uss=15.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=297.0MB pss=223.6MB uss=170.8MB shared=126.2MB
MEMORY: total (7 procs): pss=16.0GB uss=15.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=14.1GB pss=14.0GB uss=14.0GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=297.1MB pss=223.7MB uss=170.9MB shared=126.2MB
MEMORY: total (7 procs): pss=16.1GB uss=16.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=298.2MB pss=225.1MB uss=172.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=297.2MB pss=223.8MB uss=171.0MB shared=126.2MB
MEMORY: total (7 procs): pss=16.1GB uss=16.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=297.3MB pss=223.9MB uss=171.1MB shared=126.2MB
MEMORY: total (7 procs): pss=16.1GB uss=16.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=298.3MB pss=225.2MB uss=172.7MB shared=125.6MB
MEMORY: total (7 procs): pss=16.1GB uss=16.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=298.4MB pss=225.3MB uss=172.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=297.4MB pss=224.0MB uss=171.2MB shared=126.2MB
MEMORY: total (7 procs): pss=16.1GB uss=16.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=298.5MB pss=225.4MB uss=173.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=297.5MB pss=224.1MB uss=171.3MB shared=126.2MB
MEMORY: total (7 procs): pss=16.1GB uss=16.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=298.6MB pss=225.5MB uss=173.0MB shared=125.6MB
MEMORY: total (7 procs): pss=16.1GB uss=16.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=14.2GB pss=14.1GB uss=14.1GB shared=49.3MB
MEMORY: total (7 procs): pss=16.2GB uss=16.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=299.3MB pss=226.2MB uss=173.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=297.6MB pss=224.2MB uss=171.4MB shared=126.2MB
MEMORY: total (7 procs): pss=16.2GB uss=16.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=299.4MB pss=226.3MB uss=173.8MB shared=125.6MB
MEMORY: total (7 procs): pss=16.2GB uss=16.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=297.7MB pss=224.3MB uss=171.5MB shared=126.2MB
MEMORY: total (7 procs): pss=16.2GB uss=16.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=299.5MB pss=226.4MB uss=173.9MB shared=125.6MB
MEMORY: total (7 procs): pss=16.2GB uss=16.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=14.3GB pss=14.2GB uss=14.2GB shared=49.3MB
MEMORY: total (7 procs): pss=16.3GB uss=16.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=299.6MB pss=226.5MB uss=174.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=297.9MB pss=224.5MB uss=171.7MB shared=126.2MB
MEMORY: total (7 procs): pss=16.3GB uss=16.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=298.0MB pss=224.6MB uss=171.8MB shared=126.2MB
MEMORY: total (7 procs): pss=16.3GB uss=16.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=299.7MB pss=226.6MB uss=174.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=298.5MB pss=225.1MB uss=172.4MB shared=126.2MB
MEMORY: total (7 procs): pss=16.3GB uss=16.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=299.8MB pss=226.7MB uss=174.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=299.0MB pss=225.7MB uss=172.9MB shared=126.2MB
MEMORY: total (7 procs): pss=16.3GB uss=16.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=299.9MB pss=226.8MB uss=174.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=299.1MB pss=225.7MB uss=172.9MB shared=126.2MB
MEMORY: total (7 procs): pss=16.3GB uss=16.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=14.4GB pss=14.3GB uss=14.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=300.1MB pss=227.0MB uss=174.5MB shared=125.6MB
MEMORY: total (7 procs): pss=16.4GB uss=16.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=300.2MB pss=227.1MB uss=174.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=299.2MB pss=225.8MB uss=173.0MB shared=126.2MB
MEMORY: total (7 procs): pss=16.4GB uss=16.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=301.3MB pss=228.2MB uss=175.7MB shared=125.6MB
MEMORY: total (7 procs): pss=16.4GB uss=16.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=299.3MB pss=225.9MB uss=173.1MB shared=126.2MB
MEMORY: total (7 procs): pss=16.4GB uss=16.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=14.5GB pss=14.4GB uss=14.4GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=301.4MB pss=228.3MB uss=175.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=299.9MB pss=226.5MB uss=173.7MB shared=126.2MB
MEMORY: total (7 procs): pss=16.5GB uss=16.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=301.5MB pss=228.4MB uss=175.9MB shared=125.6MB
MEMORY: total (7 procs): pss=16.5GB uss=16.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=300.0MB pss=226.6MB uss=173.8MB shared=126.2MB
MEMORY: total (7 procs): pss=16.5GB uss=16.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=301.6MB pss=228.5MB uss=176.0MB shared=125.6MB
MEMORY: total (7 procs): pss=16.5GB uss=16.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=14.6GB pss=14.5GB uss=14.5GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=301.7MB pss=228.7MB uss=176.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=300.1MB pss=226.7MB uss=173.9MB shared=126.2MB
MEMORY: total (7 procs): pss=16.6GB uss=16.5GB
Stats:
mem_usage:GPU:0: Stats(mean=6.6GB, std_dev=0.0B, min=6.6GB, max=6.6GB, num_seqs=4175, avg_data_len=1)
train epoch 64, finished after 4175 steps, 0:22:29 elapsed (99.5% computing time)
Save model under /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.064
MEMORY: main proc python3(1781720) increased RSS: rss=14.7GB pss=14.7GB uss=14.7GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=301.8MB pss=228.7MB uss=176.2MB shared=125.6MB
MEMORY: total (7 procs): pss=16.8GB uss=16.6GB
epoch 64 score: 1.2373794239855929 error: None elapsed: 0:22:29
Stats:
mem_usage:GPU:0: Stats(mean=6.6GB, std_dev=0.0B, min=6.6GB, max=6.6GB, num_seqs=31, avg_data_len=1)
epoch 64 'dev' eval, finished after 31 steps, 0:00:03 elapsed (62.2% computing time)
Stats:
mem_usage:GPU:0: Stats(mean=6.6GB, std_dev=0.0B, min=6.6GB, max=6.6GB, num_seqs=29, avg_data_len=1)
epoch 64 'devtrain' eval, finished after 29 steps, 0:00:03 elapsed (61.3% computing time)
dev: score 1.4426778692631834 error None devtrain: score 1.4329270127424272 error None
We have stored models for epochs [4, 5, 6, ..., 62, 63, 64] and keep epochs [4, 5, 6, 7, 8, 9, 10, 11, 60, 61, 62, 63, 64].
We will delete the models of epochs [59].
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=301.9MB pss=228.8MB uss=176.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=300.3MB pss=227.0MB uss=174.2MB shared=126.2MB
MEMORY: total (7 procs): pss=16.8GB uss=16.6GB
Deleted 335.5MB.
start epoch 65 with learning rate 0.0001507611111111111 ...
[2023-10-31 01:08:09,960] INFO: Run time: 1:03:30 CPU: 0.20% RSS: 17.89GB VMS: 54.56GB
MEMORY: sub proc MPD worker(1781782) increased RSS: rss=573.6MB pss=554.7MB uss=551.2MB shared=22.4MB
MEMORY: sub proc MPD worker(1781783) increased RSS: rss=573.7MB pss=554.8MB uss=551.3MB shared=22.5MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=300.4MB pss=227.0MB uss=174.2MB shared=126.2MB
MEMORY: total (7 procs): pss=16.8GB uss=16.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=300.5MB pss=227.1MB uss=174.3MB shared=126.2MB
MEMORY: total (7 procs): pss=16.8GB uss=16.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=302.0MB pss=228.9MB uss=176.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=300.6MB pss=227.2MB uss=174.4MB shared=126.2MB
MEMORY: total (7 procs): pss=16.8GB uss=16.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=302.1MB pss=229.0MB uss=176.5MB shared=125.6MB
MEMORY: total (7 procs): pss=16.8GB uss=16.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=302.2MB pss=229.1MB uss=176.6MB shared=125.6MB
MEMORY: total (7 procs): pss=16.8GB uss=16.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=302.3MB pss=229.2MB uss=176.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=300.7MB pss=227.3MB uss=174.5MB shared=126.2MB
MEMORY: total (7 procs): pss=16.8GB uss=16.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=302.4MB pss=229.3MB uss=176.8MB shared=125.6MB
MEMORY: total (7 procs): pss=16.8GB uss=16.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=302.6MB pss=229.5MB uss=177.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=300.8MB pss=227.4MB uss=174.6MB shared=126.2MB
MEMORY: total (7 procs): pss=16.8GB uss=16.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=14.8GB pss=14.7GB uss=14.7GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=303.1MB pss=230.0MB uss=177.6MB shared=125.6MB
MEMORY: total (7 procs): pss=16.8GB uss=16.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=303.2MB pss=230.1MB uss=177.6MB shared=125.6MB
MEMORY: total (7 procs): pss=16.8GB uss=16.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=303.3MB pss=230.2MB uss=177.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=300.9MB pss=227.6MB uss=174.8MB shared=126.2MB
MEMORY: total (7 procs): pss=16.8GB uss=16.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=301.5MB pss=228.1MB uss=175.3MB shared=126.2MB
MEMORY: total (7 procs): pss=16.8GB uss=16.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=301.6MB pss=228.2MB uss=175.4MB shared=126.2MB
MEMORY: total (7 procs): pss=16.8GB uss=16.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=303.4MB pss=230.3MB uss=177.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=301.7MB pss=228.3MB uss=175.5MB shared=126.2MB
MEMORY: total (7 procs): pss=16.8GB uss=16.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=14.9GB pss=14.8GB uss=14.8GB shared=49.3MB
MEMORY: total (7 procs): pss=16.9GB uss=16.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=303.5MB pss=230.4MB uss=177.9MB shared=125.6MB
MEMORY: total (7 procs): pss=16.9GB uss=16.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=303.6MB pss=230.5MB uss=178.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=301.8MB pss=228.4MB uss=175.6MB shared=126.2MB
MEMORY: total (7 procs): pss=16.9GB uss=16.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=303.7MB pss=230.6MB uss=178.1MB shared=125.6MB
MEMORY: total (7 procs): pss=16.9GB uss=16.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=303.9MB pss=230.8MB uss=178.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=301.9MB pss=228.5MB uss=175.7MB shared=126.2MB
MEMORY: total (7 procs): pss=16.9GB uss=16.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=15.0GB pss=14.9GB uss=14.9GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=304.0MB pss=230.9MB uss=178.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=302.0MB pss=228.6MB uss=175.8MB shared=126.2MB
MEMORY: total (7 procs): pss=17.0GB uss=16.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=304.6MB pss=231.6MB uss=179.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=302.1MB pss=228.8MB uss=176.0MB shared=126.2MB
MEMORY: total (7 procs): pss=17.0GB uss=16.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=304.7MB pss=231.6MB uss=179.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=302.2MB pss=228.8MB uss=176.1MB shared=126.2MB
MEMORY: total (7 procs): pss=17.0GB uss=16.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=302.3MB pss=228.9MB uss=176.1MB shared=126.2MB
MEMORY: total (7 procs): pss=17.0GB uss=16.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=304.8MB pss=231.7MB uss=179.2MB shared=125.6MB
MEMORY: total (7 procs): pss=17.0GB uss=16.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=304.9MB pss=231.8MB uss=179.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=302.4MB pss=229.0MB uss=176.2MB shared=126.2MB
MEMORY: total (7 procs): pss=17.0GB uss=16.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=305.0MB pss=231.9MB uss=179.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=302.5MB pss=229.1MB uss=176.3MB shared=126.2MB
MEMORY: total (7 procs): pss=17.0GB uss=16.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=303.0MB pss=229.6MB uss=176.8MB shared=126.2MB
MEMORY: total (7 procs): pss=17.0GB uss=16.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=15.1GB pss=15.0GB uss=15.0GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=305.1MB pss=232.0MB uss=179.5MB shared=125.6MB
MEMORY: total (7 procs): pss=17.1GB uss=17.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=305.3MB pss=232.2MB uss=179.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=303.1MB pss=229.8MB uss=177.0MB shared=126.2MB
MEMORY: total (7 procs): pss=17.1GB uss=17.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=305.4MB pss=232.3MB uss=179.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=303.2MB pss=229.8MB uss=177.0MB shared=126.2MB
MEMORY: total (7 procs): pss=17.1GB uss=17.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=305.9MB pss=232.9MB uss=180.4MB shared=125.6MB
MEMORY: total (7 procs): pss=17.1GB uss=17.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=306.0MB pss=232.9MB uss=180.4MB shared=125.6MB
MEMORY: total (7 procs): pss=17.1GB uss=17.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=303.3MB pss=229.9MB uss=177.1MB shared=126.2MB
MEMORY: total (7 procs): pss=17.1GB uss=17.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=15.2GB pss=15.1GB uss=15.1GB shared=49.3MB
MEMORY: total (7 procs): pss=17.2GB uss=17.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=306.1MB pss=233.0MB uss=180.5MB shared=125.6MB
MEMORY: total (7 procs): pss=17.2GB uss=17.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=303.4MB pss=230.0MB uss=177.2MB shared=126.2MB
MEMORY: total (7 procs): pss=17.2GB uss=17.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=306.2MB pss=233.1MB uss=180.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=303.6MB pss=230.2MB uss=177.4MB shared=126.2MB
MEMORY: total (7 procs): pss=17.2GB uss=17.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=306.3MB pss=233.2MB uss=180.7MB shared=125.6MB
MEMORY: total (7 procs): pss=17.2GB uss=17.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=303.7MB pss=230.3MB uss=177.5MB shared=126.2MB
MEMORY: total (7 procs): pss=17.2GB uss=17.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=306.4MB pss=233.3MB uss=180.8MB shared=125.6MB
MEMORY: total (7 procs): pss=17.2GB uss=17.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=15.3GB pss=15.2GB uss=15.2GB shared=49.3MB
MEMORY: total (7 procs): pss=17.3GB uss=17.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=306.5MB pss=233.4MB uss=180.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=303.9MB pss=230.5MB uss=177.7MB shared=126.2MB
MEMORY: total (7 procs): pss=17.3GB uss=17.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=304.0MB pss=230.6MB uss=177.8MB shared=126.2MB
MEMORY: total (7 procs): pss=17.3GB uss=17.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=304.5MB pss=231.1MB uss=178.3MB shared=126.2MB
MEMORY: total (7 procs): pss=17.3GB uss=17.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=306.6MB pss=233.5MB uss=181.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=305.0MB pss=231.6MB uss=178.8MB shared=126.2MB
MEMORY: total (7 procs): pss=17.3GB uss=17.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=305.1MB pss=231.7MB uss=178.9MB shared=126.2MB
MEMORY: total (7 procs): pss=17.3GB uss=17.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=15.4GB pss=15.3GB uss=15.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=306.7MB pss=233.6MB uss=181.1MB shared=125.6MB
MEMORY: total (7 procs): pss=17.4GB uss=17.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=306.8MB pss=233.7MB uss=181.2MB shared=125.6MB
MEMORY: total (7 procs): pss=17.4GB uss=17.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=306.9MB pss=233.8MB uss=181.3MB shared=125.6MB
MEMORY: total (7 procs): pss=17.4GB uss=17.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=307.0MB pss=233.9MB uss=181.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=305.2MB pss=231.8MB uss=179.0MB shared=126.2MB
MEMORY: total (7 procs): pss=17.4GB uss=17.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=307.1MB pss=234.0MB uss=181.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=305.3MB pss=231.9MB uss=179.1MB shared=126.2MB
MEMORY: total (7 procs): pss=17.4GB uss=17.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=307.6MB pss=234.5MB uss=182.0MB shared=125.6MB
MEMORY: total (7 procs): pss=17.4GB uss=17.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=307.7MB pss=234.6MB uss=182.1MB shared=125.6MB
MEMORY: total (7 procs): pss=17.4GB uss=17.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=15.5GB pss=15.4GB uss=15.4GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=305.9MB pss=232.5MB uss=179.7MB shared=126.2MB
MEMORY: total (7 procs): pss=17.5GB uss=17.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=307.8MB pss=234.7MB uss=182.2MB shared=125.6MB
MEMORY: total (7 procs): pss=17.5GB uss=17.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=307.9MB pss=234.8MB uss=182.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=306.0MB pss=232.6MB uss=179.8MB shared=126.2MB
MEMORY: total (7 procs): pss=17.5GB uss=17.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=15.6GB pss=15.5GB uss=15.5GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=308.0MB pss=234.9MB uss=182.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=306.1MB pss=232.7MB uss=179.9MB shared=126.2MB
MEMORY: total (7 procs): pss=17.6GB uss=17.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=308.1MB pss=235.0MB uss=182.5MB shared=125.6MB
MEMORY: total (7 procs): pss=17.6GB uss=17.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=306.2MB pss=232.8MB uss=180.0MB shared=126.2MB
MEMORY: total (7 procs): pss=17.6GB uss=17.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=308.2MB pss=235.1MB uss=182.6MB shared=125.6MB
MEMORY: total (7 procs): pss=17.6GB uss=17.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=308.4MB pss=235.3MB uss=182.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=306.3MB pss=233.0MB uss=180.2MB shared=126.2MB
MEMORY: total (7 procs): pss=17.6GB uss=17.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=308.5MB pss=235.4MB uss=182.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=306.4MB pss=233.0MB uss=180.2MB shared=126.2MB
MEMORY: total (7 procs): pss=17.6GB uss=17.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=309.1MB pss=236.0MB uss=183.5MB shared=125.6MB
MEMORY: total (7 procs): pss=17.6GB uss=17.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=15.7GB pss=15.6GB uss=15.6GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=309.2MB pss=236.1MB uss=183.6MB shared=125.6MB
MEMORY: total (7 procs): pss=17.7GB uss=17.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=306.5MB pss=233.1MB uss=180.3MB shared=126.2MB
MEMORY: total (7 procs): pss=17.7GB uss=17.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=309.3MB pss=236.3MB uss=183.8MB shared=125.6MB
MEMORY: total (7 procs): pss=17.7GB uss=17.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=309.5MB pss=236.4MB uss=183.9MB shared=125.6MB
MEMORY: total (7 procs): pss=17.7GB uss=17.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=306.6MB pss=233.2MB uss=180.4MB shared=126.2MB
MEMORY: total (7 procs): pss=17.7GB uss=17.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=309.6MB pss=236.5MB uss=184.0MB shared=125.6MB
MEMORY: total (7 procs): pss=17.7GB uss=17.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=310.1MB pss=237.0MB uss=184.5MB shared=125.6MB
MEMORY: total (7 procs): pss=17.7GB uss=17.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=306.7MB pss=233.4MB uss=180.6MB shared=126.2MB
MEMORY: total (7 procs): pss=17.7GB uss=17.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=15.8GB pss=15.7GB uss=15.7GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=306.8MB pss=233.5MB uss=180.7MB shared=126.2MB
MEMORY: total (7 procs): pss=17.8GB uss=17.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=306.9MB pss=233.5MB uss=180.7MB shared=126.2MB
MEMORY: total (7 procs): pss=17.8GB uss=17.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=307.0MB pss=233.6MB uss=180.8MB shared=126.2MB
MEMORY: total (7 procs): pss=17.8GB uss=17.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=307.6MB pss=234.2MB uss=181.4MB shared=126.2MB
MEMORY: total (7 procs): pss=17.8GB uss=17.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=307.7MB pss=234.3MB uss=181.5MB shared=126.2MB
MEMORY: total (7 procs): pss=17.8GB uss=17.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=15.9GB pss=15.8GB uss=15.8GB shared=49.3MB
MEMORY: total (7 procs): pss=17.9GB uss=17.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=310.7MB pss=237.6MB uss=185.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=307.8MB pss=234.4MB uss=181.6MB shared=126.2MB
MEMORY: total (7 procs): pss=17.9GB uss=17.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=310.8MB pss=237.7MB uss=185.2MB shared=125.6MB
MEMORY: total (7 procs): pss=17.9GB uss=17.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=310.9MB pss=237.8MB uss=185.3MB shared=125.6MB
