Commit 6a554713 authored by LongChan's avatar LongChan
Browse files

Fixing scrip's path

parent e092c33a
......@@ -16,9 +16,36 @@ We provide a fast optimization algorithm and a step-to-step guide on how to gene
- [] Changes done to ScaleSim
- [] Explanation of the testing result
### Demos:
### Demos
The following demos use pre-generated datasets and topologies that can be found in:
### Step-by-step guide:
- [~/optimization_algo/topologies](~/optimization_algo/topologies/) contains all the topologies descriping their respective CNN structures
- [~/optimization_algo/data_source](~/optimization_algo/data_source/) contains all the cycle-accurate data generated using [SCALE sim]()
The instruction below will do a sweep run on each of the following networks:
- FasterRCNN
- Mobilenet
- Yolo tiny
- Googlenet
- Alexnet
- AlphaGoZero
- NCF_rec
- Resnet_50_v1
To run individual
To get optimization result with
1. CMA
```bash
# cd optimization_algo/scripts
# ./sweep_nets_cma.sh
```
2. Brute Force
```bash
# cd optimization_algo/scripts
# ./sweep_nets_.sh
```
#### Custom topologies
#### Custom target board
......
import sys
import time
import csv
import path_constant as pc
from tqdm import tqdm
from itertools import combinations
......@@ -172,7 +173,7 @@ if __name__ == "__main__":
number_of_partition = k,
max_res_available = max_res_unit, initial_res = 0,
res_step = 1,
res_step = 1
)
# bf.generate_gene()
......
......@@ -49,7 +49,7 @@ class cma_approach(object):
def parse_topology_file(self):
layers = []
with open(self.topology_file, 'r') as f:
with open(pc.TOPOLOGIES_PATH+self.topology_file, 'r') as f:
next(f)
for line in f:
elems = line.strip().split(',')
......@@ -62,7 +62,7 @@ class cma_approach(object):
def parse_data_set_file(self, path_to_data_csv):
first = True
target_idx = 2
with open(path_to_data_csv, 'r') as f:
with open(pc.DATA_SOURCE_PATH+path_to_data_csv, 'r') as f:
for line in f:
elems = line.strip().split(',')
# print(elems)
......@@ -378,8 +378,8 @@ if __name__ == "__main__":
target_col = sys.argv[6]
es_hybird = cma_approach(
path_to_datasrc = pc.DATA_SOURCE_PATH+str(topology)+"_mem_bound.csv",
path_to_topology = pc.TOPOLOGIES_PATH+str(topology)+".csv",
path_to_datasrc = str(topology)+"_mem_bound.csv",
path_to_topology = str(topology)+".csv",
target_col = str(target_col),
number_of_partition = k, max_iteration = 10000,
......
......@@ -41921,3 +41921,136 @@ DRAM_cycle,76,29,googlenet.csv,1,1.5345095860813843e-06,18898546,3.5623268263871
DRAM_cycle,0,3,../topologies/squeezenet.csv,1,1.6035020484738669e-06,1870905,5.874781384697722e-07,1702191,2.72946675539378,1.099115786653789,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 608, 256]",0.5192525386810303,0.7137151527536054,"[0, 0]",15.0,2,100,960,allzeros
DRAM_cycle,1,3,../topologies/squeezenet.csv,1,1.6035020484738669e-06,1870905,5.874781384697722e-07,1702191,2.72946675539378,1.099115786653789,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 608, 256]",1.0596733093261719,0.6618472894383469,"[0, 0]",20.0,2,100,960,allzeros
DRAM_cycle,2,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",1.703406810760498,0.7365561219700342,"[0, 0]",81.0,2,100,960,allzeros
DRAM_cycle,0,3,../topologies/squeezenet.csv,1,1.396987536077203e-06,2147478,5.874781384697722e-07,1702191,2.37793961102279,1.2615963778447894,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[48, 745, 167]",0.5135767459869385,0.724124253792137,"[0, 0]",12.0,2,100,960,allzeros
DRAM_cycle,1,3,../topologies/squeezenet.csv,1,1.582363608168794e-06,1895898,5.874781384697722e-07,1702191,2.6934850925524474,1.113798627768564,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1'], ['Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[582, 128, 250]",1.05230712890625,0.710848089226982,"[0, 0]",20.0,2,100,960,allzeros
DRAM_cycle,2,3,../topologies/squeezenet.csv,1,1.634959354910437e-06,1834908,5.874781384697722e-07,1702191,2.7830130992943514,1.0779683361032928,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3'], ['Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",1.6907446384429932,0.7299249511354373,"[0, 0]",57.99999999999999,2,100,960,allzeros
DRAM_cycle,3,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",2.43435001373291,0.7386367219449954,"[0, 0]",93.0,2,100,960,allzeros
