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config.yaml
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config.yaml
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config:
network:
net: xception
objective:
O1: accuracy
O2: energy
evaluation_cost:
O1: 1.0
O2: 1
index:
O1: 0
O2: 1
online:
remote:
host: 35.225.254.245
user: tester
pass: tester
keyfile: key
network:
code_dir: network.py
model_dir: /home/tester/model.h5
conf_dir: /home/tester/cur_config.yaml
local:
conf_dir: /home/nvidia/Shahriar/FlexiBO/cur_config.yaml
model_dir: /home/nvidia/Shahriar/FlexiBO/models/model.h5
offline:
measurement_dir: /home/nvidia/FlexiBO/measurements/trans.csv
design_space:
hardware:
num_cores: [1,2,3,
4]
core_freq: [345600, 806400, 1267200,
1728000,2035200]
gpu_freq: [114750000, 420750000, 726750000,
1300500000]
emc_freq: [40800000, 1062400000, 1866000000]
os:
cache_pressure: [0]
swappiness: [10]
dirty_background_ratio: [10]
dirty_ratio: [5]
xception:
entry_flow_num_filters: [ 256]
entry_flow_filter_size: [1, 3]
middle_flow_num_filters: [32]
middle_flow_filter_size: [1, 3]
exit_flow_filter_size: [1, 3]
lenet:
layer1_num_filters: [16, 32, 64,
128, 256, 512,
1024]
layer1_filter_size: [1, 3, 5,
7, 9]
layer2_num_filters: [16, 32, 64,
128, 256, 512,
1024]
layer2_filter_size: [1, 3, 5,
7, 9]
layer3_num_filters: [16, 32, 64,
128, 256, 512,
1024]
layer3_filter_size: [1, 3, 5,
7, 9]
layer4_num_filters: [16, 32, 64,
128, 256, 512,
1024]
layer4_filter_size: [1, 3, 5,
7, 9]
mobilenet:
stem_num_filters: [16, 32, 64,
128, 256, 512,
1024]
stem_filter_size: [1, 3, 5,
7, 9]
depthwise_block1_num_filters: [16, 32, 64,
128, 256, 512,
1024]
depthwise_block2_num_filters: [16, 32, 64,
128, 256, 512,
1024]
depthwise_block3_num_filters: [16, 32, 64,
128, 256, 512,
1024]
depthwise_block4_num_filters: [16, 32, 64,
128, 256, 512,
1024]
resnet:
stem_num_filters: [16, 32, 64,
128, 256, 512,
1024]
projection_block_num_filters: [16, 32, 64,
128, 256, 512,
1024]
projection_block_filter_size: [1, 3, 5,
7, 9]
bottleneck_block_num_filters: [16, 32, 64,
128, 256, 512,
1024]
bottleneck_block_filter_size: [1, 3, 5,
7, 9]
squeezenet:
stem_num_filters: [16, 32, 64,
128, 256, 512,
1024]
stem_filter_size: [1, 3, 5,
7, 9]
fire_group1_num_filters: [16, 32, 64,
128, 256, 512,
1024]
fire_group2_num_filters: [16, 32, 64,
128, 256, 512,
1024]
fire_block_num_filters: [16, 32, 64,
128, 256, 512,
1024]
deepspeech:
batch_size: [16, 32, 64,
128, 256, 512,
1024]
num_epochs: [10, 16,20,
24, 32,40,
48, 64, 96,
128, 200, 256,
512, 1024]
dropout: [0.1,0.15, 0.2,
0.25, 0.3]
bert:
batch_size: [6, 12, 14,
16, 32, 64]
num_epochs: [10, 16,20,
24, 32,40,
48, 64, 96,
128, 200]
dropout: [0.1,0.15, 0.2,
0.25, 0.3]
max_seq_len: [13, 16, 32,
64,128, 256,
512, 1024]
lstm:
num_epochs: [10, 16,20,
24, 32,40,
48, 64, 96,
128, 200]
systems:
TX1:
cpu:
cores:
core0: cpu0
core1: cpu1
core2: cpu2
core3: cpu3
frequency:
available: /sys/devices/system/cpu/cpu0/cpufreq/scaling_available_frequencies
gpu:
frequency:
available: /sys/kernel/debug/clock/gbus/possible_rates
current: /sys/kernel/debug/clock/gbus/rate
status: /sys/kernel/debug/clock/gbus/state
emc:
frequency:
available: /sys/kernel/debug/clock/emc/possible_rates
current: /sys/kernel/debug/clock/emc/rate
status: /sys/kernel/debug/clock/emc/state
power:
total: /sys/devices/platform/7000c400.i2c/i2c-1/1-0040/iio_device/in_power0_input
gpu: /sys/devices/platform/7000c400.i2c/i2c-1/1-0040/iio_device/in_power1_input
cpu: /sys/devices/platform/7000c400.i2c/i2c-1/1-0040/iio_device/in_power2_input
TX2:
cpu:
cores:
core0: cpu0
core1: cpu3
core2: cpu4
core3: cpu5
frequency:
available: /sys/devices/system/cpu/cpu0/cpufreq/scaling_available_frequencies
gpu:
frequency:
available: /sys/devices/17000000.gp10b/devfreq/17000000.gp10b/available_frequencies
current: /sys/devices/17000000.gp10b/devfreq/17000000.gp10b/cur_freq
status: /sys/kernel/debug/bpmp/debug/clk/gpu/state
emc:
frequency:
available: /sys/kernel/debug/bpmp/debug/emc/possible_rates
current: /sys/kernel/debug/clk/emc/clk_rate
status: /sys/kernel/debug/bpmp/debug/clk/emc/state
power:
total: /sys/devices/3160000.i2c/i2c-0/0-0040/iio:device0/in_power0_input
gpu: /sys/devices/3160000.i2c/i2c-0/0-0040/iio:device0/in_power1_input
cpu: /sys/devices/3160000.i2c/i2c-0/0-0040/iio:device0/in_power2_input