MEMORY: total (7 procs): pss=17.9GB uss=17.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=311.0MB pss=237.9MB uss=185.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=307.9MB pss=234.6MB uss=181.8MB shared=126.2MB
MEMORY: total (7 procs): pss=17.9GB uss=17.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=308.0MB pss=234.6MB uss=181.8MB shared=126.2MB
MEMORY: total (7 procs): pss=17.9GB uss=17.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=16.0GB pss=15.9GB uss=15.9GB shared=49.3MB
MEMORY: total (7 procs): pss=18.0GB uss=17.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=311.1MB pss=238.0MB uss=185.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=308.2MB pss=234.8MB uss=182.0MB shared=126.2MB
MEMORY: total (7 procs): pss=18.0GB uss=17.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=308.3MB pss=234.9MB uss=182.1MB shared=126.2MB
MEMORY: total (7 procs): pss=18.0GB uss=17.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=311.2MB pss=238.1MB uss=185.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=308.4MB pss=235.0MB uss=182.2MB shared=126.2MB
MEMORY: total (7 procs): pss=18.0GB uss=17.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=309.0MB pss=235.6MB uss=182.8MB shared=126.2MB
MEMORY: total (7 procs): pss=18.0GB uss=17.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=311.3MB pss=238.2MB uss=185.7MB shared=125.6MB
MEMORY: total (7 procs): pss=18.0GB uss=17.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=309.1MB pss=235.7MB uss=182.9MB shared=126.2MB
MEMORY: total (7 procs): pss=18.0GB uss=17.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=16.1GB pss=16.0GB uss=16.0GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=311.4MB pss=238.3MB uss=185.8MB shared=125.6MB
MEMORY: total (7 procs): pss=18.1GB uss=18.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=311.5MB pss=238.5MB uss=186.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=309.2MB pss=235.8MB uss=183.0MB shared=126.2MB
MEMORY: total (7 procs): pss=18.1GB uss=18.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=311.6MB pss=238.5MB uss=186.0MB shared=125.6MB
MEMORY: total (7 procs): pss=18.1GB uss=18.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=312.1MB pss=239.0MB uss=186.5MB shared=125.6MB
MEMORY: total (7 procs): pss=18.1GB uss=18.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=312.5MB pss=239.5MB uss=187.0MB shared=125.6MB
MEMORY: total (7 procs): pss=18.1GB uss=18.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=312.6MB pss=239.5MB uss=187.0MB shared=125.6MB
MEMORY: total (7 procs): pss=18.1GB uss=18.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=309.3MB pss=235.9MB uss=183.1MB shared=126.2MB
MEMORY: total (7 procs): pss=18.1GB uss=18.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=312.7MB pss=239.6MB uss=187.1MB shared=125.6MB
MEMORY: total (7 procs): pss=18.1GB uss=18.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=16.2GB pss=16.1GB uss=16.1GB shared=49.3MB
MEMORY: total (7 procs): pss=18.2GB uss=18.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=309.4MB pss=236.0MB uss=183.2MB shared=126.2MB
MEMORY: total (7 procs): pss=18.2GB uss=18.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=312.8MB pss=239.7MB uss=187.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=309.5MB pss=236.1MB uss=183.3MB shared=126.2MB
MEMORY: total (7 procs): pss=18.2GB uss=18.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=313.3MB pss=240.3MB uss=187.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=309.6MB pss=236.2MB uss=183.4MB shared=126.2MB
MEMORY: total (7 procs): pss=18.2GB uss=18.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=313.4MB pss=240.3MB uss=187.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=309.7MB pss=236.3MB uss=183.5MB shared=126.2MB
MEMORY: total (7 procs): pss=18.2GB uss=18.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=309.8MB pss=236.4MB uss=183.6MB shared=126.2MB
MEMORY: total (7 procs): pss=18.2GB uss=18.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=16.3GB pss=16.2GB uss=16.2GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=313.5MB pss=240.4MB uss=187.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=310.0MB pss=236.6MB uss=183.8MB shared=126.2MB
MEMORY: total (7 procs): pss=18.3GB uss=18.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=310.5MB pss=237.1MB uss=184.3MB shared=126.2MB
MEMORY: total (7 procs): pss=18.3GB uss=18.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=313.6MB pss=240.5MB uss=188.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=310.6MB pss=237.2MB uss=184.5MB shared=126.2MB
MEMORY: total (7 procs): pss=18.3GB uss=18.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=313.7MB pss=240.6MB uss=188.1MB shared=125.6MB
MEMORY: total (7 procs): pss=18.3GB uss=18.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=313.8MB pss=240.7MB uss=188.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=310.7MB pss=237.3MB uss=184.5MB shared=126.2MB
MEMORY: total (7 procs): pss=18.3GB uss=18.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=16.4GB pss=16.3GB uss=16.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=313.9MB pss=240.8MB uss=188.3MB shared=125.6MB
MEMORY: total (7 procs): pss=18.4GB uss=18.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=310.8MB pss=237.4MB uss=184.6MB shared=126.2MB
MEMORY: total (7 procs): pss=18.4GB uss=18.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=314.0MB pss=240.9MB uss=188.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=310.9MB pss=237.5MB uss=184.7MB shared=126.2MB
MEMORY: total (7 procs): pss=18.4GB uss=18.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=314.1MB pss=241.0MB uss=188.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=311.1MB pss=237.7MB uss=184.9MB shared=126.2MB
MEMORY: total (7 procs): pss=18.4GB uss=18.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=314.2MB pss=241.1MB uss=188.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=311.2MB pss=237.8MB uss=185.0MB shared=126.2MB
MEMORY: total (7 procs): pss=18.4GB uss=18.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=16.5GB pss=16.4GB uss=16.4GB shared=49.3MB
MEMORY: total (7 procs): pss=18.5GB uss=18.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=314.3MB pss=241.3MB uss=188.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=311.3MB pss=237.9MB uss=185.1MB shared=126.2MB
MEMORY: total (7 procs): pss=18.5GB uss=18.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=314.5MB pss=241.4MB uss=188.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=311.4MB pss=238.0MB uss=185.3MB shared=126.2MB
MEMORY: total (7 procs): pss=18.5GB uss=18.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=311.5MB pss=238.1MB uss=185.3MB shared=126.2MB
MEMORY: total (7 procs): pss=18.5GB uss=18.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=312.0MB pss=238.6MB uss=185.8MB shared=126.2MB
MEMORY: total (7 procs): pss=18.5GB uss=18.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=314.6MB pss=241.5MB uss=189.0MB shared=125.6MB
MEMORY: total (7 procs): pss=18.5GB uss=18.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=315.6MB pss=242.5MB uss=190.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=312.1MB pss=238.7MB uss=185.9MB shared=126.2MB
MEMORY: total (7 procs): pss=18.5GB uss=18.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=16.6GB pss=16.5GB uss=16.5GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=315.7MB pss=242.6MB uss=190.1MB shared=125.6MB
MEMORY: total (7 procs): pss=18.6GB uss=18.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=312.2MB pss=238.8MB uss=186.0MB shared=126.2MB
MEMORY: total (7 procs): pss=18.6GB uss=18.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=315.8MB pss=242.7MB uss=190.2MB shared=125.6MB
MEMORY: total (7 procs): pss=18.6GB uss=18.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=312.3MB pss=238.9MB uss=186.1MB shared=126.2MB
MEMORY: total (7 procs): pss=18.6GB uss=18.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=315.9MB pss=242.8MB uss=190.3MB shared=125.6MB
MEMORY: total (7 procs): pss=18.6GB uss=18.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=316.0MB pss=242.9MB uss=190.4MB shared=125.6MB
MEMORY: total (7 procs): pss=18.6GB uss=18.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=16.7GB pss=16.6GB uss=16.6GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=312.4MB pss=239.0MB uss=186.2MB shared=126.2MB
MEMORY: total (7 procs): pss=18.7GB uss=18.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=316.6MB pss=243.5MB uss=191.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=312.5MB pss=239.2MB uss=186.4MB shared=126.2MB
MEMORY: total (7 procs): pss=18.7GB uss=18.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=312.6MB pss=239.2MB uss=186.4MB shared=126.2MB
MEMORY: total (7 procs): pss=18.7GB uss=18.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=312.7MB pss=239.3MB uss=186.5MB shared=126.2MB
MEMORY: total (7 procs): pss=18.7GB uss=18.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=316.7MB pss=243.6MB uss=191.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=312.8MB pss=239.4MB uss=186.6MB shared=126.2MB
MEMORY: total (7 procs): pss=18.7GB uss=18.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=312.9MB pss=239.5MB uss=186.7MB shared=126.2MB
MEMORY: total (7 procs): pss=18.7GB uss=18.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=313.4MB pss=240.0MB uss=187.2MB shared=126.2MB
MEMORY: total (7 procs): pss=18.7GB uss=18.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=16.8GB pss=16.7GB uss=16.7GB shared=49.3MB
MEMORY: total (7 procs): pss=18.8GB uss=18.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=316.8MB pss=243.8MB uss=191.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=313.9MB pss=240.6MB uss=187.8MB shared=126.2MB
MEMORY: total (7 procs): pss=18.8GB uss=18.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=316.9MB pss=243.8MB uss=191.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=314.0MB pss=240.6MB uss=187.8MB shared=126.2MB
MEMORY: total (7 procs): pss=18.8GB uss=18.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=317.0MB pss=243.9MB uss=191.4MB shared=125.6MB
MEMORY: total (7 procs): pss=18.8GB uss=18.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=314.1MB pss=240.7MB uss=187.9MB shared=126.2MB
MEMORY: total (7 procs): pss=18.8GB uss=18.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=317.1MB pss=244.0MB uss=191.5MB shared=125.6MB
MEMORY: total (7 procs): pss=18.8GB uss=18.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=16.9GB pss=16.8GB uss=16.8GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=314.2MB pss=240.8MB uss=188.0MB shared=126.2MB
MEMORY: total (7 procs): pss=18.9GB uss=18.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=314.3MB pss=240.9MB uss=188.1MB shared=126.2MB
MEMORY: total (7 procs): pss=18.9GB uss=18.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=317.2MB pss=244.1MB uss=191.6MB shared=125.6MB
MEMORY: total (7 procs): pss=18.9GB uss=18.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=317.3MB pss=244.3MB uss=191.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=314.8MB pss=241.5MB uss=188.7MB shared=126.2MB
MEMORY: total (7 procs): pss=18.9GB uss=18.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=317.4MB pss=244.3MB uss=191.8MB shared=125.6MB
MEMORY: total (7 procs): pss=18.9GB uss=18.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=314.9MB pss=241.5MB uss=188.7MB shared=126.2MB
MEMORY: total (7 procs): pss=18.9GB uss=18.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=317.5MB pss=244.4MB uss=191.9MB shared=125.6MB
MEMORY: total (7 procs): pss=18.9GB uss=18.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=318.1MB pss=245.0MB uss=192.5MB shared=125.6MB
MEMORY: total (7 procs): pss=18.9GB uss=18.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=318.2MB pss=245.1MB uss=192.6MB shared=125.6MB
MEMORY: total (7 procs): pss=18.9GB uss=18.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=17.0GB pss=16.9GB uss=16.9GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=315.0MB pss=241.6MB uss=188.8MB shared=126.2MB
MEMORY: total (7 procs): pss=19.0GB uss=18.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=318.3MB pss=245.2MB uss=192.7MB shared=125.6MB
MEMORY: total (7 procs): pss=19.0GB uss=18.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=315.1MB pss=241.7MB uss=188.9MB shared=126.2MB
MEMORY: total (7 procs): pss=19.0GB uss=18.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=318.4MB pss=245.3MB uss=192.8MB shared=125.6MB
MEMORY: total (7 procs): pss=19.0GB uss=18.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=315.2MB pss=241.8MB uss=189.1MB shared=126.2MB
MEMORY: total (7 procs): pss=19.0GB uss=18.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=315.3MB pss=241.9MB uss=189.1MB shared=126.2MB
MEMORY: total (7 procs): pss=19.0GB uss=18.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=318.5MB pss=245.4MB uss=192.9MB shared=125.6MB
MEMORY: total (7 procs): pss=19.0GB uss=18.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=17.1GB pss=17.0GB uss=17.0GB shared=49.3MB
MEMORY: total (7 procs): pss=19.1GB uss=19.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=318.6MB pss=245.5MB uss=193.0MB shared=125.6MB
MEMORY: total (7 procs): pss=19.1GB uss=19.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=318.7MB pss=245.6MB uss=193.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=315.4MB pss=242.0MB uss=189.2MB shared=126.2MB
MEMORY: total (7 procs): pss=19.1GB uss=19.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=318.8MB pss=245.8MB uss=193.3MB shared=125.6MB
MEMORY: total (7 procs): pss=19.1GB uss=19.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=319.0MB pss=245.9MB uss=193.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=315.5MB pss=242.1MB uss=189.3MB shared=126.2MB
MEMORY: total (7 procs): pss=19.1GB uss=19.0GB
Stats:
mem_usage:GPU:0: Stats(mean=6.6GB, std_dev=1.0MB, min=6.6GB, max=6.6GB, num_seqs=4190, avg_data_len=1)
train epoch 65, finished after 4190 steps, 0:21:26 elapsed (99.5% computing time)
Save model under /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.065
[2023-10-31 01:21:52,029] INFO: Run time: 1:17:12 CPU: 0.20% RSS: 19.74GB VMS: 57.09GB
MEMORY: main proc python3(1781720) increased RSS: rss=17.4GB pss=17.3GB uss=17.3GB shared=49.3MB
epoch 65 score: 1.2422427488333752 error: None elapsed: 0:21:26
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
Stats:
mem_usage:GPU:0: Stats(mean=6.6GB, std_dev=0.0B, min=6.6GB, max=6.6GB, num_seqs=31, avg_data_len=1)
epoch 65 'dev' eval, finished after 31 steps, 0:00:03 elapsed (62.2% computing time)
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=319.6MB pss=246.5MB uss=194.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=315.6MB pss=242.2MB uss=189.4MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
Stats:
mem_usage:GPU:0: Stats(mean=6.6GB, std_dev=0.0B, min=6.6GB, max=6.6GB, num_seqs=29, avg_data_len=1)
epoch 65 'devtrain' eval, finished after 29 steps, 0:00:03 elapsed (61.0% computing time)
dev: score 1.3959701418159443 error None devtrain: score 1.3859798670430228 error None
We have stored models for epochs [4, 5, 6, ..., 63, 64, 65] and keep epochs [4, 5, 6, 7, 8, 9, 10, 11, 61, 62, 63, 64, 65].
We will delete the models of epochs [60].
Deleted 335.5MB.
start epoch 66 with learning rate 0.00015290972222222222 ...
[2023-10-31 01:41:40,053] INFO: Run time: 1:37:00 CPU: 0.40% RSS: 21.72GB VMS: 59.63GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=319.7MB pss=246.6MB uss=194.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=315.7MB pss=242.3MB uss=189.6MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=315.8MB pss=242.4MB uss=189.6MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=319.8MB pss=246.7MB uss=194.2MB shared=125.6MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=319.9MB pss=246.8MB uss=194.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=315.9MB pss=242.5MB uss=189.8MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=316.5MB pss=243.1MB uss=190.3MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=320.0MB pss=246.9MB uss=194.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=316.6MB pss=243.2MB uss=190.4MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=316.7MB pss=243.3MB uss=190.5MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=320.1MB pss=247.0MB uss=194.5MB shared=125.6MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=320.2MB pss=247.1MB uss=194.6MB shared=125.6MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=320.3MB pss=247.2MB uss=194.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=316.8MB pss=243.4MB uss=190.6MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=320.4MB pss=247.4MB uss=194.9MB shared=125.6MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=320.5MB pss=247.4MB uss=194.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=316.9MB pss=243.5MB uss=190.7MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=320.6MB pss=247.5MB uss=195.0MB shared=125.6MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=321.6MB pss=248.5MB uss=196.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=317.1MB pss=243.7MB uss=190.9MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=317.2MB pss=243.8MB uss=191.0MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=321.7MB pss=248.6MB uss=196.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=317.3MB pss=243.9MB uss=191.1MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=317.4MB pss=244.0MB uss=191.3MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=317.9MB pss=244.6MB uss=191.8MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=321.8MB pss=248.7MB uss=196.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=318.0MB pss=244.6MB uss=191.8MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=321.9MB pss=248.8MB uss=196.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=318.2MB pss=244.8MB uss=192.0MB shared=126.2MB
MEMORY: total (7 procs): pss=19.4GB uss=19.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=17.5GB pss=17.4GB uss=17.4GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=322.0MB pss=248.9MB uss=196.4MB shared=125.6MB
MEMORY: total (7 procs): pss=19.5GB uss=19.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=318.3MB pss=244.9MB uss=192.1MB shared=126.2MB
MEMORY: total (7 procs): pss=19.5GB uss=19.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=322.5MB pss=249.5MB uss=197.0MB shared=125.6MB
MEMORY: total (7 procs): pss=19.5GB uss=19.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=322.6MB pss=249.5MB uss=197.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=318.4MB pss=245.0MB uss=192.2MB shared=126.2MB
MEMORY: total (7 procs): pss=19.5GB uss=19.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=322.7MB pss=249.6MB uss=197.1MB shared=125.6MB
MEMORY: total (7 procs): pss=19.5GB uss=19.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=318.5MB pss=245.1MB uss=192.3MB shared=126.2MB
MEMORY: total (7 procs): pss=19.5GB uss=19.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=17.6GB pss=17.5GB uss=17.5GB shared=49.3MB
MEMORY: total (7 procs): pss=19.6GB uss=19.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=322.8MB pss=249.7MB uss=197.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=318.6MB pss=245.2MB uss=192.4MB shared=126.2MB
MEMORY: total (7 procs): pss=19.6GB uss=19.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=318.7MB pss=245.3MB uss=192.5MB shared=126.2MB
MEMORY: total (7 procs): pss=19.6GB uss=19.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=322.9MB pss=249.8MB uss=197.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=318.8MB pss=245.4MB uss=192.7MB shared=126.2MB
MEMORY: total (7 procs): pss=19.6GB uss=19.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=318.9MB pss=245.5MB uss=192.7MB shared=126.2MB
MEMORY: total (7 procs): pss=19.6GB uss=19.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=319.4MB pss=246.0MB uss=193.2MB shared=126.2MB
MEMORY: total (7 procs): pss=19.6GB uss=19.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=323.0MB pss=249.9MB uss=197.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=319.9MB pss=246.6MB uss=193.8MB shared=126.2MB
MEMORY: total (7 procs): pss=19.6GB uss=19.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=17.7GB pss=17.6GB uss=17.6GB shared=49.3MB
MEMORY: total (7 procs): pss=19.7GB uss=19.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=323.1MB pss=250.0MB uss=197.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=320.0MB pss=246.6MB uss=193.8MB shared=126.2MB
MEMORY: total (7 procs): pss=19.7GB uss=19.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=323.2MB pss=250.1MB uss=197.6MB shared=125.6MB
MEMORY: total (7 procs): pss=19.7GB uss=19.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=323.4MB pss=250.3MB uss=197.8MB shared=125.6MB
MEMORY: total (7 procs): pss=19.7GB uss=19.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=320.1MB pss=246.7MB uss=193.9MB shared=126.2MB