DRAM_cycle,4,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",3.2847583293914795,0.6785917637747224,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,5,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",4.1396942138671875,0.6367852411366353,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,6,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",5.105248928070068,0.643870658159561,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,7,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",6.175797700881958,0.6428726965714157,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,8,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",7.3431220054626465,0.6531513966489251,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,0,3,../topologies/squeezenet.csv,1,1.4264541630351522e-06,2103117,5.874781384697722e-07,1702191,2.4280974382309686,1.2355352601441318,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3'], ['Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[720, 48, 192]",0.5135354995727539,0.6911086277524005,"[0, 0]",9.0,2,100,960,allzeros
DRAM_cycle,1,3,../topologies/squeezenet.csv,1,1.6315822105328422e-06,1838706,5.874781384697722e-07,1702191,2.777264554529109,1.080199578073201,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3'], ['Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 672, 192]",1.0481746196746826,0.7290627247269439,"[0, 0]",32.0,2,100,960,allzeros
DRAM_cycle,2,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",1.682307243347168,0.7667304204455303,"[0, 0]",71.0,2,100,960,allzeros
DRAM_cycle,3,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",2.438931703567505,0.8466380824598084,"[0, 0]",92.0,2,100,960,allzeros
DRAM_cycle,4,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",3.2872438430786133,0.7952785519098744,"[0, 0]",97.0,2,100,960,allzeros
DRAM_cycle,5,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",4.257150650024414,0.8435542004512739,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,6,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",5.328583717346191,0.8337510083421947,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,7,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",6.515374183654785,0.8801246759393381,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,8,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",7.79377818107605,0.9076302718871463,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,9,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",9.205702781677246,0.8711639893321738,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,10,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",10.731170892715454,0.7764657575403917,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,11,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",11.570364713668823,0.8137871591292758,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,12,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",12.437825202941895,0.8151104688987763,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,13,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",13.411155700683594,0.8053849576364752,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,14,3,../topologies/squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",13.411155700683594,0.8053849576364752,"[0, 0]",100.0,2,100,960,allzeros
Cycles,0,3,../topologies/squeezenet.csv,1,2.9123697078601947e-06,1030089,1.0305166907635819e-06,970387,2.8261257037013308,1.0615239074719673,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3'], ['Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[512, 192, 256]",0.512669563293457,0.7031409956728444,"[0, 0]",21.0,2,100,960,allzeros
Cycles,1,3,../topologies/squeezenet.csv,1,2.9123697078601947e-06,1030089,1.0305166907635819e-06,970387,2.8261257037013308,1.0615239074719673,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3'], ['Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[512, 192, 256]",1.0452969074249268,0.7501524280158954,"[0, 0]",30.0,2,100,960,allzeros
Cycles,2,3,../topologies/squeezenet.csv,1,2.9123697078601947e-06,1030089,1.0305166907635819e-06,970387,2.8261257037013308,1.0615239074719673,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3'], ['Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[512, 192, 256]",1.679492473602295,0.7485366617853637,"[0, 0]",61.0,2,100,960,allzeros