MEMORY: total (7 procs): pss=19.7GB uss=19.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=323.5MB pss=250.4MB uss=197.9MB shared=125.6MB
MEMORY: total (7 procs): pss=19.7GB uss=19.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=324.1MB pss=251.0MB uss=198.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=320.2MB pss=246.8MB uss=194.0MB shared=126.2MB
MEMORY: total (7 procs): pss=19.7GB uss=19.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=324.2MB pss=251.1MB uss=198.6MB shared=125.6MB
MEMORY: total (7 procs): pss=19.7GB uss=19.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=17.8GB pss=17.7GB uss=17.7GB shared=49.3MB
MEMORY: total (7 procs): pss=19.8GB uss=19.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=320.3MB pss=246.9MB uss=194.1MB shared=126.2MB
MEMORY: total (7 procs): pss=19.8GB uss=19.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=324.4MB pss=251.3MB uss=198.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=320.4MB pss=247.0MB uss=194.2MB shared=126.2MB
MEMORY: total (7 procs): pss=19.8GB uss=19.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=324.5MB pss=251.4MB uss=198.9MB shared=125.6MB
MEMORY: total (7 procs): pss=19.8GB uss=19.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=324.6MB pss=251.5MB uss=199.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=320.9MB pss=247.5MB uss=194.7MB shared=126.2MB
MEMORY: total (7 procs): pss=19.8GB uss=19.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=324.7MB pss=251.6MB uss=199.1MB shared=125.6MB
MEMORY: total (7 procs): pss=19.8GB uss=19.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=17.9GB pss=17.8GB uss=17.8GB shared=49.3MB
MEMORY: total (7 procs): pss=19.9GB uss=19.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=324.8MB pss=251.7MB uss=199.2MB shared=125.6MB
MEMORY: total (7 procs): pss=19.9GB uss=19.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=324.9MB pss=251.9MB uss=199.4MB shared=125.6MB
MEMORY: total (7 procs): pss=19.9GB uss=19.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=325.0MB pss=251.9MB uss=199.4MB shared=125.6MB
MEMORY: total (7 procs): pss=19.9GB uss=19.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=325.1MB pss=252.0MB uss=199.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=321.0MB pss=247.6MB uss=194.8MB shared=126.2MB
MEMORY: total (7 procs): pss=19.9GB uss=19.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=18.0GB pss=17.9GB uss=17.9GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=325.7MB pss=252.6MB uss=200.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=321.1MB pss=247.7MB uss=194.9MB shared=126.2MB
MEMORY: total (7 procs): pss=20.0GB uss=19.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=325.8MB pss=252.7MB uss=200.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=321.7MB pss=248.3MB uss=195.5MB shared=126.2MB
MEMORY: total (7 procs): pss=20.0GB uss=19.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=325.9MB pss=252.8MB uss=200.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=321.8MB pss=248.4MB uss=195.6MB shared=126.2MB
MEMORY: total (7 procs): pss=20.0GB uss=19.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=321.9MB pss=248.5MB uss=195.7MB shared=126.2MB
MEMORY: total (7 procs): pss=20.0GB uss=19.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=326.0MB pss=252.9MB uss=200.4MB shared=125.6MB
MEMORY: total (7 procs): pss=20.0GB uss=19.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=18.1GB pss=18.0GB uss=18.0GB shared=49.3MB
MEMORY: total (7 procs): pss=20.1GB uss=20.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=326.2MB pss=253.1MB uss=200.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=322.0MB pss=248.6MB uss=195.8MB shared=126.2MB
MEMORY: total (7 procs): pss=20.1GB uss=20.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=326.3MB pss=253.2MB uss=200.7MB shared=125.6MB
MEMORY: total (7 procs): pss=20.1GB uss=20.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=322.1MB pss=248.7MB uss=195.9MB shared=126.2MB
MEMORY: total (7 procs): pss=20.1GB uss=20.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=326.4MB pss=253.3MB uss=200.8MB shared=125.6MB
MEMORY: total (7 procs): pss=20.1GB uss=20.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=326.6MB pss=253.5MB uss=201.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=322.3MB pss=248.9MB uss=196.1MB shared=126.2MB
MEMORY: total (7 procs): pss=20.1GB uss=20.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=322.4MB pss=249.0MB uss=196.2MB shared=126.2MB
MEMORY: total (7 procs): pss=20.1GB uss=20.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=327.1MB pss=254.0MB uss=201.6MB shared=125.6MB
MEMORY: total (7 procs): pss=20.1GB uss=20.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=18.2GB pss=18.1GB uss=18.1GB shared=49.3MB
MEMORY: total (7 procs): pss=20.2GB uss=20.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=327.2MB pss=254.1MB uss=201.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=322.6MB pss=249.2MB uss=196.4MB shared=126.2MB
MEMORY: total (7 procs): pss=20.2GB uss=20.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=322.7MB pss=249.3MB uss=196.5MB shared=126.2MB
MEMORY: total (7 procs): pss=20.2GB uss=20.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=327.3MB pss=254.2MB uss=201.7MB shared=125.6MB
MEMORY: total (7 procs): pss=20.2GB uss=20.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=323.3MB pss=249.9MB uss=197.1MB shared=126.2MB
MEMORY: total (7 procs): pss=20.2GB uss=20.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=323.4MB pss=250.0MB uss=197.2MB shared=126.2MB
MEMORY: total (7 procs): pss=20.2GB uss=20.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=327.4MB pss=254.3MB uss=201.8MB shared=125.6MB
MEMORY: total (7 procs): pss=20.2GB uss=20.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=323.5MB pss=250.1MB uss=197.3MB shared=126.2MB
MEMORY: total (7 procs): pss=20.2GB uss=20.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=18.3GB pss=18.2GB uss=18.2GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=327.5MB pss=254.5MB uss=202.0MB shared=125.6MB
MEMORY: total (7 procs): pss=20.3GB uss=20.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=327.6MB pss=254.5MB uss=202.0MB shared=125.6MB
MEMORY: total (7 procs): pss=20.3GB uss=20.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=323.6MB pss=250.2MB uss=197.4MB shared=126.2MB
MEMORY: total (7 procs): pss=20.3GB uss=20.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=327.8MB pss=254.7MB uss=202.2MB shared=125.6MB
MEMORY: total (7 procs): pss=20.3GB uss=20.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=327.9MB pss=254.8MB uss=202.3MB shared=125.6MB
MEMORY: total (7 procs): pss=20.3GB uss=20.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=328.6MB pss=255.5MB uss=203.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=323.7MB pss=250.3MB uss=197.5MB shared=126.2MB
MEMORY: total (7 procs): pss=20.4GB uss=20.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=328.7MB pss=255.6MB uss=203.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=323.8MB pss=250.4MB uss=197.6MB shared=126.2MB
MEMORY: total (7 procs): pss=20.4GB uss=20.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=18.4GB pss=18.3GB uss=18.3GB shared=49.3MB
MEMORY: total (7 procs): pss=20.5GB uss=20.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=328.8MB pss=255.7MB uss=203.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=323.9MB pss=250.5MB uss=197.7MB shared=126.2MB
MEMORY: total (7 procs): pss=20.5GB uss=20.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=329.0MB pss=255.9MB uss=203.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=324.0MB pss=250.7MB uss=197.9MB shared=126.2MB
MEMORY: total (7 procs): pss=20.5GB uss=20.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=324.1MB pss=250.7MB uss=197.9MB shared=126.2MB
MEMORY: total (7 procs): pss=20.5GB uss=20.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=329.1MB pss=256.0MB uss=203.5MB shared=125.6MB
MEMORY: total (7 procs): pss=20.5GB uss=20.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=329.2MB pss=256.1MB uss=203.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=324.8MB pss=251.4MB uss=198.6MB shared=126.2MB
MEMORY: total (7 procs): pss=20.5GB uss=20.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=324.9MB pss=251.5MB uss=198.7MB shared=126.2MB
MEMORY: total (7 procs): pss=20.5GB uss=20.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=18.5GB pss=18.4GB uss=18.4GB shared=49.3MB
MEMORY: total (7 procs): pss=20.6GB uss=20.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=329.3MB pss=256.2MB uss=203.7MB shared=125.6MB
MEMORY: total (7 procs): pss=20.6GB uss=20.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=325.0MB pss=251.6MB uss=198.8MB shared=126.2MB
MEMORY: total (7 procs): pss=20.6GB uss=20.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=329.4MB pss=256.3MB uss=203.8MB shared=125.6MB
MEMORY: total (7 procs): pss=20.6GB uss=20.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=329.5MB pss=256.4MB uss=203.9MB shared=125.6MB
MEMORY: total (7 procs): pss=20.6GB uss=20.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=325.1MB pss=251.7MB uss=198.9MB shared=126.2MB
MEMORY: total (7 procs): pss=20.6GB uss=20.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=329.6MB pss=256.5MB uss=204.0MB shared=125.6MB
MEMORY: total (7 procs): pss=20.6GB uss=20.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=18.6GB pss=18.5GB uss=18.5GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=330.6MB pss=257.5MB uss=205.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=325.2MB pss=251.8MB uss=199.0MB shared=126.2MB
MEMORY: total (7 procs): pss=20.6GB uss=20.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=325.3MB pss=251.9MB uss=199.1MB shared=126.2MB
MEMORY: total (7 procs): pss=20.6GB uss=20.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=330.7MB pss=257.6MB uss=205.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=325.4MB pss=252.0MB uss=199.2MB shared=126.2MB
MEMORY: total (7 procs): pss=20.6GB uss=20.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=325.5MB pss=252.1MB uss=199.3MB shared=126.2MB
MEMORY: total (7 procs): pss=20.6GB uss=20.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=330.8MB pss=257.7MB uss=205.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=325.6MB pss=252.2MB uss=199.4MB shared=126.2MB
MEMORY: total (7 procs): pss=20.6GB uss=20.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=330.9MB pss=257.8MB uss=205.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=325.8MB pss=252.4MB uss=199.6MB shared=126.2MB
MEMORY: total (7 procs): pss=20.6GB uss=20.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=18.7GB pss=18.6GB uss=18.6GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=326.3MB pss=252.9MB uss=200.1MB shared=126.2MB
MEMORY: total (7 procs): pss=20.8GB uss=20.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=331.0MB pss=257.9MB uss=205.4MB shared=125.6MB
MEMORY: total (7 procs): pss=20.8GB uss=20.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=331.5MB pss=258.4MB uss=206.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=326.5MB pss=253.1MB uss=200.3MB shared=126.2MB
MEMORY: total (7 procs): pss=20.8GB uss=20.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=331.6MB pss=258.5MB uss=206.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=326.6MB pss=253.2MB uss=200.4MB shared=126.2MB
MEMORY: total (7 procs): pss=20.8GB uss=20.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=326.7MB pss=253.3MB uss=200.5MB shared=126.2MB
MEMORY: total (7 procs): pss=20.8GB uss=20.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=331.7MB pss=258.6MB uss=206.1MB shared=125.6MB
MEMORY: total (7 procs): pss=20.8GB uss=20.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=18.8GB pss=18.7GB uss=18.7GB shared=49.3MB
MEMORY: total (7 procs): pss=20.9GB uss=20.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=326.8MB pss=253.4MB uss=200.6MB shared=126.2MB
MEMORY: total (7 procs): pss=20.9GB uss=20.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=331.8MB pss=258.8MB uss=206.3MB shared=125.6MB
MEMORY: total (7 procs): pss=20.9GB uss=20.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=331.9MB pss=258.8MB uss=206.3MB shared=125.6MB
MEMORY: total (7 procs): pss=20.9GB uss=20.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=332.0MB pss=258.9MB uss=206.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=326.9MB pss=253.5MB uss=200.7MB shared=126.2MB
MEMORY: total (7 procs): pss=20.9GB uss=20.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=332.1MB pss=259.0MB uss=206.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=327.0MB pss=253.6MB uss=200.8MB shared=126.2MB
MEMORY: total (7 procs): pss=20.9GB uss=20.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=327.1MB pss=253.7MB uss=200.9MB shared=126.2MB
MEMORY: total (7 procs): pss=20.9GB uss=20.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=18.9GB pss=18.8GB uss=18.8GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=332.2MB pss=259.1MB uss=206.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=327.2MB pss=253.8MB uss=201.1MB shared=126.2MB
MEMORY: total (7 procs): pss=21.0GB uss=20.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=327.7MB pss=254.4MB uss=201.6MB shared=126.2MB
MEMORY: total (7 procs): pss=21.0GB uss=20.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=327.8MB pss=254.5MB uss=201.7MB shared=126.2MB
MEMORY: total (7 procs): pss=21.0GB uss=20.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=332.3MB pss=259.3MB uss=206.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=327.9MB pss=254.5MB uss=201.7MB shared=126.2MB
MEMORY: total (7 procs): pss=21.0GB uss=20.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=332.4MB pss=259.3MB uss=206.8MB shared=125.6MB
MEMORY: total (7 procs): pss=21.0GB uss=20.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=332.5MB pss=259.4MB uss=206.9MB shared=125.6MB
MEMORY: total (7 procs): pss=21.0GB uss=20.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=332.6MB pss=259.5MB uss=207.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=328.0MB pss=254.6MB uss=201.8MB shared=126.2MB
MEMORY: total (7 procs): pss=21.0GB uss=20.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=333.1MB pss=260.1MB uss=207.6MB shared=125.6MB
MEMORY: total (7 procs): pss=21.0GB uss=20.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=19.0GB pss=18.9GB uss=18.9GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=333.2MB pss=260.1MB uss=207.6MB shared=125.6MB
MEMORY: total (7 procs): pss=21.1GB uss=20.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=333.7MB pss=260.6MB uss=208.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=328.1MB pss=254.7MB uss=201.9MB shared=126.2MB
MEMORY: total (7 procs): pss=21.1GB uss=20.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=328.6MB pss=255.2MB uss=202.4MB shared=126.2MB
MEMORY: total (7 procs): pss=21.1GB uss=20.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=333.8MB pss=260.7MB uss=208.2MB shared=125.6MB
MEMORY: total (7 procs): pss=21.1GB uss=20.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=333.9MB pss=260.8MB uss=208.3MB shared=125.6MB
MEMORY: total (7 procs): pss=21.1GB uss=20.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=19.1GB pss=19.0GB uss=19.0GB shared=49.3MB
MEMORY: total (7 procs): pss=21.2GB uss=21.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=334.1MB pss=261.0MB uss=208.5MB shared=125.6MB
MEMORY: total (7 procs): pss=21.2GB uss=21.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=328.7MB pss=255.3MB uss=202.5MB shared=126.2MB
MEMORY: total (7 procs): pss=21.2GB uss=21.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=334.2MB pss=261.1MB uss=208.6MB shared=125.6MB
MEMORY: total (7 procs): pss=21.2GB uss=21.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=334.7MB pss=261.7MB uss=209.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=329.8MB pss=256.4MB uss=203.6MB shared=126.2MB
MEMORY: total (7 procs): pss=21.2GB uss=21.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=334.8MB pss=261.7MB uss=209.2MB shared=125.6MB
MEMORY: total (7 procs): pss=21.2GB uss=21.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=19.2GB pss=19.1GB uss=19.1GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=334.9MB pss=261.8MB uss=209.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=329.9MB pss=256.5MB uss=203.7MB shared=126.2MB
MEMORY: total (7 procs): pss=21.3GB uss=21.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=335.0MB pss=262.0MB uss=209.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=330.0MB pss=256.6MB uss=203.8MB shared=126.2MB
MEMORY: total (7 procs): pss=21.3GB uss=21.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=335.1MB pss=262.0MB uss=209.5MB shared=125.6MB
MEMORY: total (7 procs): pss=21.3GB uss=21.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=330.1MB pss=256.7MB uss=203.9MB shared=126.2MB
MEMORY: total (7 procs): pss=21.3GB uss=21.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=335.2MB pss=262.2MB uss=209.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=330.2MB pss=256.8MB uss=204.0MB shared=126.2MB
MEMORY: total (7 procs): pss=21.3GB uss=21.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=335.3MB pss=262.2MB uss=209.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=330.7MB pss=257.3MB uss=204.5MB shared=126.2MB
MEMORY: total (7 procs): pss=21.3GB uss=21.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=19.3GB pss=19.2GB uss=19.2GB shared=49.3MB
MEMORY: total (7 procs): pss=21.4GB uss=21.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=335.4MB pss=262.3MB uss=209.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=330.8MB pss=257.4MB uss=204.6MB shared=126.2MB
MEMORY: total (7 procs): pss=21.4GB uss=21.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=335.5MB pss=262.4MB uss=209.9MB shared=125.6MB
MEMORY: total (7 procs): pss=21.4GB uss=21.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=330.9MB pss=257.5MB uss=204.7MB shared=126.2MB
MEMORY: total (7 procs): pss=21.4GB uss=21.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=335.6MB pss=262.5MB uss=210.0MB shared=125.6MB
MEMORY: total (7 procs): pss=21.4GB uss=21.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=336.2MB pss=263.1MB uss=210.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=331.0MB pss=257.6MB uss=204.8MB shared=126.2MB
MEMORY: total (7 procs): pss=21.4GB uss=21.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=336.3MB pss=263.2MB uss=210.8MB shared=125.6MB
MEMORY: total (7 procs): pss=21.4GB uss=21.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=19.4GB pss=19.3GB uss=19.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=336.4MB pss=263.3MB uss=210.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=331.1MB pss=257.7MB uss=204.9MB shared=126.2MB
MEMORY: total (7 procs): pss=21.5GB uss=21.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=336.5MB pss=263.4MB uss=210.9MB shared=125.6MB
MEMORY: total (7 procs): pss=21.5GB uss=21.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=331.2MB pss=257.8MB uss=205.0MB shared=126.2MB
MEMORY: total (7 procs): pss=21.5GB uss=21.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=336.6MB pss=263.5MB uss=211.0MB shared=125.6MB
MEMORY: total (7 procs): pss=21.5GB uss=21.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=331.3MB pss=257.9MB uss=205.1MB shared=126.2MB
MEMORY: total (7 procs): pss=21.5GB uss=21.3GB
Stats:
mem_usage:GPU:0: Stats(mean=7.1GB, std_dev=478.8MB, min=6.6GB, max=7.5GB, num_seqs=4199, avg_data_len=1)
train epoch 66, finished after 4199 steps, 0:20:58 elapsed (99.5% computing time)
Save model under /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.066
MEMORY: main proc python3(1781720) increased RSS: rss=19.6GB pss=19.6GB uss=19.6GB shared=49.3MB
MEMORY: total (7 procs): pss=21.7GB uss=21.6GB
epoch 66 score: 1.239375407121415 error: None elapsed: 0:20:58
MEMORY: main proc python3(1781720) increased RSS: rss=19.7GB pss=19.6GB uss=19.6GB shared=49.3MB
MEMORY: total (7 procs): pss=21.8GB uss=21.7GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=31, avg_data_len=1)
epoch 66 'dev' eval, finished after 31 steps, 0:00:03 elapsed (63.2% computing time)
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=29, avg_data_len=1)
epoch 66 'devtrain' eval, finished after 29 steps, 0:00:03 elapsed (60.6% computing time)
dev: score 1.381709769024575 error None devtrain: score 1.371463269147463 error None
We have stored models for epochs [4, 5, 6, ..., 64, 65, 66] and keep epochs [4, 5, 6, 7, 8, 9, 10, 11, 62, 63, 64, 65, 66].
We will delete the models of epochs [61].
Deleted 335.5MB.
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=336.8MB pss=263.7MB uss=211.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=331.5MB pss=258.1MB uss=205.3MB shared=126.2MB
MEMORY: total (7 procs): pss=21.8GB uss=21.7GB
start epoch 67 with learning rate 0.00015505833333333334 ...