Cycles,3,3,../topologies/squeezenet.csv,1,2.9123697078601947e-06,1030089,1.0305166907635819e-06,970387,2.8261257037013308,1.0615239074719673,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3'], ['Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[512, 192, 256]",2.530083417892456,0.7419348440437032,"[0, 0]",99.0,2,100,960,allzeros
Cycles,4,3,../topologies/squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",3.396043062210083,0.7917890650536659,"[0, 0]",100.0,2,100,960,allzeros
Cycles,5,3,../topologies/squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",4.354963779449463,0.9304971535345152,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,0,3,squeezenet.csv,1,1.4436097172257286e-06,2078124,5.874781384697722e-07,1702191,2.45729946817418,1.2208524190293568,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[48, 720, 192]",0.5051498413085938,0.6575277843784765,"[0, 0]",17.0,2,100,960,allzeros
DRAM_cycle,1,3,squeezenet.csv,1,1.5464555239391315e-06,1939920,5.874781384697722e-07,1702191,2.632362674749474,1.1396605903802806,"[['Conv1', 'Fire2_sq1'], ['Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1'], ['Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[48, 128, 784]",1.036682367324829,0.6503502615389989,"[0, 0]",24.0,2,100,960,allzeros
DRAM_cycle,2,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",1.7834839820861816,0.6213582593477408,"[0, 0]",73.0,2,100,960,allzeros
DRAM_cycle,3,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",2.6313087940216064,0.5912069596795594,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,4,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",3.6130850315093994,0.5750519468568763,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,5,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",4.6870129108428955,0.6022577421694238,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,6,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",5.763097763061523,0.5710726528568151,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,7,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",6.91632080078125,0.5384056302979862,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,8,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",8.3062105178833,0.5087441217800504,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,9,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",9.94017219543457,0.49856380943754663,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,10,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",11.6001296043396,0.49765442493054407,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,11,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",12.554935932159424,0.48513991614070745,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,12,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",12.554935932159424,0.48513991614070745,"[0, 0]",100.0,2,100,960,allzeros
Cycles,0,3,squeezenet.csv,1,2.526343446286149e-06,1187487,1.0305166907635819e-06,970387,2.4515308378112772,1.2237251735647736,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3'], ['Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3'], ['Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[640, 64, 256]",0.5081191062927246,0.6617240767478629,"[0, 0]",6.0,2,100,960,allzeros
Cycles,1,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",1.0452892780303955,0.6821179506353688,"[0, 0]",27.0,2,100,960,allzeros
Cycles,2,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",1.6918680667877197,0.650320437341519,"[0, 0]",57.99999999999999,2,100,960,allzeros
Cycles,3,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",2.5554087162017822,0.6260067699471847,"[0, 0]",98.0,2,100,960,allzeros
Cycles,4,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",3.409672498703003,0.7612736685732732,"[0, 0]",100.0,2,100,960,allzeros
Cycles,5,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",4.383899211883545,0.7934795876124017,"[0, 0]",100.0,2,100,960,allzeros
Cycles,6,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",5.451979875564575,0.812106734231894,"[0, 0]",100.0,2,100,960,allzeros
Cycles,7,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",6.643507480621338,0.8479806127326165,"[0, 0]",100.0,2,100,960,allzeros
Cycles,8,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",8.062235116958618,0.7999925289950917,"[0, 0]",100.0,2,100,960,allzeros
Cycles,9,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",9.700364589691162,0.817713246675275,"[0, 0]",100.0,2,100,960,allzeros
Cycles,10,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",11.402015924453735,0.8437522903833775,"[0, 0]",100.0,2,100,960,allzeros
Cycles,11,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",12.263267517089844,0.8563417369854963,"[0, 0]",100.0,2,100,960,allzeros
Cycles,12,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",13.323957443237305,0.8446912665300956,"[0, 0]",100.0,2,100,960,allzeros
Cycles,13,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",13.323957443237305,0.8446912665300956,"[0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,0,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",0.6325972080230713,0.4668972741004072,"[8, 8, 10]",26.0,2,100,960,optimised
DRAM_cycle,1,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",1.283736228942871,0.4678232327783832,"[8, 8, 10]",76.0,2,100,960,optimised
DRAM_cycle,2,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",2.0300135612487793,0.5115841124480801,"[8, 8, 10]",97.0,2,100,960,optimised
DRAM_cycle,3,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",2.897629976272583,0.4637009734801627,"[8, 8, 10]",97.0,2,100,960,optimised
DRAM_cycle,4,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",3.8740384578704834,0.442170882808173,"[8, 8, 10]",100.0,2,100,960,optimised
DRAM_cycle,5,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",4.941679239273071,0.45596482894695267,"[8, 8, 10]",100.0,2,100,960,optimised
DRAM_cycle,6,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",6.118050813674927,0.49815782143535475,"[8, 8, 10]",100.0,2,100,960,optimised
DRAM_cycle,7,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",7.431809186935425,0.593146647900547,"[8, 8, 10]",100.0,2,100,960,optimised
DRAM_cycle,8,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",8.84331727027893,0.5698879271458471,"[8, 8, 10]",100.0,2,100,960,optimised
DRAM_cycle,9,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",10.383259296417236,0.5397220420345932,"[8, 8, 10]",100.0,2,100,960,optimised
DRAM_cycle,10,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",12.16672158241272,0.5633493914610512,"[8, 8, 10]",100.0,2,100,960,optimised
DRAM_cycle,11,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",13.126281261444092,0.555456183932509,"[8, 8, 10]",100.0,2,100,960,optimised
DRAM_cycle,12,3,squeezenet.csv,1,1.6623528609923915e-06,1804671,5.874781384697722e-07,1702191,2.8296420788054997,1.0602047596303823,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[576, 128, 256]",13.126281261444092,0.555456183932509,"[8, 8, 10]",100.0,2,100,960,optimised
Cycles,0,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",0.633833646774292,0.4371194131454303,"[8, 8, 10]",16.0,2,100,960,optimised
Cycles,1,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",1.281597375869751,0.5204224447173864,"[8, 8, 10]",75.0,2,100,960,optimised
Cycles,2,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",2.1361451148986816,0.545440383088052,"[8, 8, 10]",90.0,2,100,960,optimised
Cycles,3,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",2.994842052459717,0.4979979227257475,"[8, 8, 10]",91.0,2,100,960,optimised
Cycles,4,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",3.955068588256836,0.5187736572965748,"[8, 8, 10]",100.0,2,100,960,optimised
Cycles,5,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",5.017324209213257,0.5737737541090225,"[8, 8, 10]",100.0,2,100,960,optimised
Cycles,6,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",6.201072931289673,0.5681882095727551,"[8, 8, 10]",100.0,2,100,960,optimised
Cycles,7,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",7.37576699256897,0.5090290665922729,"[8, 8, 10]",100.0,2,100,960,optimised
Cycles,8,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",8.77544355392456,0.46060142854103353,"[8, 8, 10]",100.0,2,100,960,optimised