[2023-10-31 02:01:48,207] INFO: Run time: 1:57:08 CPU: 0.20% RSS: 23.89GB VMS: 62.60GB
MEMORY: sub proc MPD worker(1781782) increased RSS: rss=573.9MB pss=555.0MB uss=551.4MB shared=22.4MB
MEMORY: sub proc MPD worker(1781783) increased RSS: rss=574.0MB pss=555.0MB uss=551.5MB shared=22.5MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=336.9MB pss=263.8MB uss=211.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=331.6MB pss=258.2MB uss=205.4MB shared=126.2MB
MEMORY: total (7 procs): pss=21.8GB uss=21.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=337.0MB pss=263.9MB uss=211.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=331.7MB pss=258.3MB uss=205.5MB shared=126.2MB
MEMORY: total (7 procs): pss=21.8GB uss=21.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=337.7MB pss=264.6MB uss=212.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=332.3MB pss=259.0MB uss=206.2MB shared=126.2MB
MEMORY: total (7 procs): pss=21.8GB uss=21.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=332.4MB pss=259.0MB uss=206.2MB shared=126.2MB
MEMORY: total (7 procs): pss=21.8GB uss=21.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=337.8MB pss=264.7MB uss=212.2MB shared=125.6MB
MEMORY: total (7 procs): pss=21.8GB uss=21.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=332.5MB pss=259.1MB uss=206.3MB shared=126.2MB
MEMORY: total (7 procs): pss=21.8GB uss=21.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=19.8GB pss=19.7GB uss=19.7GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=337.9MB pss=264.9MB uss=212.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=332.6MB pss=259.2MB uss=206.4MB shared=126.2MB
MEMORY: total (7 procs): pss=21.9GB uss=21.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=338.0MB pss=264.9MB uss=212.4MB shared=125.6MB
MEMORY: total (7 procs): pss=21.9GB uss=21.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=332.7MB pss=259.3MB uss=206.5MB shared=126.2MB
MEMORY: total (7 procs): pss=21.9GB uss=21.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=338.1MB pss=265.0MB uss=212.5MB shared=125.6MB
MEMORY: total (7 procs): pss=21.9GB uss=21.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=338.2MB pss=265.1MB uss=212.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=332.8MB pss=259.4MB uss=206.6MB shared=126.2MB
MEMORY: total (7 procs): pss=21.9GB uss=21.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=338.3MB pss=265.2MB uss=212.7MB shared=125.6MB
MEMORY: total (7 procs): pss=21.9GB uss=21.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=19.9GB pss=19.8GB uss=19.8GB shared=49.3MB
MEMORY: total (7 procs): pss=22.0GB uss=21.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=338.4MB pss=265.4MB uss=212.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=333.0MB pss=259.6MB uss=206.8MB shared=126.2MB
MEMORY: total (7 procs): pss=22.0GB uss=21.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=338.5MB pss=265.5MB uss=213.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=333.5MB pss=260.2MB uss=207.4MB shared=126.2MB
MEMORY: total (7 procs): pss=22.0GB uss=21.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=338.6MB pss=265.5MB uss=213.0MB shared=125.6MB
MEMORY: total (7 procs): pss=22.0GB uss=21.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=339.2MB pss=266.1MB uss=213.7MB shared=125.6MB
MEMORY: total (7 procs): pss=22.0GB uss=21.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=339.3MB pss=266.2MB uss=213.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=333.8MB pss=260.5MB uss=207.7MB shared=126.2MB
MEMORY: total (7 procs): pss=22.0GB uss=21.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=333.9MB pss=260.5MB uss=207.7MB shared=126.2MB
MEMORY: total (7 procs): pss=22.0GB uss=21.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=339.4MB pss=266.3MB uss=213.8MB shared=125.6MB
MEMORY: total (7 procs): pss=22.0GB uss=21.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=334.0MB pss=260.6MB uss=207.8MB shared=126.2MB
MEMORY: total (7 procs): pss=22.0GB uss=21.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=339.5MB pss=266.4MB uss=213.9MB shared=125.6MB
MEMORY: total (7 procs): pss=22.0GB uss=21.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=20.0GB pss=19.9GB uss=19.9GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=334.1MB pss=260.7MB uss=207.9MB shared=126.2MB
MEMORY: total (7 procs): pss=22.1GB uss=21.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=339.6MB pss=266.5MB uss=214.0MB shared=125.6MB
MEMORY: total (7 procs): pss=22.1GB uss=21.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=339.7MB pss=266.6MB uss=214.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=334.2MB pss=260.8MB uss=208.0MB shared=126.2MB
MEMORY: total (7 procs): pss=22.1GB uss=21.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=339.8MB pss=266.7MB uss=214.2MB shared=125.6MB
MEMORY: total (7 procs): pss=22.1GB uss=21.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=334.3MB pss=260.9MB uss=208.1MB shared=126.2MB
MEMORY: total (7 procs): pss=22.1GB uss=21.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=339.9MB pss=266.8MB uss=214.3MB shared=125.6MB
MEMORY: total (7 procs): pss=22.1GB uss=21.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=340.1MB pss=267.0MB uss=214.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=334.4MB pss=261.1MB uss=208.3MB shared=126.2MB
MEMORY: total (7 procs): pss=22.1GB uss=21.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=334.5MB pss=261.1MB uss=208.4MB shared=126.2MB
MEMORY: total (7 procs): pss=22.1GB uss=21.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=20.1GB pss=20.0GB uss=20.0GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=340.7MB pss=267.6MB uss=215.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=334.6MB pss=261.2MB uss=208.4MB shared=126.2MB
MEMORY: total (7 procs): pss=22.2GB uss=22.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=340.8MB pss=267.7MB uss=215.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=334.7MB pss=261.3MB uss=208.6MB shared=126.2MB
MEMORY: total (7 procs): pss=22.2GB uss=22.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=335.3MB pss=261.9MB uss=209.1MB shared=126.2MB
MEMORY: total (7 procs): pss=22.2GB uss=22.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=335.7MB pss=262.3MB uss=209.6MB shared=126.2MB
MEMORY: total (7 procs): pss=22.2GB uss=22.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=340.9MB pss=267.8MB uss=215.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=335.8MB pss=262.4MB uss=209.6MB shared=126.2MB
MEMORY: total (7 procs): pss=22.2GB uss=22.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=341.0MB pss=267.9MB uss=215.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=335.9MB pss=262.5MB uss=209.7MB shared=126.2MB
MEMORY: total (7 procs): pss=22.2GB uss=22.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=20.2GB pss=20.1GB uss=20.1GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=341.1MB pss=268.0MB uss=215.5MB shared=125.6MB
MEMORY: total (7 procs): pss=22.3GB uss=22.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=341.2MB pss=268.1MB uss=215.6MB shared=125.6MB
MEMORY: total (7 procs): pss=22.3GB uss=22.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=341.3MB pss=268.2MB uss=215.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=336.0MB pss=262.7MB uss=209.9MB shared=126.2MB
MEMORY: total (7 procs): pss=22.3GB uss=22.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=341.4MB pss=268.3MB uss=215.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=336.6MB pss=263.2MB uss=210.4MB shared=126.2MB
MEMORY: total (7 procs): pss=22.3GB uss=22.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=341.5MB pss=268.4MB uss=215.9MB shared=125.6MB
MEMORY: total (7 procs): pss=22.3GB uss=22.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=341.6MB pss=268.5MB uss=216.0MB shared=125.6MB
MEMORY: total (7 procs): pss=22.3GB uss=22.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=342.2MB pss=269.1MB uss=216.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=336.7MB pss=263.3MB uss=210.5MB shared=126.2MB
MEMORY: total (7 procs): pss=22.3GB uss=22.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=342.3MB pss=269.2MB uss=216.7MB shared=125.6MB
MEMORY: total (7 procs): pss=22.3GB uss=22.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=20.3GB pss=20.2GB uss=20.2GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=342.4MB pss=269.3MB uss=216.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=336.8MB pss=263.4MB uss=210.6MB shared=126.2MB
MEMORY: total (7 procs): pss=22.4GB uss=22.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=336.9MB pss=263.5MB uss=210.7MB shared=126.2MB
MEMORY: total (7 procs): pss=22.4GB uss=22.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=342.5MB pss=269.4MB uss=216.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=337.0MB pss=263.6MB uss=210.8MB shared=126.2MB
MEMORY: total (7 procs): pss=22.4GB uss=22.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=337.1MB pss=263.7MB uss=210.9MB shared=126.2MB
MEMORY: total (7 procs): pss=22.4GB uss=22.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=342.7MB pss=269.6MB uss=217.1MB shared=125.6MB
MEMORY: total (7 procs): pss=22.4GB uss=22.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=342.8MB pss=269.7MB uss=217.2MB shared=125.6MB
MEMORY: total (7 procs): pss=22.4GB uss=22.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=20.4GB pss=20.3GB uss=20.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=337.2MB pss=263.8MB uss=211.0MB shared=126.2MB
MEMORY: total (7 procs): pss=22.5GB uss=22.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=343.0MB pss=269.9MB uss=217.4MB shared=125.6MB
MEMORY: total (7 procs): pss=22.5GB uss=22.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=343.1MB pss=270.0MB uss=217.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=337.3MB pss=263.9MB uss=211.1MB shared=126.2MB
MEMORY: total (7 procs): pss=22.5GB uss=22.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=343.8MB pss=270.7MB uss=218.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=337.4MB pss=264.0MB uss=211.2MB shared=126.2MB
MEMORY: total (7 procs): pss=22.5GB uss=22.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=343.9MB pss=270.8MB uss=218.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=337.5MB pss=264.1MB uss=211.3MB shared=126.2MB
MEMORY: total (7 procs): pss=22.5GB uss=22.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=344.0MB pss=270.9MB uss=218.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=337.6MB pss=264.3MB uss=211.5MB shared=126.2MB
MEMORY: total (7 procs): pss=22.5GB uss=22.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=337.7MB pss=264.3MB uss=211.5MB shared=126.2MB
MEMORY: total (7 procs): pss=22.5GB uss=22.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=20.5GB pss=20.4GB uss=20.4GB shared=49.3MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=337.8MB pss=264.4MB uss=211.6MB shared=126.2MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=344.1MB pss=271.0MB uss=218.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=338.4MB pss=265.0MB uss=212.2MB shared=126.2MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=338.8MB pss=265.5MB uss=212.7MB shared=126.2MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=338.9MB pss=265.5MB uss=212.7MB shared=126.2MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=344.2MB pss=271.1MB uss=218.6MB shared=125.6MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=344.3MB pss=271.2MB uss=218.7MB shared=125.6MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=344.4MB pss=271.3MB uss=218.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=339.0MB pss=265.6MB uss=212.8MB shared=126.2MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=344.5MB pss=271.4MB uss=218.9MB shared=125.6MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=344.6MB pss=271.5MB uss=219.0MB shared=125.6MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=344.7MB pss=271.6MB uss=219.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=339.1MB pss=265.7MB uss=212.9MB shared=126.2MB
MEMORY: total (7 procs): pss=22.6GB uss=22.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=20.6GB pss=20.5GB uss=20.5GB shared=49.3MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=345.3MB pss=272.2MB uss=219.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=339.6MB pss=266.2MB uss=213.4MB shared=126.2MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=345.4MB pss=272.3MB uss=219.8MB shared=125.6MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=339.7MB pss=266.3MB uss=213.5MB shared=126.2MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=345.5MB pss=272.4MB uss=219.9MB shared=125.6MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=345.6MB pss=272.5MB uss=220.0MB shared=125.6MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=345.7MB pss=272.6MB uss=220.1MB shared=125.6MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=339.8MB pss=266.4MB uss=213.6MB shared=126.2MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=345.8MB pss=272.7MB uss=220.2MB shared=125.6MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=345.9MB pss=272.8MB uss=220.3MB shared=125.6MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=339.9MB pss=266.5MB uss=213.7MB shared=126.2MB
MEMORY: total (7 procs): pss=22.7GB uss=22.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=20.7GB pss=20.6GB uss=20.6GB shared=49.3MB
MEMORY: total (7 procs): pss=22.8GB uss=22.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=346.0MB pss=272.9MB uss=220.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=340.0MB pss=266.6MB uss=213.9MB shared=126.2MB
MEMORY: total (7 procs): pss=22.8GB uss=22.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=340.5MB pss=267.2MB uss=214.4MB shared=126.2MB
MEMORY: total (7 procs): pss=22.8GB uss=22.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=346.1MB pss=273.0MB uss=220.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=340.6MB pss=267.2MB uss=214.4MB shared=126.2MB
MEMORY: total (7 procs): pss=22.8GB uss=22.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=346.2MB pss=273.1MB uss=220.6MB shared=125.6MB
MEMORY: total (7 procs): pss=22.8GB uss=22.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=347.1MB pss=274.1MB uss=221.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=340.7MB pss=267.3MB uss=214.5MB shared=126.2MB
MEMORY: total (7 procs): pss=22.8GB uss=22.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=347.2MB pss=274.1MB uss=221.6MB shared=125.6MB
MEMORY: total (7 procs): pss=22.8GB uss=22.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=340.8MB pss=267.4MB uss=214.6MB shared=126.2MB
MEMORY: total (7 procs): pss=22.8GB uss=22.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=20.8GB pss=20.7GB uss=20.7GB shared=49.3MB
MEMORY: total (7 procs): pss=22.9GB uss=22.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=347.3MB pss=274.2MB uss=221.7MB shared=125.6MB
MEMORY: total (7 procs): pss=22.9GB uss=22.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=340.9MB pss=267.5MB uss=214.7MB shared=126.2MB
MEMORY: total (7 procs): pss=22.9GB uss=22.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=347.4MB pss=274.3MB uss=221.8MB shared=125.6MB
MEMORY: total (7 procs): pss=22.9GB uss=22.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=341.0MB pss=267.6MB uss=214.8MB shared=126.2MB
MEMORY: total (7 procs): pss=22.9GB uss=22.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=347.5MB pss=274.4MB uss=221.9MB shared=125.6MB
MEMORY: total (7 procs): pss=22.9GB uss=22.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=341.1MB pss=267.7MB uss=214.9MB shared=126.2MB
MEMORY: total (7 procs): pss=22.9GB uss=22.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=347.6MB pss=274.5MB uss=222.0MB shared=125.6MB
MEMORY: total (7 procs): pss=22.9GB uss=22.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=20.9GB pss=20.8GB uss=20.8GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=341.2MB pss=267.8MB uss=215.0MB shared=126.2MB
MEMORY: total (7 procs): pss=23.0GB uss=22.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=347.7MB pss=274.6MB uss=222.1MB shared=125.6MB
MEMORY: total (7 procs): pss=23.0GB uss=22.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=348.2MB pss=275.2MB uss=222.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=341.4MB pss=268.0MB uss=215.3MB shared=126.2MB
MEMORY: total (7 procs): pss=23.0GB uss=22.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=348.7MB pss=275.6MB uss=223.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=341.5MB pss=268.1MB uss=215.3MB shared=126.2MB
MEMORY: total (7 procs): pss=23.0GB uss=22.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=348.8MB pss=275.7MB uss=223.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=342.2MB pss=268.8MB uss=216.0MB shared=126.2MB
MEMORY: total (7 procs): pss=23.0GB uss=22.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=348.9MB pss=275.8MB uss=223.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=342.3MB pss=268.9MB uss=216.1MB shared=126.2MB
MEMORY: total (7 procs): pss=23.0GB uss=22.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=342.4MB pss=269.1MB uss=216.3MB shared=126.2MB
MEMORY: total (7 procs): pss=23.0GB uss=22.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=21.0GB pss=20.9GB uss=20.9GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=342.5MB pss=269.1MB uss=216.4MB shared=126.2MB
MEMORY: total (7 procs): pss=23.1GB uss=23.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=349.0MB pss=275.9MB uss=223.4MB shared=125.6MB
MEMORY: total (7 procs): pss=23.1GB uss=23.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=342.6MB pss=269.2MB uss=216.4MB shared=126.2MB
MEMORY: total (7 procs): pss=23.1GB uss=23.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=349.1MB pss=276.0MB uss=223.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=342.7MB pss=269.3MB uss=216.5MB shared=126.2MB
MEMORY: total (7 procs): pss=23.1GB uss=23.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=349.2MB pss=276.1MB uss=223.6MB shared=125.6MB
MEMORY: total (7 procs): pss=23.1GB uss=23.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=342.8MB pss=269.4MB uss=216.6MB shared=126.2MB
MEMORY: total (7 procs): pss=23.1GB uss=23.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=349.3MB pss=276.2MB uss=223.7MB shared=125.6MB
MEMORY: total (7 procs): pss=23.1GB uss=23.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=349.4MB pss=276.3MB uss=223.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=342.9MB pss=269.5MB uss=216.7MB shared=126.2MB
MEMORY: total (7 procs): pss=23.1GB uss=23.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=21.1GB pss=21.0GB uss=21.0GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=349.5MB pss=276.4MB uss=223.9MB shared=125.6MB
MEMORY: total (7 procs): pss=23.2GB uss=23.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=343.0MB pss=269.6MB uss=216.8MB shared=126.2MB
MEMORY: total (7 procs): pss=23.2GB uss=23.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=349.7MB pss=276.6MB uss=224.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=343.1MB pss=269.8MB uss=217.0MB shared=126.2MB
MEMORY: total (7 procs): pss=23.2GB uss=23.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=343.7MB pss=270.3MB uss=217.5MB shared=126.2MB
MEMORY: total (7 procs): pss=23.2GB uss=23.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=349.8MB pss=276.7MB uss=224.2MB shared=125.6MB
MEMORY: total (7 procs): pss=23.2GB uss=23.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=344.1MB pss=270.8MB uss=218.0MB shared=126.2MB
MEMORY: total (7 procs): pss=23.2GB uss=23.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=350.0MB pss=276.9MB uss=224.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=344.2MB pss=270.8MB uss=218.0MB shared=126.2MB
MEMORY: total (7 procs): pss=23.2GB uss=23.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=350.5MB pss=277.4MB uss=224.9MB shared=125.6MB
MEMORY: total (7 procs): pss=23.2GB uss=23.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=350.6MB pss=277.5MB uss=225.0MB shared=125.6MB
MEMORY: total (7 procs): pss=23.2GB uss=23.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=350.7MB pss=277.6MB uss=225.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=344.3MB pss=270.9MB uss=218.1MB shared=126.2MB
MEMORY: total (7 procs): pss=23.2GB uss=23.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=21.2GB pss=21.1GB uss=21.1GB shared=49.3MB
MEMORY: total (7 procs): pss=23.3GB uss=23.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=350.8MB pss=277.7MB uss=225.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=344.4MB pss=271.0MB uss=218.2MB shared=126.2MB
MEMORY: total (7 procs): pss=23.3GB uss=23.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=344.5MB pss=271.1MB uss=218.3MB shared=126.2MB
MEMORY: total (7 procs): pss=23.3GB uss=23.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=344.6MB pss=271.2MB uss=218.4MB shared=126.2MB
MEMORY: total (7 procs): pss=23.3GB uss=23.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=350.9MB pss=277.8MB uss=225.3MB shared=125.6MB
MEMORY: total (7 procs): pss=23.3GB uss=23.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=351.0MB pss=277.9MB uss=225.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=345.1MB pss=271.8MB uss=219.0MB shared=126.2MB
MEMORY: total (7 procs): pss=23.3GB uss=23.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=351.1MB pss=278.0MB uss=225.5MB shared=125.6MB
MEMORY: total (7 procs): pss=23.3GB uss=23.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=345.2MB pss=271.8MB uss=219.0MB shared=126.2MB
MEMORY: total (7 procs): pss=23.3GB uss=23.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=21.3GB pss=21.2GB uss=21.2GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=351.3MB pss=278.2MB uss=225.7MB shared=125.6MB
MEMORY: total (7 procs): pss=23.4GB uss=23.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=351.4MB pss=278.3MB uss=225.8MB shared=125.6MB
MEMORY: total (7 procs): pss=23.4GB uss=23.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=345.3MB pss=271.9MB uss=219.1MB shared=126.2MB
MEMORY: total (7 procs): pss=23.4GB uss=23.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=352.1MB pss=279.0MB uss=226.5MB shared=125.6MB
MEMORY: total (7 procs): pss=23.4GB uss=23.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=345.4MB pss=272.0MB uss=219.2MB shared=126.2MB
MEMORY: total (7 procs): pss=23.4GB uss=23.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=352.2MB pss=279.1MB uss=226.6MB shared=125.6MB
MEMORY: total (7 procs): pss=23.4GB uss=23.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=345.5MB pss=272.1MB uss=219.3MB shared=126.2MB
MEMORY: total (7 procs): pss=23.4GB uss=23.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=352.3MB pss=279.3MB uss=226.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=345.6MB pss=272.2MB uss=219.4MB shared=126.2MB
MEMORY: total (7 procs): pss=23.4GB uss=23.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=352.4MB pss=279.3MB uss=226.8MB shared=125.6MB
MEMORY: total (7 procs): pss=23.4GB uss=23.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=21.4GB pss=21.3GB uss=21.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=345.7MB pss=272.3MB uss=219.5MB shared=126.2MB
MEMORY: total (7 procs): pss=23.5GB uss=23.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=352.5MB pss=279.4MB uss=226.9MB shared=125.6MB
MEMORY: total (7 procs): pss=23.5GB uss=23.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=345.8MB pss=272.4MB uss=219.6MB shared=126.2MB
MEMORY: total (7 procs): pss=23.5GB uss=23.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=352.6MB pss=279.6MB uss=227.1MB shared=125.6MB
MEMORY: total (7 procs): pss=23.5GB uss=23.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=352.7MB pss=279.6MB uss=227.1MB shared=125.6MB
MEMORY: total (7 procs): pss=23.5GB uss=23.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=352.9MB pss=279.8MB uss=227.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=346.0MB pss=272.7MB uss=219.9MB shared=126.2MB
MEMORY: total (7 procs): pss=23.5GB uss=23.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=346.1MB pss=272.7MB uss=219.9MB shared=126.2MB
MEMORY: total (7 procs): pss=23.5GB uss=23.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=353.0MB pss=279.9MB uss=227.4MB shared=125.6MB
MEMORY: total (7 procs): pss=23.5GB uss=23.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=21.5GB pss=21.4GB uss=21.4GB shared=49.3MB
MEMORY: total (7 procs): pss=23.6GB uss=23.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=354.1MB pss=281.0MB uss=228.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=347.2MB pss=273.8MB uss=221.0MB shared=126.2MB
MEMORY: total (7 procs): pss=23.6GB uss=23.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=354.2MB pss=281.1MB uss=228.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=347.3MB pss=273.9MB uss=221.1MB shared=126.2MB
MEMORY: total (7 procs): pss=23.6GB uss=23.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=354.3MB pss=281.2MB uss=228.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=347.4MB pss=274.0MB uss=221.2MB shared=126.2MB
MEMORY: total (7 procs): pss=23.6GB uss=23.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=354.4MB pss=281.3MB uss=228.8MB shared=125.6MB
MEMORY: total (7 procs): pss=23.6GB uss=23.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=21.6GB pss=21.5GB uss=21.5GB shared=49.3MB
MEMORY: total (7 procs): pss=23.7GB uss=23.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=354.5MB pss=281.4MB uss=228.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=347.5MB pss=274.2MB uss=221.4MB shared=126.2MB
MEMORY: total (7 procs): pss=23.7GB uss=23.6GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=4143, avg_data_len=1)
train epoch 67, finished after 4143 steps, 0:19:52 elapsed (99.4% computing time)
Save model under /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.067
epoch 67 score: 1.2387008987911692 error: None elapsed: 0:19:52
MEMORY: main proc python3(1781720) increased RSS: rss=21.7GB pss=21.7GB uss=21.7GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=354.6MB pss=281.5MB uss=229.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=347.6MB pss=274.2MB uss=221.4MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=31, avg_data_len=1)
epoch 67 'dev' eval, finished after 31 steps, 0:00:03 elapsed (62.3% computing time)
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=29, avg_data_len=1)
epoch 67 'devtrain' eval, finished after 29 steps, 0:00:03 elapsed (61.9% computing time)
dev: score 1.6138407588263644 error None devtrain: score 1.5968489763866855 error None
We have stored models for epochs [4, 5, 6, ..., 65, 66, 67] and keep epochs [4, 5, 6, 7, 8, 9, 10, 11, 63, 64, 65, 66, 67].