Cycles,9,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",10.424036026000977,0.4541621671795785,"[8, 8, 10]",100.0,2,100,960,optimised
Cycles,10,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",12.225160121917725,0.46804332969860374,"[8, 8, 10]",100.0,2,100,960,optimised
Cycles,11,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",13.18602728843689,0.46905169016316717,"[8, 8, 10]",100.0,2,100,960,optimised
Cycles,12,3,squeezenet.csv,1,2.9256960962436986e-06,1025397,1.0305166907635819e-06,970387,2.8390574577456342,1.0566887231589046,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1'], ['Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 128, 736]",13.18602728843689,0.46905169016316717,"[8, 8, 10]",100.0,2,100,960,optimised
DRAM_cycle,0,4,squeezenet.csv,1,1.1527563557221673e-06,3469944,5.874781384697722e-07,1702191,1.9622114939030717,2.038516241714355,"[['Conv1', 'Fire2_sq1'], ['Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[32, 862, 2, 64]",0.5250592231750488,0.6555713453733868,"[0, 0, 0]",1.0,2,100,960,allzeros
DRAM_cycle,1,4,squeezenet.csv,1,1.6623528609923915e-06,2406228,5.874781384697722e-07,1702191,2.8296420788054997,1.413606346173843,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3'], ['Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1'], ['Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[633, 7, 64, 256]",1.1757304668426514,0.6211993345278884,"[0, 0, 0]",4.0,2,100,960,allzeros
DRAM_cycle,2,4,squeezenet.csv,1,1.9526406535878795e-06,2048508,5.874781384697722e-07,1702191,3.3237673467714064,1.203453666480436,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3'], ['Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[584, 128, 48, 200]",2.035139560699463,0.5996510313416621,"[0, 0, 0]",24.0,2,100,960,allzeros
DRAM_cycle,3,4,squeezenet.csv,1,1.9526406535878795e-06,2048508,5.874781384697722e-07,1702191,3.3237673467714064,1.203453666480436,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3'], ['Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[584, 128, 48, 200]",2.8926358222961426,0.7395388956580433,"[0, 0, 0]",78.0,2,100,960,allzeros
DRAM_cycle,4,4,squeezenet.csv,1,2.2523587827352195e-06,1775916,5.874781384697722e-07,1702191,3.833944848742846,1.043311825758684,"[['Conv1', 'Fire2_sq1'], ['Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 416, 192, 256]",3.97055721282959,0.8624163274238873,"[0, 0, 0]",77.0,2,100,960,allzeros
DRAM_cycle,5,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",5.157108545303345,0.8649970944410224,"[0, 0, 0]",84.0,2,100,960,allzeros
DRAM_cycle,6,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",6.583979845046997,0.896874199202058,"[0, 0, 0]",95.0,2,100,960,allzeros
DRAM_cycle,7,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",8.126580238342285,0.7821681363989287,"[0, 0, 0]",97.0,2,100,960,allzeros
DRAM_cycle,8,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",9.759332656860352,0.8701997877177747,"[0, 0, 0]",99.0,2,100,960,allzeros
DRAM_cycle,9,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",11.58491826057434,0.8673433086810184,"[0, 0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,10,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",13.458687782287598,1.0188168370584392,"[0, 0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,11,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",14.423143863677979,1.0052317212439044,"[0, 0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,12,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",15.484272956848145,0.9449350518840965,"[0, 0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,13,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",16.657581329345703,0.9799596730200714,"[0, 0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,14,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",17.849137783050537,0.9851715234456403,"[0, 0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,15,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",17.849137783050537,0.9851715234456403,"[0, 0, 0]",100.0,2,100,960,allzeros
Cycles,0,4,squeezenet.csv,1,3.3065612094078278e-06,1209716,1.0305166907635819e-06,970387,3.208644012313634,1.2466325290837572,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3'], ['Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1'], ['Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 545, 256, 63]",0.5231852531433105,0.5996875503927644,"[0, 0, 0]",3.0,2,100,960,allzeros