We will delete the models of epochs [62].
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=355.1MB pss=282.0MB uss=229.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=348.2MB pss=274.9MB uss=222.1MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
Deleted 335.5MB.
start epoch 68 with learning rate 0.00015720694444444443 ...
MEMORY: sub proc MPD seq order(1781781) increased RSS: rss=573.3MB pss=555.2MB uss=551.8MB shared=21.5MB
MEMORY: sub proc MPD worker(1781782) increased RSS: rss=574.0MB pss=555.1MB uss=551.5MB shared=22.4MB
MEMORY: sub proc MPD worker(1781783) increased RSS: rss=574.1MB pss=555.1MB uss=551.6MB shared=22.5MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=348.3MB pss=274.9MB uss=222.1MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=355.2MB pss=282.1MB uss=229.6MB shared=125.6MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=348.4MB pss=275.0MB uss=222.2MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=355.3MB pss=282.2MB uss=229.7MB shared=125.6MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=355.4MB pss=282.4MB uss=229.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=348.5MB pss=275.1MB uss=222.3MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=355.5MB pss=282.4MB uss=229.9MB shared=125.6MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=348.6MB pss=275.2MB uss=222.4MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=355.6MB pss=282.5MB uss=230.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=348.7MB pss=275.3MB uss=222.5MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=355.7MB pss=282.6MB uss=230.1MB shared=125.6MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=355.8MB pss=282.7MB uss=230.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=348.8MB pss=275.4MB uss=222.6MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=356.0MB pss=282.9MB uss=230.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=348.9MB pss=275.5MB uss=222.7MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=356.5MB pss=283.5MB uss=231.0MB shared=125.6MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=356.6MB pss=283.5MB uss=231.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=349.0MB pss=275.6MB uss=222.8MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=21.8GB pss=21.7GB uss=21.7GB shared=49.3MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=356.7MB pss=283.6MB uss=231.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=349.2MB pss=275.8MB uss=223.0MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=349.7MB pss=276.3MB uss=223.5MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=356.8MB pss=283.7MB uss=231.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=349.8MB pss=276.4MB uss=223.6MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=357.0MB pss=283.9MB uss=231.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=349.9MB pss=276.5MB uss=223.7MB shared=126.2MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=357.1MB pss=284.0MB uss=231.5MB shared=125.6MB
MEMORY: total (7 procs): pss=23.9GB uss=23.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=21.9GB pss=21.8GB uss=21.8GB shared=49.3MB
MEMORY: total (7 procs): pss=24.0GB uss=23.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=357.3MB pss=284.2MB uss=231.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=350.0MB pss=276.6MB uss=223.8MB shared=126.2MB
MEMORY: total (7 procs): pss=24.0GB uss=23.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=350.1MB pss=276.7MB uss=223.9MB shared=126.2MB
MEMORY: total (7 procs): pss=24.0GB uss=23.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=357.4MB pss=284.3MB uss=231.8MB shared=125.6MB
MEMORY: total (7 procs): pss=24.0GB uss=23.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=358.1MB pss=285.0MB uss=232.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=350.3MB pss=276.9MB uss=224.1MB shared=126.2MB
MEMORY: total (7 procs): pss=24.0GB uss=23.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=350.4MB pss=277.0MB uss=224.2MB shared=126.2MB
MEMORY: total (7 procs): pss=24.0GB uss=23.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=358.2MB pss=285.1MB uss=232.6MB shared=125.6MB
MEMORY: total (7 procs): pss=24.0GB uss=23.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=358.4MB pss=285.3MB uss=232.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=350.6MB pss=277.2MB uss=224.4MB shared=126.2MB
MEMORY: total (7 procs): pss=24.0GB uss=23.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=358.5MB pss=285.4MB uss=232.9MB shared=125.6MB
MEMORY: total (7 procs): pss=24.0GB uss=23.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=351.1MB pss=277.8MB uss=225.0MB shared=126.2MB
MEMORY: total (7 procs): pss=24.0GB uss=23.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=22.0GB pss=21.9GB uss=21.9GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=351.2MB pss=277.8MB uss=225.0MB shared=126.2MB
MEMORY: total (7 procs): pss=24.1GB uss=24.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=358.6MB pss=285.5MB uss=233.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=351.7MB pss=278.3MB uss=225.5MB shared=126.2MB
MEMORY: total (7 procs): pss=24.1GB uss=24.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=358.7MB pss=285.6MB uss=233.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=351.8MB pss=278.4MB uss=225.6MB shared=126.2MB
MEMORY: total (7 procs): pss=24.1GB uss=24.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=358.8MB pss=285.7MB uss=233.2MB shared=125.6MB
MEMORY: total (7 procs): pss=24.1GB uss=24.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=358.9MB pss=285.8MB uss=233.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=351.9MB pss=278.5MB uss=225.7MB shared=126.2MB
MEMORY: total (7 procs): pss=24.1GB uss=24.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=352.0MB pss=278.6MB uss=225.8MB shared=126.2MB
MEMORY: total (7 procs): pss=24.1GB uss=24.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=359.0MB pss=285.9MB uss=233.4MB shared=125.6MB
MEMORY: total (7 procs): pss=24.1GB uss=24.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=22.1GB pss=22.0GB uss=22.0GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=359.6MB pss=286.6MB uss=234.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=352.1MB pss=278.7MB uss=226.0MB shared=126.2MB
MEMORY: total (7 procs): pss=24.2GB uss=24.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=359.7MB pss=286.6MB uss=234.2MB shared=125.6MB
MEMORY: total (7 procs): pss=24.2GB uss=24.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=359.8MB pss=286.7MB uss=234.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=352.2MB pss=278.8MB uss=226.0MB shared=126.2MB
MEMORY: total (7 procs): pss=24.2GB uss=24.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=359.9MB pss=286.8MB uss=234.3MB shared=125.6MB
MEMORY: total (7 procs): pss=24.2GB uss=24.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=360.0MB pss=287.0MB uss=234.5MB shared=125.6MB
MEMORY: total (7 procs): pss=24.2GB uss=24.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=360.1MB pss=287.0MB uss=234.5MB shared=125.6MB
MEMORY: total (7 procs): pss=24.2GB uss=24.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=352.3MB pss=278.9MB uss=226.1MB shared=126.2MB
MEMORY: total (7 procs): pss=24.2GB uss=24.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=360.2MB pss=287.1MB uss=234.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=352.8MB pss=279.4MB uss=226.6MB shared=126.2MB
MEMORY: total (7 procs): pss=24.2GB uss=24.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=360.3MB pss=287.2MB uss=234.7MB shared=125.6MB
MEMORY: total (7 procs): pss=24.2GB uss=24.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=22.2GB pss=22.1GB uss=22.1GB shared=49.3MB
MEMORY: total (7 procs): pss=24.3GB uss=24.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=360.4MB pss=287.3MB uss=234.8MB shared=125.6MB
MEMORY: total (7 procs): pss=24.3GB uss=24.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=360.5MB pss=287.4MB uss=234.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=352.9MB pss=279.5MB uss=226.8MB shared=126.2MB
MEMORY: total (7 procs): pss=24.3GB uss=24.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=360.6MB pss=287.5MB uss=235.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=353.4MB pss=280.1MB uss=227.3MB shared=126.2MB
MEMORY: total (7 procs): pss=24.3GB uss=24.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=361.1MB pss=288.0MB uss=235.5MB shared=125.6MB
MEMORY: total (7 procs): pss=24.3GB uss=24.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=361.2MB pss=288.1MB uss=235.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=353.5MB pss=280.1MB uss=227.4MB shared=126.2MB
MEMORY: total (7 procs): pss=24.3GB uss=24.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=353.6MB pss=280.2MB uss=227.4MB shared=126.2MB
MEMORY: total (7 procs): pss=24.3GB uss=24.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=22.3GB pss=22.2GB uss=22.2GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=361.3MB pss=288.2MB uss=235.7MB shared=125.6MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=353.7MB pss=280.3MB uss=227.5MB shared=126.2MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=361.4MB pss=288.3MB uss=235.8MB shared=125.6MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=361.5MB pss=288.4MB uss=235.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=353.8MB pss=280.4MB uss=227.6MB shared=126.2MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=361.6MB pss=288.5MB uss=236.0MB shared=125.6MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=353.9MB pss=280.5MB uss=227.7MB shared=126.2MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=361.7MB pss=288.6MB uss=236.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=354.0MB pss=280.6MB uss=227.8MB shared=126.2MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=361.8MB pss=288.7MB uss=236.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=354.1MB pss=280.7MB uss=227.9MB shared=126.2MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=361.9MB pss=288.8MB uss=236.3MB shared=125.6MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=362.5MB pss=289.5MB uss=237.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=354.3MB pss=280.9MB uss=228.1MB shared=126.2MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=362.6MB pss=289.5MB uss=237.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=354.4MB pss=281.0MB uss=228.2MB shared=126.2MB
MEMORY: total (7 procs): pss=24.4GB uss=24.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=22.4GB pss=22.3GB uss=22.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=362.7MB pss=289.6MB uss=237.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=354.9MB pss=281.5MB uss=228.7MB shared=126.2MB
MEMORY: total (7 procs): pss=24.5GB uss=24.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=355.3MB pss=281.9MB uss=229.2MB shared=126.2MB
MEMORY: total (7 procs): pss=24.5GB uss=24.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=362.8MB pss=289.7MB uss=237.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=355.4MB pss=282.0MB uss=229.2MB shared=126.2MB
MEMORY: total (7 procs): pss=24.5GB uss=24.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=362.9MB pss=289.8MB uss=237.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=355.5MB pss=282.1MB uss=229.3MB shared=126.2MB
MEMORY: total (7 procs): pss=24.5GB uss=24.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=363.0MB pss=289.9MB uss=237.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=355.6MB pss=282.2MB uss=229.4MB shared=126.2MB
MEMORY: total (7 procs): pss=24.5GB uss=24.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=363.1MB pss=290.0MB uss=237.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=355.7MB pss=282.3MB uss=229.5MB shared=126.2MB
MEMORY: total (7 procs): pss=24.5GB uss=24.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=22.5GB pss=22.4GB uss=22.4GB shared=49.3MB
MEMORY: total (7 procs): pss=24.6GB uss=24.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=363.2MB pss=290.1MB uss=237.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=355.8MB pss=282.4MB uss=229.6MB shared=126.2MB
MEMORY: total (7 procs): pss=24.6GB uss=24.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=363.3MB pss=290.3MB uss=237.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=356.3MB pss=283.0MB uss=230.2MB shared=126.2MB
MEMORY: total (7 procs): pss=24.6GB uss=24.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=363.4MB pss=290.4MB uss=237.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=356.4MB pss=283.0MB uss=230.2MB shared=126.2MB
MEMORY: total (7 procs): pss=24.6GB uss=24.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=363.5MB pss=290.4MB uss=237.9MB shared=125.6MB
MEMORY: total (7 procs): pss=24.6GB uss=24.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=364.1MB pss=291.0MB uss=238.5MB shared=125.6MB
MEMORY: total (7 procs): pss=24.6GB uss=24.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=364.6MB pss=291.5MB uss=239.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=356.5MB pss=283.1MB uss=230.3MB shared=126.2MB
MEMORY: total (7 procs): pss=24.6GB uss=24.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=364.7MB pss=291.6MB uss=239.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=356.6MB pss=283.2MB uss=230.4MB shared=126.2MB
MEMORY: total (7 procs): pss=24.6GB uss=24.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=22.6GB pss=22.5GB uss=22.5GB shared=49.3MB
MEMORY: total (7 procs): pss=24.7GB uss=24.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=356.7MB pss=283.3MB uss=230.5MB shared=126.2MB
MEMORY: total (7 procs): pss=24.7GB uss=24.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=364.8MB pss=291.8MB uss=239.3MB shared=125.6MB
MEMORY: total (7 procs): pss=24.7GB uss=24.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=365.3MB pss=292.2MB uss=239.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=356.8MB pss=283.4MB uss=230.6MB shared=126.2MB
MEMORY: total (7 procs): pss=24.7GB uss=24.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=365.4MB pss=292.3MB uss=239.8MB shared=125.6MB
MEMORY: total (7 procs): pss=24.7GB uss=24.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=356.9MB pss=283.5MB uss=230.7MB shared=126.2MB
MEMORY: total (7 procs): pss=24.7GB uss=24.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=365.5MB pss=292.4MB uss=239.9MB shared=125.6MB
MEMORY: total (7 procs): pss=24.7GB uss=24.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=22.7GB pss=22.6GB uss=22.6GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=357.0MB pss=283.6MB uss=230.8MB shared=126.2MB
MEMORY: total (7 procs): pss=24.8GB uss=24.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=365.6MB pss=292.5MB uss=240.0MB shared=125.6MB
MEMORY: total (7 procs): pss=24.8GB uss=24.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=365.7MB pss=292.6MB uss=240.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=357.2MB pss=283.8MB uss=231.0MB shared=126.2MB
MEMORY: total (7 procs): pss=24.8GB uss=24.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=357.3MB pss=283.9MB uss=231.1MB shared=126.2MB
MEMORY: total (7 procs): pss=24.8GB uss=24.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=365.8MB pss=292.7MB uss=240.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=358.0MB pss=284.6MB uss=231.8MB shared=126.2MB
MEMORY: total (7 procs): pss=24.8GB uss=24.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=358.1MB pss=284.7MB uss=231.9MB shared=126.2MB
MEMORY: total (7 procs): pss=24.8GB uss=24.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=365.9MB pss=292.9MB uss=240.4MB shared=125.6MB
MEMORY: total (7 procs): pss=24.8GB uss=24.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=366.0MB pss=293.0MB uss=240.5MB shared=125.6MB
MEMORY: total (7 procs): pss=24.8GB uss=24.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=22.8GB pss=22.7GB uss=22.7GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=366.1MB pss=293.0MB uss=240.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=358.2MB pss=284.8MB uss=232.0MB shared=126.2MB
MEMORY: total (7 procs): pss=24.9GB uss=24.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=366.3MB pss=293.2MB uss=240.7MB shared=125.6MB
MEMORY: total (7 procs): pss=24.9GB uss=24.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=366.4MB pss=293.3MB uss=240.8MB shared=125.6MB
MEMORY: total (7 procs): pss=24.9GB uss=24.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=358.3MB pss=284.9MB uss=232.1MB shared=126.2MB
MEMORY: total (7 procs): pss=24.9GB uss=24.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=366.5MB pss=293.5MB uss=241.0MB shared=125.6MB
MEMORY: total (7 procs): pss=24.9GB uss=24.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=367.1MB pss=294.0MB uss=241.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=358.4MB pss=285.0MB uss=232.3MB shared=126.2MB
MEMORY: total (7 procs): pss=24.9GB uss=24.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=367.5MB pss=294.5MB uss=242.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=358.5MB pss=285.1MB uss=232.3MB shared=126.2MB
MEMORY: total (7 procs): pss=24.9GB uss=24.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=367.6MB pss=294.5MB uss=242.0MB shared=125.6MB
MEMORY: total (7 procs): pss=24.9GB uss=24.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=358.6MB pss=285.2MB uss=232.4MB shared=126.2MB
MEMORY: total (7 procs): pss=24.9GB uss=24.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=358.7MB pss=285.3MB uss=232.5MB shared=126.2MB
MEMORY: total (7 procs): pss=24.9GB uss=24.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=22.9GB pss=22.8GB uss=22.8GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=367.7MB pss=294.6MB uss=242.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=358.8MB pss=285.4MB uss=232.6MB shared=126.2MB
MEMORY: total (7 procs): pss=25.0GB uss=24.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=358.9MB pss=285.5MB uss=232.7MB shared=126.2MB
MEMORY: total (7 procs): pss=25.0GB uss=24.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=367.8MB pss=294.7MB uss=242.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=359.4MB pss=286.1MB uss=233.3MB shared=126.2MB
MEMORY: total (7 procs): pss=25.0GB uss=24.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=359.5MB pss=286.1MB uss=233.3MB shared=126.2MB
MEMORY: total (7 procs): pss=25.0GB uss=24.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=368.4MB pss=295.3MB uss=242.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=359.6MB pss=286.2MB uss=233.4MB shared=126.2MB
MEMORY: total (7 procs): pss=25.0GB uss=24.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=359.7MB pss=286.3MB uss=233.5MB shared=126.2MB
MEMORY: total (7 procs): pss=25.0GB uss=24.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=368.5MB pss=295.4MB uss=242.9MB shared=125.6MB
MEMORY: total (7 procs): pss=25.0GB uss=24.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=359.8MB pss=286.4MB uss=233.6MB shared=126.2MB
MEMORY: total (7 procs): pss=25.0GB uss=24.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=23.0GB pss=22.9GB uss=22.9GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=368.6MB pss=295.6MB uss=243.1MB shared=125.6MB
MEMORY: total (7 procs): pss=25.1GB uss=25.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=368.7MB pss=295.6MB uss=243.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=359.9MB pss=286.5MB uss=233.7MB shared=126.2MB
MEMORY: total (7 procs): pss=25.1GB uss=25.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=368.8MB pss=295.7MB uss=243.2MB shared=125.6MB
MEMORY: total (7 procs): pss=25.1GB uss=25.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=368.9MB pss=295.8MB uss=243.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=360.0MB pss=286.7MB uss=233.9MB shared=126.2MB
MEMORY: total (7 procs): pss=25.1GB uss=25.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=360.1MB pss=286.8MB uss=234.0MB shared=126.2MB
MEMORY: total (7 procs): pss=25.1GB uss=25.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=360.2MB pss=286.8MB uss=234.0MB shared=126.2MB
MEMORY: total (7 procs): pss=25.1GB uss=25.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=369.0MB pss=295.9MB uss=243.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=360.3MB pss=286.9MB uss=234.1MB shared=126.2MB
MEMORY: total (7 procs): pss=25.1GB uss=25.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=360.4MB pss=287.0MB uss=234.2MB shared=126.2MB
MEMORY: total (7 procs): pss=25.1GB uss=25.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=360.9MB pss=287.5MB uss=234.8MB shared=126.2MB
MEMORY: total (7 procs): pss=25.1GB uss=25.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=23.1GB pss=23.0GB uss=23.0GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=369.1MB pss=296.0MB uss=243.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=361.0MB pss=287.7MB uss=234.9MB shared=126.2MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=369.2MB pss=296.1MB uss=243.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=361.1MB pss=287.7MB uss=234.9MB shared=126.2MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=369.3MB pss=296.2MB uss=243.7MB shared=125.6MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=369.4MB pss=296.3MB uss=243.8MB shared=125.6MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=369.5MB pss=296.4MB uss=243.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=361.2MB pss=287.8MB uss=235.0MB shared=126.2MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=369.6MB pss=296.5MB uss=244.0MB shared=125.6MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=370.1MB pss=297.0MB uss=244.5MB shared=125.6MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=370.2MB pss=297.1MB uss=244.6MB shared=125.6MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=361.3MB pss=288.0MB uss=235.2MB shared=126.2MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=370.3MB pss=297.2MB uss=244.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=361.4MB pss=288.1MB uss=235.3MB shared=126.2MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=361.6MB pss=288.2MB uss=235.4MB shared=126.2MB
MEMORY: total (7 procs): pss=25.2GB uss=25.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=23.2GB pss=23.1GB uss=23.1GB shared=49.3MB
MEMORY: total (7 procs): pss=25.3GB uss=25.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=370.4MB pss=297.3MB uss=244.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=361.7MB pss=288.4MB uss=235.6MB shared=126.2MB
MEMORY: total (7 procs): pss=25.3GB uss=25.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=370.5MB pss=297.4MB uss=244.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=361.9MB pss=288.5MB uss=235.7MB shared=126.2MB
MEMORY: total (7 procs): pss=25.3GB uss=25.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=362.4MB pss=289.0MB uss=236.2MB shared=126.2MB
MEMORY: total (7 procs): pss=25.3GB uss=25.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=370.6MB pss=297.5MB uss=245.0MB shared=125.6MB
MEMORY: total (7 procs): pss=25.3GB uss=25.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=370.7MB pss=297.6MB uss=245.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=362.5MB pss=289.1MB uss=236.3MB shared=126.2MB
MEMORY: total (7 procs): pss=25.3GB uss=25.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=370.8MB pss=297.7MB uss=245.2MB shared=125.6MB
MEMORY: total (7 procs): pss=25.3GB uss=25.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=370.9MB pss=297.8MB uss=245.3MB shared=125.6MB
MEMORY: total (7 procs): pss=25.3GB uss=25.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=371.0MB pss=298.0MB uss=245.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=362.6MB pss=289.2MB uss=236.4MB shared=126.2MB
MEMORY: total (7 procs): pss=25.3GB uss=25.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=371.6MB pss=298.5MB uss=246.0MB shared=125.6MB
MEMORY: total (7 procs): pss=25.3GB uss=25.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=23.3GB pss=23.2GB uss=23.2GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=371.7MB pss=298.6MB uss=246.1MB shared=125.6MB
MEMORY: total (7 procs): pss=25.4GB uss=25.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=371.8MB pss=298.7MB uss=246.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=362.7MB pss=289.3MB uss=236.5MB shared=126.2MB
MEMORY: total (7 procs): pss=25.4GB uss=25.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=362.8MB pss=289.4MB uss=236.6MB shared=126.2MB
MEMORY: total (7 procs): pss=25.4GB uss=25.3GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=4178, avg_data_len=1)
train epoch 68, finished after 4178 steps, 0:19:40 elapsed (99.4% computing time)
Save model under /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.068
MEMORY: main proc python3(1781720) increased RSS: rss=23.5GB pss=23.4GB uss=23.4GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=371.9MB pss=298.8MB uss=246.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=362.9MB pss=289.6MB uss=236.8MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
epoch 68 score: 1.2434659071171972 error: None elapsed: 0:19:40
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=363.0MB pss=289.6MB uss=236.9MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=31, avg_data_len=1)
epoch 68 'dev' eval, finished after 31 steps, 0:00:03 elapsed (63.6% computing time)
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=29, avg_data_len=1)
epoch 68 'devtrain' eval, finished after 29 steps, 0:00:03 elapsed (61.8% computing time)
dev: score 1.5910986359433221 error None devtrain: score 1.5743923734123488 error None
We have stored models for epochs [4, 5, 6, ..., 66, 67, 68] and keep epochs [4, 5, 6, 7, 8, 9, 10, 11, 64, 65, 66, 67, 68].