Cycles,1,4,squeezenet.csv,1,3.3065612094078278e-06,1209716,1.0305166907635819e-06,970387,3.208644012313634,1.2466325290837572,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3'], ['Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1'], ['Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 545, 256, 63]",1.058717966079712,0.6036747527627415,"[0, 0, 0]",9.0,2,100,960,allzeros
Cycles,2,4,squeezenet.csv,1,3.3614349293426376e-06,1189968,1.0305166907635819e-06,970387,3.2618927567800142,1.226281885474558,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1'], ['Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1'], ['Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[512, 128, 256, 64]",1.8003151416778564,0.6125815548617718,"[0, 0, 0]",38.0,2,100,960,allzeros
Cycles,3,4,squeezenet.csv,1,3.7519369374439555e-06,1066116,1.0305166907635819e-06,970387,3.6408308289154276,1.098650332290107,"[['Conv1'], ['Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1'], ['Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 300, 500]",2.647315740585327,0.6898805806978136,"[0, 0, 0]",65.0,2,100,960,allzeros
Cycles,4,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",3.6068835258483887,0.6840860576055572,"[0, 0, 0]",80.0,2,100,960,allzeros
Cycles,5,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",4.67185115814209,0.6982159908665257,"[0, 0, 0]",97.0,2,100,960,allzeros
Cycles,6,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",6.1963372230529785,0.6264052745158477,"[0, 0, 0]",98.0,2,100,960,allzeros
Cycles,7,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",7.786046266555786,0.6678860625493653,"[0, 0, 0]",96.0,2,100,960,allzeros
Cycles,8,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",9.416514158248901,0.6250651625870985,"[0, 0, 0]",100.0,2,100,960,allzeros
Cycles,9,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",11.279046297073364,0.6498410442306518,"[0, 0, 0]",100.0,2,100,960,allzeros
Cycles,10,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",13.172268867492676,0.5989265945012249,"[0, 0, 0]",100.0,2,100,960,allzeros
Cycles,11,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",14.144330739974976,0.5829524912882963,"[0, 0, 0]",100.0,2,100,960,allzeros
Cycles,12,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",15.323678731918335,0.588191341853115,"[0, 0, 0]",100.0,2,100,960,allzeros
Cycles,13,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",16.60164475440979,0.6807729754928129,"[0, 0, 0]",100.0,2,100,960,allzeros
Cycles,14,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",16.60164475440979,0.6807729754928129,"[0, 0, 0]",100.0,2,100,960,allzeros
DRAM_cycle,0,4,squeezenet.csv,1,1.6623528609923915e-06,2406228,5.874781384697722e-07,1702191,2.8296420788054997,1.413606346173843,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1'], ['Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1'], ['Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3'], ['Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[671, 11, 192, 86]",0.5254976749420166,0.4556500231184591,"[6, 6, 6, 8]",7.000000000000001,2,100,960,optimised
DRAM_cycle,1,4,squeezenet.csv,1,1.8929785639107423e-06,2113072,5.874781384697722e-07,1702191,3.2222110746817902,1.2413836050125984,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1'], ['Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1'], ['Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 696, 96, 72]",1.164703607559204,0.44184660190648833,"[6, 6, 6, 8]",39.0,2,100,960,optimised
DRAM_cycle,2,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",1.921928882598877,0.48569165020038174,"[6, 6, 6, 8]",88.0,2,100,960,optimised
DRAM_cycle,3,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",2.879338502883911,0.5367868411841253,"[6, 6, 6, 8]",86.0,2,100,960,optimised
DRAM_cycle,4,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",3.8378958702087402,0.5370064551870496,"[6, 6, 6, 8]",85.0,2,100,960,optimised
DRAM_cycle,5,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",4.901922941207886,0.49228328265042914,"[6, 6, 6, 8]",95.0,2,100,960,optimised