We will delete the models of epochs [63].
Deleted 335.5MB.
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=363.1MB pss=289.8MB uss=237.0MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
start epoch 69 with learning rate 0.00015935555555555555 ...
[2023-10-31 02:28:57,516] INFO: Run time: 2:24:17 CPU: 0.20% RSS: 26.28GB VMS: 65.79GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=372.0MB pss=298.9MB uss=246.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=363.2MB pss=289.8MB uss=237.0MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=363.3MB pss=289.9MB uss=237.1MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=372.1MB pss=299.0MB uss=246.5MB shared=125.6MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=372.3MB pss=299.2MB uss=246.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=364.0MB pss=290.6MB uss=237.8MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=372.4MB pss=299.3MB uss=246.8MB shared=125.6MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=373.1MB pss=300.0MB uss=247.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=364.1MB pss=290.7MB uss=237.9MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=373.2MB pss=300.1MB uss=247.6MB shared=125.6MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=373.3MB pss=300.2MB uss=247.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=364.2MB pss=290.8MB uss=238.0MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=373.4MB pss=300.3MB uss=247.8MB shared=125.6MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=364.4MB pss=291.0MB uss=238.2MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=373.5MB pss=300.4MB uss=247.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=364.5MB pss=291.1MB uss=238.3MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=373.6MB pss=300.5MB uss=248.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=364.6MB pss=291.3MB uss=238.5MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=364.7MB pss=291.3MB uss=238.5MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=373.7MB pss=300.6MB uss=248.1MB shared=125.6MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=373.9MB pss=300.8MB uss=248.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=365.4MB pss=292.0MB uss=239.2MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=374.0MB pss=300.9MB uss=248.4MB shared=125.6MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=365.5MB pss=292.1MB uss=239.3MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=375.1MB pss=302.0MB uss=249.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=366.1MB pss=292.7MB uss=239.9MB shared=126.2MB
MEMORY: total (7 procs): pss=25.6GB uss=25.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=23.6GB pss=23.5GB uss=23.5GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=375.2MB pss=302.1MB uss=249.6MB shared=125.6MB
MEMORY: total (7 procs): pss=25.7GB uss=25.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=375.3MB pss=302.2MB uss=249.7MB shared=125.6MB
MEMORY: total (7 procs): pss=25.7GB uss=25.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=375.4MB pss=302.3MB uss=249.8MB shared=125.6MB
MEMORY: total (7 procs): pss=25.7GB uss=25.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=376.0MB pss=302.9MB uss=250.4MB shared=125.6MB
MEMORY: total (7 procs): pss=25.7GB uss=25.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=366.2MB pss=292.8MB uss=240.0MB shared=126.2MB
MEMORY: total (7 procs): pss=25.7GB uss=25.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=376.1MB pss=303.0MB uss=250.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=366.4MB pss=293.0MB uss=240.2MB shared=126.2MB
MEMORY: total (7 procs): pss=25.7GB uss=25.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=23.7GB pss=23.6GB uss=23.6GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=366.9MB pss=293.5MB uss=240.7MB shared=126.2MB
MEMORY: total (7 procs): pss=25.8GB uss=25.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=376.2MB pss=303.1MB uss=250.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=367.0MB pss=293.6MB uss=240.8MB shared=126.2MB
MEMORY: total (7 procs): pss=25.8GB uss=25.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=376.3MB pss=303.2MB uss=250.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=367.5MB pss=294.1MB uss=241.3MB shared=126.2MB
MEMORY: total (7 procs): pss=25.8GB uss=25.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=376.4MB pss=303.3MB uss=250.8MB shared=125.6MB
MEMORY: total (7 procs): pss=25.8GB uss=25.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=376.5MB pss=303.4MB uss=250.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=367.6MB pss=294.2MB uss=241.4MB shared=126.2MB
MEMORY: total (7 procs): pss=25.8GB uss=25.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=376.6MB pss=303.5MB uss=251.0MB shared=125.6MB
MEMORY: total (7 procs): pss=25.8GB uss=25.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=368.2MB pss=294.8MB uss=242.0MB shared=126.2MB
MEMORY: total (7 procs): pss=25.8GB uss=25.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=23.8GB pss=23.7GB uss=23.7GB shared=49.3MB
MEMORY: total (7 procs): pss=25.9GB uss=25.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=376.7MB pss=303.6MB uss=251.1MB shared=125.6MB
MEMORY: total (7 procs): pss=25.9GB uss=25.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=376.8MB pss=303.7MB uss=251.2MB shared=125.6MB
MEMORY: total (7 procs): pss=25.9GB uss=25.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=368.3MB pss=294.9MB uss=242.1MB shared=126.2MB
MEMORY: total (7 procs): pss=25.9GB uss=25.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=376.9MB pss=303.8MB uss=251.3MB shared=125.6MB
MEMORY: total (7 procs): pss=25.9GB uss=25.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=377.1MB pss=304.0MB uss=251.5MB shared=125.6MB
MEMORY: total (7 procs): pss=25.9GB uss=25.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=378.0MB pss=305.0MB uss=252.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=368.4MB pss=295.0MB uss=242.2MB shared=126.2MB
MEMORY: total (7 procs): pss=25.9GB uss=25.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=378.1MB pss=305.0MB uss=252.5MB shared=125.6MB
MEMORY: total (7 procs): pss=25.9GB uss=25.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=368.9MB pss=295.5MB uss=242.8MB shared=126.2MB
MEMORY: total (7 procs): pss=25.9GB uss=25.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=23.9GB pss=23.8GB uss=23.8GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=378.2MB pss=305.1MB uss=252.6MB shared=125.6MB
MEMORY: total (7 procs): pss=26.0GB uss=25.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=369.0MB pss=295.6MB uss=242.8MB shared=126.2MB
MEMORY: total (7 procs): pss=26.0GB uss=25.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=378.3MB pss=305.2MB uss=252.7MB shared=125.6MB
MEMORY: total (7 procs): pss=26.0GB uss=25.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=378.9MB pss=305.8MB uss=253.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=369.1MB pss=295.7MB uss=242.9MB shared=126.2MB
MEMORY: total (7 procs): pss=26.0GB uss=25.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=369.2MB pss=295.8MB uss=243.0MB shared=126.2MB
MEMORY: total (7 procs): pss=26.0GB uss=25.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=369.3MB pss=295.9MB uss=243.1MB shared=126.2MB
MEMORY: total (7 procs): pss=26.0GB uss=25.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=379.0MB pss=305.9MB uss=253.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=369.8MB pss=296.4MB uss=243.6MB shared=126.2MB
MEMORY: total (7 procs): pss=26.0GB uss=25.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=369.9MB pss=296.5MB uss=243.7MB shared=126.2MB
MEMORY: total (7 procs): pss=26.0GB uss=25.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=379.6MB pss=306.5MB uss=254.0MB shared=125.6MB
MEMORY: total (7 procs): pss=26.0GB uss=25.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=24.0GB pss=23.9GB uss=23.9GB shared=49.3MB
MEMORY: total (7 procs): pss=26.1GB uss=26.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=379.7MB pss=306.6MB uss=254.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=370.0MB pss=296.6MB uss=243.8MB shared=126.2MB
MEMORY: total (7 procs): pss=26.1GB uss=26.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=370.1MB pss=296.7MB uss=243.9MB shared=126.2MB
MEMORY: total (7 procs): pss=26.1GB uss=26.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=379.8MB pss=306.7MB uss=254.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=370.2MB pss=296.9MB uss=244.1MB shared=126.2MB
MEMORY: total (7 procs): pss=26.1GB uss=26.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=379.9MB pss=306.8MB uss=254.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=370.3MB pss=296.9MB uss=244.1MB shared=126.2MB
MEMORY: total (7 procs): pss=26.1GB uss=26.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=380.3MB pss=307.2MB uss=254.7MB shared=125.6MB
MEMORY: total (7 procs): pss=26.1GB uss=26.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=380.4MB pss=307.3MB uss=254.8MB shared=125.6MB
MEMORY: total (7 procs): pss=26.1GB uss=26.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=370.4MB pss=297.0MB uss=244.2MB shared=126.2MB
MEMORY: total (7 procs): pss=26.1GB uss=26.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=24.1GB pss=24.0GB uss=24.0GB shared=49.3MB
MEMORY: total (7 procs): pss=26.2GB uss=26.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=380.5MB pss=307.4MB uss=254.9MB shared=125.6MB
MEMORY: total (7 procs): pss=26.2GB uss=26.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=370.5MB pss=297.1MB uss=244.3MB shared=126.2MB
MEMORY: total (7 procs): pss=26.2GB uss=26.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=380.6MB pss=307.5MB uss=255.0MB shared=125.6MB
MEMORY: total (7 procs): pss=26.2GB uss=26.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=381.1MB pss=308.1MB uss=255.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=370.7MB pss=297.3MB uss=244.5MB shared=126.2MB
MEMORY: total (7 procs): pss=26.2GB uss=26.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=381.2MB pss=308.1MB uss=255.6MB shared=125.6MB
MEMORY: total (7 procs): pss=26.2GB uss=26.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=370.8MB pss=297.4MB uss=244.6MB shared=126.2MB
MEMORY: total (7 procs): pss=26.2GB uss=26.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=371.5MB pss=298.1MB uss=245.3MB shared=126.2MB
MEMORY: total (7 procs): pss=26.2GB uss=26.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=381.3MB pss=308.2MB uss=255.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=371.9MB pss=298.6MB uss=245.8MB shared=126.2MB
MEMORY: total (7 procs): pss=26.2GB uss=26.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=372.0MB pss=298.6MB uss=245.8MB shared=126.2MB
MEMORY: total (7 procs): pss=26.2GB uss=26.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=24.2GB pss=24.1GB uss=24.1GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=381.4MB pss=308.3MB uss=255.8MB shared=125.6MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=381.5MB pss=308.4MB uss=255.9MB shared=125.6MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=372.1MB pss=298.7MB uss=245.9MB shared=126.2MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=382.1MB pss=309.1MB uss=256.6MB shared=125.6MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=382.2MB pss=309.1MB uss=256.6MB shared=125.6MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=372.2MB pss=298.8MB uss=246.0MB shared=126.2MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=372.3MB pss=299.0MB uss=246.2MB shared=126.2MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=372.4MB pss=299.0MB uss=246.2MB shared=126.2MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=382.3MB pss=309.2MB uss=256.7MB shared=125.6MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=372.5MB pss=299.1MB uss=246.3MB shared=126.2MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=382.4MB pss=309.3MB uss=256.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=373.0MB pss=299.6MB uss=246.8MB shared=126.2MB
MEMORY: total (7 procs): pss=26.3GB uss=26.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=24.3GB pss=24.2GB uss=24.2GB shared=49.3MB
MEMORY: total (7 procs): pss=26.4GB uss=26.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=382.5MB pss=309.4MB uss=256.9MB shared=125.6MB
MEMORY: total (7 procs): pss=26.4GB uss=26.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=373.1MB pss=299.7MB uss=246.9MB shared=126.2MB
MEMORY: total (7 procs): pss=26.4GB uss=26.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=382.6MB pss=309.5MB uss=257.0MB shared=125.6MB
MEMORY: total (7 procs): pss=26.4GB uss=26.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=382.7MB pss=309.6MB uss=257.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=373.2MB pss=299.8MB uss=247.0MB shared=126.2MB
MEMORY: total (7 procs): pss=26.4GB uss=26.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=373.3MB pss=299.9MB uss=247.1MB shared=126.2MB
MEMORY: total (7 procs): pss=26.4GB uss=26.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=382.8MB pss=309.8MB uss=257.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=373.4MB pss=300.1MB uss=247.3MB shared=126.2MB
MEMORY: total (7 procs): pss=26.4GB uss=26.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=382.9MB pss=309.8MB uss=257.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=373.5MB pss=300.2MB uss=247.4MB shared=126.2MB
MEMORY: total (7 procs): pss=26.4GB uss=26.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=24.4GB pss=24.3GB uss=24.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=383.0MB pss=309.9MB uss=257.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=373.6MB pss=300.2MB uss=247.4MB shared=126.2MB
MEMORY: total (7 procs): pss=26.5GB uss=26.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=383.6MB pss=310.5MB uss=258.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=373.7MB pss=300.3MB uss=247.5MB shared=126.2MB
MEMORY: total (7 procs): pss=26.5GB uss=26.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=383.7MB pss=310.6MB uss=258.1MB shared=125.6MB
MEMORY: total (7 procs): pss=26.5GB uss=26.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=383.8MB pss=310.7MB uss=258.2MB shared=125.6MB
MEMORY: total (7 procs): pss=26.5GB uss=26.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=383.9MB pss=310.8MB uss=258.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=373.8MB pss=300.4MB uss=247.6MB shared=126.2MB
MEMORY: total (7 procs): pss=26.5GB uss=26.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=384.0MB pss=310.9MB uss=258.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=373.9MB pss=300.5MB uss=247.7MB shared=126.2MB
MEMORY: total (7 procs): pss=26.5GB uss=26.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=374.0MB pss=300.6MB uss=247.8MB shared=126.2MB
MEMORY: total (7 procs): pss=26.5GB uss=26.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=384.1MB pss=311.0MB uss=258.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=374.6MB pss=301.2MB uss=248.5MB shared=126.2MB
MEMORY: total (7 procs): pss=26.5GB uss=26.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=24.5GB pss=24.4GB uss=24.4GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=384.2MB pss=311.1MB uss=258.6MB shared=125.6MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=384.3MB pss=311.2MB uss=258.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=374.7MB pss=301.3MB uss=248.5MB shared=126.2MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=384.4MB pss=311.3MB uss=258.8MB shared=125.6MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=384.5MB pss=311.4MB uss=258.9MB shared=125.6MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=384.6MB pss=311.5MB uss=259.0MB shared=125.6MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=374.8MB pss=301.4MB uss=248.6MB shared=126.2MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=385.6MB pss=312.6MB uss=260.1MB shared=125.6MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=385.7MB pss=312.6MB uss=260.1MB shared=125.6MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=374.9MB pss=301.5MB uss=248.7MB shared=126.2MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=375.0MB pss=301.6MB uss=248.8MB shared=126.2MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=385.8MB pss=312.7MB uss=260.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=375.1MB pss=301.7MB uss=248.9MB shared=126.2MB
MEMORY: total (7 procs): pss=26.7GB uss=26.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=24.6GB pss=24.5GB uss=24.5GB shared=49.3MB
MEMORY: total (7 procs): pss=26.8GB uss=26.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=375.3MB pss=301.9MB uss=249.1MB shared=126.2MB
MEMORY: total (7 procs): pss=26.8GB uss=26.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=385.9MB pss=312.8MB uss=260.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=375.4MB pss=302.0MB uss=249.2MB shared=126.2MB
MEMORY: total (7 procs): pss=26.8GB uss=26.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=386.0MB pss=312.9MB uss=260.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=376.5MB pss=303.1MB uss=250.3MB shared=126.2MB
MEMORY: total (7 procs): pss=26.8GB uss=26.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=386.1MB pss=313.0MB uss=260.5MB shared=125.6MB
MEMORY: total (7 procs): pss=26.8GB uss=26.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=376.6MB pss=303.2MB uss=250.4MB shared=126.2MB
MEMORY: total (7 procs): pss=26.8GB uss=26.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=386.6MB pss=313.6MB uss=261.1MB shared=125.6MB
MEMORY: total (7 procs): pss=26.8GB uss=26.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=24.7GB pss=24.6GB uss=24.6GB shared=49.3MB
MEMORY: total (7 procs): pss=26.9GB uss=26.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=386.8MB pss=313.7MB uss=261.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=376.7MB pss=303.3MB uss=250.5MB shared=126.2MB
MEMORY: total (7 procs): pss=26.9GB uss=26.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=386.9MB pss=313.8MB uss=261.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=377.3MB pss=303.9MB uss=251.1MB shared=126.2MB
MEMORY: total (7 procs): pss=26.9GB uss=26.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=387.0MB pss=313.9MB uss=261.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=377.4MB pss=304.0MB uss=251.2MB shared=126.2MB
MEMORY: total (7 procs): pss=26.9GB uss=26.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=387.1MB pss=314.0MB uss=261.5MB shared=125.6MB
MEMORY: total (7 procs): pss=26.9GB uss=26.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=24.8GB pss=24.7GB uss=24.7GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=387.3MB pss=314.2MB uss=261.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=377.5MB pss=304.1MB uss=251.3MB shared=126.2MB
MEMORY: total (7 procs): pss=27.0GB uss=26.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=387.4MB pss=314.3MB uss=261.8MB shared=125.6MB
MEMORY: total (7 procs): pss=27.0GB uss=26.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=377.6MB pss=304.2MB uss=251.4MB shared=126.2MB
MEMORY: total (7 procs): pss=27.0GB uss=26.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=387.5MB pss=314.4MB uss=261.9MB shared=125.6MB
MEMORY: total (7 procs): pss=27.0GB uss=26.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=387.6MB pss=314.5MB uss=262.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=377.7MB pss=304.3MB uss=251.5MB shared=126.2MB
MEMORY: total (7 procs): pss=27.0GB uss=26.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=388.6MB pss=315.5MB uss=263.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=378.2MB pss=304.8MB uss=252.0MB shared=126.2MB
MEMORY: total (7 procs): pss=27.0GB uss=26.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=388.7MB pss=315.6MB uss=263.1MB shared=125.6MB
MEMORY: total (7 procs): pss=27.0GB uss=26.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=388.8MB pss=315.7MB uss=263.2MB shared=125.6MB
MEMORY: total (7 procs): pss=27.0GB uss=26.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=24.9GB pss=24.8GB uss=24.8GB shared=49.3MB
MEMORY: total (7 procs): pss=27.1GB uss=26.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=388.9MB pss=315.8MB uss=263.3MB shared=125.6MB
MEMORY: total (7 procs): pss=27.1GB uss=26.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=389.4MB pss=316.4MB uss=263.9MB shared=125.6MB
MEMORY: total (7 procs): pss=27.1GB uss=26.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=378.3MB pss=304.9MB uss=252.1MB shared=126.2MB
MEMORY: total (7 procs): pss=27.1GB uss=26.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=389.5MB pss=316.4MB uss=263.9MB shared=125.6MB
MEMORY: total (7 procs): pss=27.1GB uss=26.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=378.4MB pss=305.0MB uss=252.2MB shared=126.2MB
MEMORY: total (7 procs): pss=27.1GB uss=26.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=379.0MB pss=305.6MB uss=252.8MB shared=126.2MB
MEMORY: total (7 procs): pss=27.1GB uss=26.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=389.6MB pss=316.5MB uss=264.0MB shared=125.6MB
MEMORY: total (7 procs): pss=27.1GB uss=26.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=379.1MB pss=305.7MB uss=252.9MB shared=126.2MB
MEMORY: total (7 procs): pss=27.1GB uss=26.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=389.7MB pss=316.6MB uss=264.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=379.2MB pss=305.8MB uss=253.0MB shared=126.2MB
MEMORY: total (7 procs): pss=27.1GB uss=26.9GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=4203, avg_data_len=1)
train epoch 69, finished after 4203 steps, 0:19:31 elapsed (99.4% computing time)
Save model under /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.069
MEMORY: main proc python3(1781720) increased RSS: rss=25.1GB pss=25.0GB uss=25.0GB shared=49.3MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
epoch 69 score: 1.2418555095627608 error: None elapsed: 0:19:31
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=31, avg_data_len=1)
epoch 69 'dev' eval, finished after 31 steps, 0:00:03 elapsed (63.4% computing time)
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=389.8MB pss=316.7MB uss=264.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=379.3MB pss=305.9MB uss=253.1MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=29, avg_data_len=1)
epoch 69 'devtrain' eval, finished after 29 steps, 0:00:03 elapsed (62.6% computing time)
dev: score 1.4889442486616957 error None devtrain: score 1.4744862890409158 error None
We have stored models for epochs [4, 5, 6, ..., 67, 68, 69] and keep epochs [4, 5, 6, 7, 8, 9, 10, 11, 65, 66, 67, 68, 69].