DRAM_cycle,6,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",6.074369192123413,0.48067357069339234,"[6, 6, 6, 8]",99.0,2,100,960,optimised
DRAM_cycle,7,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",7.358740568161011,0.4960416589498352,"[6, 6, 6, 8]",100.0,2,100,960,optimised
DRAM_cycle,8,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",8.780277490615845,0.5086244239455284,"[6, 6, 6, 8]",100.0,2,100,960,optimised
DRAM_cycle,9,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",10.413546323776245,0.49456796297185945,"[6, 6, 6, 8]",100.0,2,100,960,optimised
DRAM_cycle,10,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",12.265662908554077,0.42897506855435535,"[6, 6, 6, 8]",100.0,2,100,960,optimised
DRAM_cycle,11,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",13.228465557098389,0.43504753217724057,"[6, 6, 6, 8]",100.0,2,100,960,optimised
DRAM_cycle,12,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",14.295890092849731,0.5066672504926322,"[6, 6, 6, 8]",100.0,2,100,960,optimised
DRAM_cycle,13,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",15.472709894180298,0.5252839999477006,"[6, 6, 6, 8]",100.0,2,100,960,optimised
DRAM_cycle,14,4,squeezenet.csv,1,2.2570612160143008e-06,1772216,5.874781384697722e-07,1702191,3.841949288348599,1.0411381566463458,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1'], ['Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1'], ['Fire7_ex1', 'Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[370, 64, 192, 334]",15.472709894180298,0.5252839999477006,"[6, 6, 6, 8]",100.0,2,100,960,optimised
Cycles,0,4,squeezenet.csv,1,3.3614349293426376e-06,1189968,1.0305166907635819e-06,970387,3.2618927567800142,1.226281885474558,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3'], ['Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[480, 32, 192, 256]",0.5204033851623535,0.4586518382212124,"[6, 6, 6, 8]",5.0,2,100,960,optimised
Cycles,1,4,squeezenet.csv,1,3.3614349293426376e-06,1189968,1.0305166907635819e-06,970387,3.2618927567800142,1.226281885474558,"[['Conv1', 'Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3'], ['Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1', 'Fire7_ex3'], ['Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[480, 32, 192, 256]",1.1600921154022217,0.4551514791396568,"[6, 6, 6, 8]",33.0,2,100,960,optimised
Cycles,2,4,squeezenet.csv,1,3.7519369374439555e-06,1066116,1.0305166907635819e-06,970387,3.6408308289154276,1.098650332290107,"[['Conv1'], ['Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1'], ['Fire4_ex1', 'Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 300, 500]",1.9053819179534912,0.5170069747342737,"[6, 6, 6, 8]",81.0,2,100,960,optimised
Cycles,3,4,squeezenet.csv,1,3.817988836200643e-06,1047672,1.0305166907635819e-06,970387,3.7049267327942337,1.0796434824456633,"[['Conv1'], ['Fire2_sq1', 'Fire2_ex1', 'Fire2_ex3', 'Fire3_sq1', 'Fire3_ex1', 'Fire3_ex3', 'Fire4_sq1', 'Fire4_ex1'], ['Fire4_ex3', 'Fire5_sq1', 'Fire5_ex1', 'Fire5_ex3', 'Fire6_sq1', 'Fire6_ex1', 'Fire6_ex3', 'Fire7_sq1', 'Fire7_ex1'], ['Fire7_ex3', 'Fire8_sq1', 'Fire8_ex1', 'Fire8_ex3', 'Fire9_sq1', 'Fire9_ex1', 'Fire9_ex3', 'Conv10']]","[96, 64, 192, 608]",2.7710278034210205,0.5446379555660495,"[6, 6, 6, 8]",79.0,2,100,960,optimised
......@@ -10,13 +10,13 @@ do
for res_unit in 960;
do
for target in DRAM_cycle;
do
do
echo $net $partitions $target
python3 brute_force_approach.py \
${net} \
${partitions} \
${res_unit} \
${target}
done
done
done
done
\ No newline at end of file
......@@ -14,7 +14,7 @@ do
for target in DRAM_cycle;
do
echo $net $partitions $target
python3 brute_force_approach.py \
python3 ../approaches/brute_force_approach.py \
${net} \
${partitions} \
${res_unit} \
......
......@@ -24,16 +24,16 @@ do
for res_unit in 960;
do
for target in DRAM_cycle Cycles;
do
echo $net $partitions $strategy
python3 ../approaches/cma_approach.py \
${net} \
${partitions} \
${popsize} \
${res_unit} \
${strategy} \
${target}
done
do
echo $net $partitions $strategy
python3 ../approaches/cma_approach.py \
${net} \
${partitions} \
${popsize} \
${res_unit} \
${strategy} \
${target}
done
done
done
done
......
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