We will delete the models of epochs [64].
Deleted 335.5MB.
start epoch 70 with learning rate 0.00016150416666666666 ...
[2023-10-31 03:00:57,446] INFO: Run time: 2:56:17 CPU: 0.00% RSS: 28.92GB VMS: 69.29GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=379.4MB pss=306.0MB uss=253.2MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=389.9MB pss=316.8MB uss=264.3MB shared=125.6MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=390.0MB pss=316.9MB uss=264.4MB shared=125.6MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=379.5MB pss=306.1MB uss=253.3MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=390.2MB pss=317.1MB uss=264.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=379.6MB pss=306.2MB uss=253.4MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=390.3MB pss=317.2MB uss=264.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=379.7MB pss=306.3MB uss=253.5MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=390.4MB pss=317.3MB uss=264.8MB shared=125.6MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=390.5MB pss=317.4MB uss=264.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=379.9MB pss=306.5MB uss=253.7MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=390.6MB pss=317.5MB uss=265.0MB shared=125.6MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=380.0MB pss=306.6MB uss=253.8MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=390.7MB pss=317.6MB uss=265.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=380.5MB pss=307.1MB uss=254.3MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=391.7MB pss=318.6MB uss=266.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=381.0MB pss=307.6MB uss=254.8MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=391.8MB pss=318.7MB uss=266.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=381.1MB pss=307.7MB uss=254.9MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=391.9MB pss=318.8MB uss=266.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=381.2MB pss=307.8MB uss=255.0MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=392.0MB pss=318.9MB uss=266.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=381.3MB pss=307.9MB uss=255.1MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=392.6MB pss=319.5MB uss=267.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=381.4MB pss=308.0MB uss=255.2MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=381.5MB pss=308.1MB uss=255.3MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=381.6MB pss=308.2MB uss=255.4MB shared=126.2MB
MEMORY: total (7 procs): pss=27.3GB uss=27.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=25.2GB pss=25.1GB uss=25.1GB shared=49.3MB
MEMORY: total (7 procs): pss=27.4GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=382.0MB pss=308.7MB uss=255.9MB shared=126.2MB
MEMORY: total (7 procs): pss=27.4GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=392.7MB pss=319.6MB uss=267.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=382.1MB pss=308.7MB uss=255.9MB shared=126.2MB
MEMORY: total (7 procs): pss=27.4GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=392.8MB pss=319.7MB uss=267.2MB shared=125.6MB
MEMORY: total (7 procs): pss=27.4GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=392.9MB pss=319.8MB uss=267.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=382.2MB pss=308.8MB uss=256.0MB shared=126.2MB
MEMORY: total (7 procs): pss=27.4GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=393.0MB pss=319.9MB uss=267.4MB shared=125.6MB
MEMORY: total (7 procs): pss=27.4GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=393.1MB pss=320.0MB uss=267.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=382.4MB pss=309.0MB uss=256.2MB shared=126.2MB
MEMORY: total (7 procs): pss=27.4GB uss=27.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=393.2MB pss=320.1MB uss=267.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=382.5MB pss=309.1MB uss=256.3MB shared=126.2MB
MEMORY: total (7 procs): pss=27.4GB uss=27.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=25.3GB pss=25.2GB uss=25.2GB shared=49.3MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=382.6MB pss=309.2MB uss=256.4MB shared=126.2MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=393.3MB pss=320.2MB uss=267.7MB shared=125.6MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=393.4MB pss=320.3MB uss=267.8MB shared=125.6MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=393.5MB pss=320.4MB uss=267.9MB shared=125.6MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=382.7MB pss=309.3MB uss=256.5MB shared=126.2MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=393.6MB pss=320.5MB uss=268.0MB shared=125.6MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=394.2MB pss=321.1MB uss=268.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=382.8MB pss=309.4MB uss=256.6MB shared=126.2MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=394.3MB pss=321.2MB uss=268.7MB shared=125.6MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=394.4MB pss=321.3MB uss=268.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=383.0MB pss=309.6MB uss=256.8MB shared=126.2MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=383.5MB pss=310.2MB uss=257.4MB shared=126.2MB
MEMORY: total (7 procs): pss=27.5GB uss=27.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=25.4GB pss=25.3GB uss=25.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=383.6MB pss=310.2MB uss=257.4MB shared=126.2MB
MEMORY: total (7 procs): pss=27.6GB uss=27.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=394.5MB pss=321.4MB uss=268.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=383.8MB pss=310.4MB uss=257.6MB shared=126.2MB
MEMORY: total (7 procs): pss=27.6GB uss=27.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=383.9MB pss=310.5MB uss=257.7MB shared=126.2MB
MEMORY: total (7 procs): pss=27.6GB uss=27.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=394.6MB pss=321.5MB uss=269.1MB shared=125.6MB
MEMORY: total (7 procs): pss=27.6GB uss=27.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=394.7MB pss=321.6MB uss=269.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=384.0MB pss=310.6MB uss=257.8MB shared=126.2MB
MEMORY: total (7 procs): pss=27.6GB uss=27.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=394.8MB pss=321.7MB uss=269.2MB shared=125.6MB
MEMORY: total (7 procs): pss=27.6GB uss=27.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=395.0MB pss=321.9MB uss=269.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=384.1MB pss=310.7MB uss=257.9MB shared=126.2MB
MEMORY: total (7 procs): pss=27.6GB uss=27.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=395.1MB pss=322.0MB uss=269.5MB shared=125.6MB
MEMORY: total (7 procs): pss=27.6GB uss=27.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=25.5GB pss=25.4GB uss=25.4GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=395.7MB pss=322.7MB uss=270.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=384.2MB pss=310.8MB uss=258.0MB shared=126.2MB
MEMORY: total (7 procs): pss=27.7GB uss=27.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=396.2MB pss=323.2MB uss=270.7MB shared=125.6MB
MEMORY: total (7 procs): pss=27.7GB uss=27.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=384.3MB pss=310.9MB uss=258.1MB shared=126.2MB
MEMORY: total (7 procs): pss=27.7GB uss=27.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=396.3MB pss=323.2MB uss=270.7MB shared=125.6MB
MEMORY: total (7 procs): pss=27.7GB uss=27.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=384.4MB pss=311.1MB uss=258.3MB shared=126.2MB
MEMORY: total (7 procs): pss=27.7GB uss=27.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=385.4MB pss=312.1MB uss=259.3MB shared=126.2MB
MEMORY: total (7 procs): pss=27.7GB uss=27.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=396.4MB pss=323.3MB uss=270.8MB shared=125.6MB
MEMORY: total (7 procs): pss=27.7GB uss=27.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=385.5MB pss=312.1MB uss=259.3MB shared=126.2MB
MEMORY: total (7 procs): pss=27.7GB uss=27.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=396.5MB pss=323.4MB uss=270.9MB shared=125.6MB
MEMORY: total (7 procs): pss=27.7GB uss=27.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=396.6MB pss=323.6MB uss=271.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=385.6MB pss=312.2MB uss=259.4MB shared=126.2MB
MEMORY: total (7 procs): pss=27.7GB uss=27.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=25.6GB pss=25.5GB uss=25.5GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=396.8MB pss=323.7MB uss=271.2MB shared=125.6MB
MEMORY: total (7 procs): pss=27.8GB uss=27.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=385.7MB pss=312.3MB uss=259.5MB shared=126.2MB
MEMORY: total (7 procs): pss=27.8GB uss=27.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=396.9MB pss=323.8MB uss=271.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=385.8MB pss=312.4MB uss=259.7MB shared=126.2MB
MEMORY: total (7 procs): pss=27.8GB uss=27.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=385.9MB pss=312.5MB uss=259.7MB shared=126.2MB
MEMORY: total (7 procs): pss=27.8GB uss=27.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=397.0MB pss=323.9MB uss=271.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=386.5MB pss=313.1MB uss=260.3MB shared=126.2MB
MEMORY: total (7 procs): pss=27.8GB uss=27.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=397.1MB pss=324.1MB uss=271.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=386.6MB pss=313.2MB uss=260.4MB shared=126.2MB
MEMORY: total (7 procs): pss=27.8GB uss=27.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=397.2MB pss=324.2MB uss=271.7MB shared=125.6MB
MEMORY: total (7 procs): pss=27.8GB uss=27.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=397.3MB pss=324.2MB uss=271.8MB shared=125.6MB
MEMORY: total (7 procs): pss=27.8GB uss=27.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=25.7GB pss=25.6GB uss=25.6GB shared=49.3MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=397.5MB pss=324.4MB uss=271.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=386.7MB pss=313.3MB uss=260.5MB shared=126.2MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=398.0MB pss=325.0MB uss=272.5MB shared=125.6MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=398.1MB pss=325.0MB uss=272.5MB shared=125.6MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=386.8MB pss=313.4MB uss=260.6MB shared=126.2MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=398.3MB pss=325.2MB uss=272.7MB shared=125.6MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=398.4MB pss=325.3MB uss=272.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=386.9MB pss=313.5MB uss=260.7MB shared=126.2MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=398.5MB pss=325.4MB uss=272.9MB shared=125.6MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=387.0MB pss=313.6MB uss=260.8MB shared=126.2MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=398.6MB pss=325.5MB uss=273.0MB shared=125.6MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=387.1MB pss=313.7MB uss=260.9MB shared=126.2MB
MEMORY: total (7 procs): pss=27.9GB uss=27.7GB
MEMORY: main proc python3(1781720) increased RSS: rss=25.8GB pss=25.7GB uss=25.7GB shared=49.3MB
MEMORY: total (7 procs): pss=28.0GB uss=27.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=398.7MB pss=325.6MB uss=273.1MB shared=125.6MB
MEMORY: total (7 procs): pss=28.0GB uss=27.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=387.2MB pss=313.8MB uss=261.0MB shared=126.2MB
MEMORY: total (7 procs): pss=28.0GB uss=27.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=398.8MB pss=325.7MB uss=273.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=387.3MB pss=314.0MB uss=261.2MB shared=126.2MB
MEMORY: total (7 procs): pss=28.0GB uss=27.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=398.9MB pss=325.8MB uss=273.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=387.4MB pss=314.0MB uss=261.2MB shared=126.2MB
MEMORY: total (7 procs): pss=28.0GB uss=27.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=399.6MB pss=326.5MB uss=274.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=388.1MB pss=314.7MB uss=261.9MB shared=126.2MB
MEMORY: total (7 procs): pss=28.0GB uss=27.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=399.7MB pss=326.6MB uss=274.1MB shared=125.6MB
MEMORY: total (7 procs): pss=28.0GB uss=27.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=399.9MB pss=326.8MB uss=274.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=388.2MB pss=314.8MB uss=262.0MB shared=126.2MB
MEMORY: total (7 procs): pss=28.0GB uss=27.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=25.9GB pss=25.8GB uss=25.8GB shared=49.3MB
MEMORY: total (7 procs): pss=28.1GB uss=28.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=400.0MB pss=326.9MB uss=274.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=388.3MB pss=314.9MB uss=262.1MB shared=126.2MB
MEMORY: total (7 procs): pss=28.1GB uss=28.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=400.1MB pss=327.0MB uss=274.5MB shared=125.6MB
MEMORY: total (7 procs): pss=28.1GB uss=28.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=388.5MB pss=315.1MB uss=262.3MB shared=126.2MB
MEMORY: total (7 procs): pss=28.1GB uss=28.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=400.2MB pss=327.1MB uss=274.6MB shared=125.6MB
MEMORY: total (7 procs): pss=28.1GB uss=28.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=388.6MB pss=315.2MB uss=262.4MB shared=126.2MB
MEMORY: total (7 procs): pss=28.1GB uss=28.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=400.4MB pss=327.3MB uss=274.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=388.8MB pss=315.4MB uss=262.6MB shared=126.2MB
MEMORY: total (7 procs): pss=28.1GB uss=28.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=400.5MB pss=327.4MB uss=274.9MB shared=125.6MB
MEMORY: total (7 procs): pss=28.1GB uss=28.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=388.9MB pss=315.5MB uss=262.7MB shared=126.2MB
MEMORY: total (7 procs): pss=28.1GB uss=28.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=400.6MB pss=327.5MB uss=275.0MB shared=125.6MB
MEMORY: total (7 procs): pss=28.1GB uss=28.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=26.0GB pss=25.9GB uss=25.9GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=401.6MB pss=328.5MB uss=276.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=389.5MB pss=316.2MB uss=263.4MB shared=126.2MB
MEMORY: total (7 procs): pss=28.2GB uss=28.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=389.6MB pss=316.2MB uss=263.4MB shared=126.2MB
MEMORY: total (7 procs): pss=28.2GB uss=28.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=389.7MB pss=316.3MB uss=263.5MB shared=126.2MB
MEMORY: total (7 procs): pss=28.2GB uss=28.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=401.7MB pss=328.6MB uss=276.1MB shared=125.6MB
MEMORY: total (7 procs): pss=28.2GB uss=28.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=389.8MB pss=316.4MB uss=263.6MB shared=126.2MB
MEMORY: total (7 procs): pss=28.2GB uss=28.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=401.8MB pss=328.8MB uss=276.3MB shared=125.6MB
MEMORY: total (7 procs): pss=28.2GB uss=28.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=401.9MB pss=328.8MB uss=276.3MB shared=125.6MB
MEMORY: total (7 procs): pss=28.2GB uss=28.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=389.9MB pss=316.5MB uss=263.7MB shared=126.2MB
MEMORY: total (7 procs): pss=28.2GB uss=28.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=402.0MB pss=328.9MB uss=276.4MB shared=125.6MB
MEMORY: total (7 procs): pss=28.2GB uss=28.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=402.2MB pss=329.1MB uss=276.6MB shared=125.6MB
MEMORY: total (7 procs): pss=28.2GB uss=28.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=26.1GB pss=26.0GB uss=26.0GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=402.6MB pss=329.6MB uss=277.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=390.0MB pss=316.6MB uss=263.8MB shared=126.2MB
MEMORY: total (7 procs): pss=28.3GB uss=28.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=402.7MB pss=329.6MB uss=277.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=390.1MB pss=316.7MB uss=263.9MB shared=126.2MB
MEMORY: total (7 procs): pss=28.3GB uss=28.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=390.2MB pss=316.8MB uss=264.1MB shared=126.2MB
MEMORY: total (7 procs): pss=28.3GB uss=28.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=402.8MB pss=329.7MB uss=277.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=390.3MB pss=316.9MB uss=264.1MB shared=126.2MB
MEMORY: total (7 procs): pss=28.3GB uss=28.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=390.4MB pss=317.0MB uss=264.2MB shared=126.2MB
MEMORY: total (7 procs): pss=28.3GB uss=28.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=391.0MB pss=317.6MB uss=264.8MB shared=126.2MB
MEMORY: total (7 procs): pss=28.3GB uss=28.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=402.9MB pss=329.8MB uss=277.3MB shared=125.6MB
MEMORY: total (7 procs): pss=28.3GB uss=28.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=391.1MB pss=317.7MB uss=264.9MB shared=126.2MB
MEMORY: total (7 procs): pss=28.3GB uss=28.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=403.0MB pss=329.9MB uss=277.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=391.6MB pss=318.2MB uss=265.4MB shared=126.2MB
MEMORY: total (7 procs): pss=28.3GB uss=28.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=403.1MB pss=330.0MB uss=277.5MB shared=125.6MB
MEMORY: total (7 procs): pss=28.3GB uss=28.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=26.2GB pss=26.1GB uss=26.1GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=403.2MB pss=330.1MB uss=277.6MB shared=125.6MB
MEMORY: total (7 procs): pss=28.4GB uss=28.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=403.3MB pss=330.2MB uss=277.7MB shared=125.6MB
MEMORY: total (7 procs): pss=28.4GB uss=28.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=403.4MB pss=330.3MB uss=277.8MB shared=125.6MB
MEMORY: total (7 procs): pss=28.4GB uss=28.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=404.1MB pss=331.0MB uss=278.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=391.7MB pss=318.3MB uss=265.5MB shared=126.2MB
MEMORY: total (7 procs): pss=28.4GB uss=28.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=404.2MB pss=331.1MB uss=278.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=391.8MB pss=318.4MB uss=265.6MB shared=126.2MB
MEMORY: total (7 procs): pss=28.4GB uss=28.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=404.4MB pss=331.3MB uss=278.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=391.9MB pss=318.6MB uss=265.8MB shared=126.2MB
MEMORY: total (7 procs): pss=28.4GB uss=28.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=404.5MB pss=331.4MB uss=278.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=392.5MB pss=319.1MB uss=266.3MB shared=126.2MB
MEMORY: total (7 procs): pss=28.4GB uss=28.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=26.3GB pss=26.2GB uss=26.2GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=404.6MB pss=331.5MB uss=279.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=392.6MB pss=319.3MB uss=266.5MB shared=126.2MB
MEMORY: total (7 procs): pss=28.5GB uss=28.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=392.7MB pss=319.3MB uss=266.5MB shared=126.2MB
MEMORY: total (7 procs): pss=28.5GB uss=28.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=404.7MB pss=331.6MB uss=279.1MB shared=125.6MB
MEMORY: total (7 procs): pss=28.5GB uss=28.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=392.8MB pss=319.4MB uss=266.6MB shared=126.2MB
MEMORY: total (7 procs): pss=28.5GB uss=28.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=404.9MB pss=331.8MB uss=279.3MB shared=125.6MB
MEMORY: total (7 procs): pss=28.5GB uss=28.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=405.0MB pss=331.9MB uss=279.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=392.9MB pss=319.5MB uss=266.7MB shared=126.2MB
MEMORY: total (7 procs): pss=28.5GB uss=28.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=405.7MB pss=332.6MB uss=280.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=393.1MB pss=319.7MB uss=266.9MB shared=126.2MB
MEMORY: total (7 procs): pss=28.5GB uss=28.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=26.4GB pss=26.3GB uss=26.3GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=405.8MB pss=332.7MB uss=280.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=393.2MB pss=319.8MB uss=267.0MB shared=126.2MB
MEMORY: total (7 procs): pss=28.6GB uss=28.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=405.9MB pss=332.8MB uss=280.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=393.3MB pss=319.9MB uss=267.1MB shared=126.2MB
MEMORY: total (7 procs): pss=28.6GB uss=28.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=406.0MB pss=332.9MB uss=280.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=393.4MB pss=320.0MB uss=267.3MB shared=126.2MB
MEMORY: total (7 procs): pss=28.6GB uss=28.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=393.5MB pss=320.1MB uss=267.3MB shared=126.2MB
MEMORY: total (7 procs): pss=28.6GB uss=28.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=393.9MB pss=320.6MB uss=267.8MB shared=126.2MB
MEMORY: total (7 procs): pss=28.6GB uss=28.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=394.0MB pss=320.7MB uss=267.9MB shared=126.2MB
MEMORY: total (7 procs): pss=28.6GB uss=28.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=406.1MB pss=333.0MB uss=280.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=394.1MB pss=320.7MB uss=267.9MB shared=126.2MB
MEMORY: total (7 procs): pss=28.6GB uss=28.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=406.2MB pss=333.1MB uss=280.6MB shared=125.6MB
MEMORY: total (7 procs): pss=28.6GB uss=28.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=394.2MB pss=320.8MB uss=268.0MB shared=126.2MB
MEMORY: total (7 procs): pss=28.6GB uss=28.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=406.3MB pss=333.2MB uss=280.7MB shared=125.6MB
MEMORY: total (7 procs): pss=28.6GB uss=28.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=26.5GB pss=26.4GB uss=26.4GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=406.4MB pss=333.4MB uss=280.9MB shared=125.6MB
MEMORY: total (7 procs): pss=28.7GB uss=28.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=406.5MB pss=333.5MB uss=281.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=394.3MB pss=320.9MB uss=268.1MB shared=126.2MB
MEMORY: total (7 procs): pss=28.7GB uss=28.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=407.1MB pss=334.0MB uss=281.5MB shared=125.6MB
MEMORY: total (7 procs): pss=28.7GB uss=28.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=394.4MB pss=321.0MB uss=268.2MB shared=126.2MB
MEMORY: total (7 procs): pss=28.7GB uss=28.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=407.2MB pss=334.1MB uss=281.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=394.5MB pss=321.1MB uss=268.4MB shared=126.2MB
MEMORY: total (7 procs): pss=28.7GB uss=28.6GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=4223, avg_data_len=1)
train epoch 70, finished after 4223 steps, 0:19:27 elapsed (99.4% computing time)
Save model under /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.070
MEMORY: main proc python3(1781720) increased RSS: rss=26.7GB pss=26.7GB uss=26.6GB shared=49.3MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
epoch 70 score: 1.242224259183981 error: None elapsed: 0:19:27
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=31, avg_data_len=1)
epoch 70 'dev' eval, finished after 31 steps, 0:00:03 elapsed (63.3% computing time)
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=407.3MB pss=334.2MB uss=281.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=394.7MB pss=321.3MB uss=268.5MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=29, avg_data_len=1)
epoch 70 'devtrain' eval, finished after 29 steps, 0:00:03 elapsed (60.9% computing time)
dev: score 1.3919418921139897 error None devtrain: score 1.3796773516088352 error None
We have stored models for epochs [4, 5, 6, ..., 68, 69, 70] and keep epochs [4, 5, 6, 7, 8, 9, 10, 11, 66, 67, 68, 69, 70].
We will delete the models of epochs [65].
Deleted 335.5MB.
start epoch 71 with learning rate 0.00016365277777777778 ...
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=394.8MB pss=321.4MB uss=268.6MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=394.9MB pss=321.5MB uss=268.7MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=407.4MB pss=334.3MB uss=281.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=395.9MB pss=322.5MB uss=269.8MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=407.5MB pss=334.4MB uss=281.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=396.0MB pss=322.6MB uss=269.8MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=407.7MB pss=334.6MB uss=282.1MB shared=125.6MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=407.8MB pss=334.7MB uss=282.2MB shared=125.6MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=396.1MB pss=322.7MB uss=269.9MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=407.9MB pss=334.8MB uss=282.3MB shared=125.6MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=408.1MB pss=335.0MB uss=282.5MB shared=125.6MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=408.6MB pss=335.5MB uss=283.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=396.2MB pss=322.8MB uss=270.0MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=408.7MB pss=335.6MB uss=283.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=396.3MB pss=322.9MB uss=270.1MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=408.8MB pss=335.7MB uss=283.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=396.8MB pss=323.4MB uss=270.6MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=408.9MB pss=335.8MB uss=283.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=396.9MB pss=323.5MB uss=270.7MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=409.0MB pss=336.0MB uss=283.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=397.0MB pss=323.6MB uss=270.8MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=409.1MB pss=336.0MB uss=283.5MB shared=125.6MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=397.1MB pss=323.7MB uss=270.9MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=409.2MB pss=336.1MB uss=283.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=397.2MB pss=323.8MB uss=271.0MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=409.3MB pss=336.3MB uss=283.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=397.3MB pss=323.9MB uss=271.1MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=409.4MB pss=336.3MB uss=283.9MB shared=125.6MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=409.5MB pss=336.5MB uss=284.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=397.5MB pss=324.1MB uss=271.3MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=410.6MB pss=337.5MB uss=285.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=397.6MB pss=324.2MB uss=271.4MB shared=126.2MB
MEMORY: total (7 procs): pss=28.9GB uss=28.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=26.8GB pss=26.7GB uss=26.7GB shared=49.3MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=398.2MB pss=324.8MB uss=272.0MB shared=126.2MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=410.7MB pss=337.6MB uss=285.1MB shared=125.6MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=398.3MB pss=324.9MB uss=272.1MB shared=126.2MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=410.8MB pss=337.7MB uss=285.2MB shared=125.6MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=410.9MB pss=337.8MB uss=285.3MB shared=125.6MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=411.4MB pss=338.3MB uss=285.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=398.4MB pss=325.0MB uss=272.2MB shared=126.2MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=398.5MB pss=325.1MB uss=272.3MB shared=126.2MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=411.5MB pss=338.4MB uss=285.9MB shared=125.6MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=398.6MB pss=325.2MB uss=272.4MB shared=126.2MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=411.6MB pss=338.5MB uss=286.0MB shared=125.6MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=412.1MB pss=339.0MB uss=286.5MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=398.7MB pss=325.3MB uss=272.5MB shared=126.2MB
MEMORY: total (7 procs): pss=29.0GB uss=28.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=26.9GB pss=26.8GB uss=26.8GB shared=49.3MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=412.2MB pss=339.1MB uss=286.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=398.8MB pss=325.4MB uss=272.6MB shared=126.2MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=398.9MB pss=325.5MB uss=272.7MB shared=126.2MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=412.3MB pss=339.2MB uss=286.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=399.1MB pss=325.7MB uss=272.9MB shared=126.2MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=412.4MB pss=339.3MB uss=286.8MB shared=125.6MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=399.2MB pss=325.8MB uss=273.0MB shared=126.2MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=412.5MB pss=339.4MB uss=286.9MB shared=125.6MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=412.6MB pss=339.5MB uss=287.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=399.4MB pss=326.0MB uss=273.2MB shared=126.2MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=399.5MB pss=326.1MB uss=273.3MB shared=126.2MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=400.0MB pss=326.6MB uss=273.8MB shared=126.2MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=412.7MB pss=339.6MB uss=287.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=400.1MB pss=326.8MB uss=274.0MB shared=126.2MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=400.2MB pss=326.8MB uss=274.0MB shared=126.2MB
MEMORY: total (7 procs): pss=29.1GB uss=29.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=27.0GB pss=26.9GB uss=26.9GB shared=49.3MB
MEMORY: total (7 procs): pss=29.2GB uss=29.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=412.8MB pss=339.7MB uss=287.2MB shared=125.6MB
MEMORY: total (7 procs): pss=29.2GB uss=29.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=412.9MB pss=339.8MB uss=287.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=400.3MB pss=326.9MB uss=274.1MB shared=126.2MB
MEMORY: total (7 procs): pss=29.2GB uss=29.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=413.0MB pss=339.9MB uss=287.4MB shared=125.6MB
MEMORY: total (7 procs): pss=29.2GB uss=29.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=413.1MB pss=340.0MB uss=287.5MB shared=125.6MB
MEMORY: total (7 procs): pss=29.2GB uss=29.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=413.2MB pss=340.1MB uss=287.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=400.4MB pss=327.0MB uss=274.2MB shared=126.2MB
MEMORY: total (7 procs): pss=29.2GB uss=29.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=413.3MB pss=340.2MB uss=287.7MB shared=125.6MB
MEMORY: total (7 procs): pss=29.2GB uss=29.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=413.9MB pss=340.8MB uss=288.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=400.5MB pss=327.1MB uss=274.3MB shared=126.2MB
MEMORY: total (7 procs): pss=29.2GB uss=29.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=414.0MB pss=340.9MB uss=288.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=400.6MB pss=327.2MB uss=274.4MB shared=126.2MB
MEMORY: total (7 procs): pss=29.2GB uss=29.1GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=414.1MB pss=341.0MB uss=288.5MB shared=125.6MB
MEMORY: total (7 procs): pss=29.2GB uss=29.1GB
MEMORY: main proc python3(1781720) increased RSS: rss=27.1GB pss=27.0GB uss=27.0GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=400.8MB pss=327.4MB uss=274.7MB shared=126.2MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=400.9MB pss=327.5MB uss=274.7MB shared=126.2MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=414.2MB pss=341.1MB uss=288.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=401.4MB pss=328.0MB uss=275.2MB shared=126.2MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=401.8MB pss=328.4MB uss=275.7MB shared=126.2MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=401.9MB pss=328.5MB uss=275.7MB shared=126.2MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=414.3MB pss=341.2MB uss=288.7MB shared=125.6MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=414.4MB pss=341.4MB uss=288.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=402.0MB pss=328.6MB uss=275.8MB shared=126.2MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=414.5MB pss=341.4MB uss=288.9MB shared=125.6MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=414.6MB pss=341.5MB uss=289.0MB shared=125.6MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=414.8MB pss=341.7MB uss=289.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=402.1MB pss=328.8MB uss=276.0MB shared=126.2MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=415.3MB pss=342.3MB uss=289.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=402.2MB pss=328.8MB uss=276.0MB shared=126.2MB
MEMORY: total (7 procs): pss=29.3GB uss=29.2GB
MEMORY: main proc python3(1781720) increased RSS: rss=27.2GB pss=27.1GB uss=27.1GB shared=49.3MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=415.4MB pss=342.3MB uss=289.8MB shared=125.6MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=415.5MB pss=342.4MB uss=289.9MB shared=125.6MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=402.3MB pss=328.9MB uss=276.1MB shared=126.2MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=402.4MB pss=329.0MB uss=276.2MB shared=126.2MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=415.6MB pss=342.5MB uss=290.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=402.9MB pss=329.5MB uss=276.7MB shared=126.2MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=415.7MB pss=342.6MB uss=290.1MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=403.4MB pss=330.0MB uss=277.3MB shared=126.2MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=415.9MB pss=342.8MB uss=290.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=403.5MB pss=330.1MB uss=277.3MB shared=126.2MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=416.0MB pss=342.9MB uss=290.4MB shared=125.6MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=416.1MB pss=343.0MB uss=290.5MB shared=125.6MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=416.7MB pss=343.7MB uss=291.2MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=403.6MB pss=330.2MB uss=277.4MB shared=126.2MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=416.8MB pss=343.7MB uss=291.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=403.7MB pss=330.3MB uss=277.5MB shared=126.2MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=417.0MB pss=343.9MB uss=291.4MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=404.2MB pss=330.8MB uss=278.0MB shared=126.2MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=417.1MB pss=344.0MB uss=291.5MB shared=125.6MB
MEMORY: total (7 procs): pss=29.4GB uss=29.3GB
MEMORY: main proc python3(1781720) increased RSS: rss=27.3GB pss=27.2GB uss=27.2GB shared=46.9MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=417.2MB pss=344.1MB uss=291.6MB shared=125.6MB
MEMORY: total (7 procs): pss=29.5GB uss=29.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=404.3MB pss=330.9MB uss=278.1MB shared=126.2MB
MEMORY: total (7 procs): pss=29.5GB uss=29.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=417.3MB pss=344.2MB uss=291.7MB shared=125.6MB
MEMORY: total (7 procs): pss=29.5GB uss=29.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=417.4MB pss=344.3MB uss=291.8MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=404.4MB pss=331.0MB uss=278.2MB shared=126.2MB
MEMORY: total (7 procs): pss=29.5GB uss=29.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=404.5MB pss=331.1MB uss=278.3MB shared=126.2MB
MEMORY: total (7 procs): pss=29.5GB uss=29.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=404.6MB pss=331.2MB uss=278.4MB shared=126.2MB
MEMORY: total (7 procs): pss=29.5GB uss=29.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=417.5MB pss=344.5MB uss=292.0MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=405.1MB pss=331.7MB uss=278.9MB shared=126.2MB
MEMORY: total (7 procs): pss=29.5GB uss=29.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=417.6MB pss=344.5MB uss=292.1MB shared=125.6MB
MEMORY: total (7 procs): pss=29.5GB uss=29.4GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=417.7MB pss=344.6MB uss=292.1MB shared=125.6MB
MEMORY: total (7 procs): pss=29.5GB uss=29.4GB
MEMORY: main proc python3(1781720) increased RSS: rss=27.4GB pss=27.3GB uss=27.3GB shared=46.9MB
MEMORY: total (7 procs): pss=29.6GB uss=29.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=417.8MB pss=344.8MB uss=292.3MB shared=125.6MB
MEMORY: total (7 procs): pss=29.6GB uss=29.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=417.9MB pss=344.8MB uss=292.3MB shared=125.6MB
MEMORY: total (7 procs): pss=29.6GB uss=29.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=418.8MB pss=345.8MB uss=293.3MB shared=125.6MB
MEMORY: total (7 procs): pss=29.6GB uss=29.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=418.9MB pss=345.8MB uss=293.3MB shared=125.6MB
MEMORY: total (7 procs): pss=29.6GB uss=29.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=419.0MB pss=345.9MB uss=293.4MB shared=125.6MB
MEMORY: total (7 procs): pss=29.6GB uss=29.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=405.3MB pss=331.9MB uss=279.1MB shared=126.2MB
MEMORY: total (7 procs): pss=29.6GB uss=29.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=419.1MB pss=346.0MB uss=293.5MB shared=125.6MB
MEMORY: total (7 procs): pss=29.6GB uss=29.5GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=405.4MB pss=332.0MB uss=279.2MB shared=126.2MB
MEMORY: total (7 procs): pss=29.6GB uss=29.5GB
MEMORY: main proc python3(1781720) increased RSS: rss=27.5GB pss=27.4GB uss=27.4GB shared=46.9MB
MEMORY: total (7 procs): pss=29.7GB uss=29.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=419.2MB pss=346.1MB uss=293.6MB shared=125.6MB
MEMORY: total (7 procs): pss=29.7GB uss=29.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=405.5MB pss=332.1MB uss=279.3MB shared=126.2MB
MEMORY: total (7 procs): pss=29.7GB uss=29.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=419.3MB pss=346.2MB uss=293.7MB shared=125.6MB
MEMORY: total (7 procs): pss=29.7GB uss=29.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=405.6MB pss=332.2MB uss=279.4MB shared=126.2MB
MEMORY: total (7 procs): pss=29.7GB uss=29.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=419.9MB pss=346.8MB uss=294.3MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=406.1MB pss=332.7MB uss=279.9MB shared=126.2MB
MEMORY: total (7 procs): pss=29.7GB uss=29.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=420.0MB pss=346.9MB uss=294.4MB shared=125.6MB
MEMORY: total (7 procs): pss=29.7GB uss=29.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=420.1MB pss=347.1MB uss=294.6MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=406.2MB pss=332.8MB uss=280.0MB shared=126.2MB
MEMORY: total (7 procs): pss=29.7GB uss=29.6GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=420.2MB pss=347.1MB uss=294.6MB shared=125.6MB
MEMORY: total (7 procs): pss=29.7GB uss=29.6GB
MEMORY: main proc python3(1781720) increased RSS: rss=27.6GB pss=27.5GB uss=27.5GB shared=46.9MB
MEMORY: total (7 procs): pss=29.8GB uss=29.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=406.3MB pss=333.0MB uss=280.2MB shared=126.2MB
MEMORY: total (7 procs): pss=29.8GB uss=29.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=420.3MB pss=347.2MB uss=294.7MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=406.4MB pss=333.0MB uss=280.2MB shared=126.2MB
MEMORY: total (7 procs): pss=29.8GB uss=29.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=406.5MB pss=333.1MB uss=280.3MB shared=126.2MB
MEMORY: total (7 procs): pss=29.8GB uss=29.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=420.4MB pss=347.4MB uss=294.9MB shared=125.6MB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783214) increased RSS: rss=407.0MB pss=333.6MB uss=280.8MB shared=126.2MB
MEMORY: total (7 procs): pss=29.8GB uss=29.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=420.5MB pss=347.4MB uss=294.9MB shared=125.6MB
MEMORY: total (7 procs): pss=29.8GB uss=29.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=420.7MB pss=347.6MB uss=295.1MB shared=125.6MB
MEMORY: total (7 procs): pss=29.8GB uss=29.7GB
MEMORY: sub proc nn-trainer.linux-x86_64-standard(1783196) increased RSS: rss=420.8MB pss=347.7MB uss=295.2MB shared=125.6MB
MEMORY: total (7 procs): pss=29.8GB uss=29.7GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=4175, avg_data_len=1)
train epoch 71, finished after 4175 steps, 0:18:55 elapsed (99.4% computing time)
Save model under /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.071
epoch 71 score: 1.2392126500554386 error: None elapsed: 0:18:55
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=31, avg_data_len=1)
epoch 71 'dev' eval, finished after 31 steps, 0:00:03 elapsed (62.7% computing time)
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=29, avg_data_len=1)
epoch 71 'devtrain' eval, finished after 29 steps, 0:00:03 elapsed (61.7% computing time)
dev: score 1.3880622582619946 error None devtrain: score 1.376905326738325 error None
We have stored models for epochs [4, 5, 6, ..., 69, 70, 71] and keep epochs [4, 5, 6, 7, 8, 9, 10, 11, 67, 68, 69, 70, 71].
We will delete the models of epochs [66].
Deleted 335.5MB.
start epoch 72 with learning rate 0.00016580138888888887 ...
MEMORY: main proc python3(1781720) increased RSS: rss=27.7GB pss=27.6GB uss=27.6GB shared=16.1MB
MEMORY: total (7 procs): pss=29.9GB uss=29.8GB
MEMORY: main proc python3(1781720) increased RSS: rss=27.8GB pss=27.7GB uss=27.7GB shared=12.9MB
MEMORY: total (7 procs): pss=30.0GB uss=29.9GB
MEMORY: main proc python3(1781720) increased RSS: rss=27.9GB pss=27.8GB uss=27.8GB shared=12.9MB
MEMORY: total (7 procs): pss=30.1GB uss=30.0GB
MEMORY: main proc python3(1781720) increased RSS: rss=28.0GB pss=27.9GB uss=27.9GB shared=12.9MB
MEMORY: total (7 procs): pss=30.2GB uss=30.1GB
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=4184, avg_data_len=1)
train epoch 72, finished after 4184 steps, 0:18:51 elapsed (99.4% computing time)
Save model under /u/maximilian.kannen/setups/20230406_feat/work/i6_core/returnn/training/ReturnnTrainingJob.wQIA3Rc1nLak/output/models/epoch.072
epoch 72 score: 1.2398413123197733 error: None elapsed: 0:18:51
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=31, avg_data_len=1)
epoch 72 'dev' eval, finished after 31 steps, 0:00:03 elapsed (63.8% computing time)
Stats:
mem_usage:GPU:0: Stats(mean=7.5GB, std_dev=0.0B, min=7.5GB, max=7.5GB, num_seqs=29, avg_data_len=1)
epoch 72 'devtrain' eval, finished after 29 steps, 0:00:03 elapsed (62.0% computing time)
dev: score 1.3886432499783739 error None devtrain: score 1.378037299632041 error None
We have stored models for epochs [4, 5, 6, ..., 70, 71, 72] and keep epochs [4, 5, 6, 7, 8, 9, 10, 11, 68, 69, 70, 71, 72].
We will delete the models of epochs [67].
Deleted 335.5MB.
start epoch 73 with learning rate 0.00016795 ...
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment