Collective Knowledge Aggregator
proof-of-concept
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Module/class:
(under development) auto/crowd-tune CUDA work size (execution time)
(under development) auto/crowd-tune OpenCL local work size (execution time)
(under development) auto/crowd-tune OpenCL local work size (execution time/FPS vs energy)
(under development) crowdsource OpenCL bug detection
(under development) crowdsource modeling of program behavior
(under development) crowdsource program numerical stability
(under development) crowdsource program scalability
Collaborative Program Optimization using mobile devices
advice
ae
ae.person.table
ai-artifact
algorithm
all
announcements.funding
announcements.job
apk
artifact
auto/crowd-tune GCC compiler flags (custom dimensions)
auto/crowd-tune GCC compiler flags (do not degrade execution time, do not degrade code size)
auto/crowd-tune GCC compiler flags (minimize execution time and code size)
auto/crowd-tune GCC compiler flags (minimize execution time)
auto/crowd-tune GCC compiler flags (minimize execution time, do not degrade code size)
auto/crowd-tune GCC compiler flags (minimize total binary size, do not degrade execution time)
auto/crowd-tune LLVM compiler flags (do not degrade execution time, do not degrade code size)
auto/crowd-tune LLVM compiler flags (minimize execution time)
auto/crowd-tune LLVM compiler flags (minimize execution time, do not degrade code size)
auto/crowd-tune OpenCL-based CLBlast (GFLOPs)
autotune custom pipeline dimensions
award
caffe
caffe2
cbricks
cfg
challenge.vqe
choice
class
clblast
cmdgen
compiler
crowd-benchmark DNN libraries and models
crowd-benchmark DNN libraries and models (Caffe - dev)
crowd-benchmark DNN libraries and models (Caffe2)
crowd-benchmark DNN libraries and models (TensorFlow)
crowd-benchmark DNN libraries and models (dividiti desktop app)
crowd-benchmark DNN libraries and models using mobile devices
crowd-benchmark shared workloads via ARM WA framework
crowd-test OpenCL compilers (beta) - crowdsource bug detection via CK
crowd-test OpenGL compilers (beta)
crowdnode
dashboard
dataset
dataset.features
demo
device (deprecated or not used)
dissemination.announcement
dissemination.book
dissemination.conference
dissemination.event
dissemination.hardware
dissemination.journal
dissemination.keynote
dissemination.lecture
dissemination.patent
dissemination.pitfall
dissemination.poster
dissemination.presentation
dissemination.press-release
dissemination.publication
dissemination.publication.artifact
dissemination.repo
dissemination.soft
dissemination.workshop
docker
env
experiment
experiment.raw
experiment.scenario.android
experiment.user
experiment.view
explore DNN batch size
explore GCC compiler flags
explore LLVM compiler flags
explore OpenBLAS number of threads
explore OpenMP number of threads
explore compiler flags
fuzz GCC compiler flags (search for bugs)
fuzz LLVM compiler flags (search for bugs)
gemmbench.crowdtuning
graph
graph.dot
hackathon.20180615
hackathon.20181006
hackathon.20190127
hackathon.20190315
index
jnotebook
kernel
log
machine
math.conditions
math.frontier
math.variation
me
milepost
misc
mlperf
mlperf.inference
mlperf.mobilenets
model
model.image.classification
model.r
model.sklearn
model.species
model.tensorflowapi
model.tf
module
nntest
open ReQuEST @ ASPLOS'18 tournament (Pareto-efficient image classification)
organization
os
package
person
photo
pipeline
pipeline.cmd
platform
platform.cpu
platform.dsp
platform.gpgpu
platform.gpu
platform.init
platform.nn
platform.npu
platform.os
proceedings.acm
program
program.behavior
program.dynamic.features
program.experiment.speedup
program.optimization
program.output
program.species
program.static.features
qml
qr-code
repo
report
research.topic
result
scc-workflow
script
slide
soft
solution
sut
table
tensorflow
test
tmp
user
video
vqe
wa
wa-device
wa-params
wa-result
wa-scenario
wa-tool
web
wfe
xml
Repository:
CK (machine learning based) multi-objective autotuning
CK analytics
CK crowdtuning (crowdsourcing autotuning)
CK dissemination modules
CK repository to crowdsource optimization of benchmarks, kernels and realistic workloads across Raspberry Pi devices provided by volunteers (starting from compiler flag autotuning)
CK web
Large and shared artifacts (HOG experiments) to reproduce CK paper
Reproducible and interactive papers with all shared artifacts for our CK papers
Reproducing PAMELA project (medium data set (20 frames) for slambench) via CK
Reproducing PAMELA project (slambench analysis and crowd-tuning) via CK
Tool clsmith converted to CK format
cTuning datasets (min)
cTuning programs
cbricks
ck-ai
ck-artifact-evaluation
ck-assets
ck-caffe
ck-caffe2
ck-cntk
ck-crowd-scenarios
ck-crowdsource-dnn-optimization
ck-crowdtuning-platforms
ck-dev-compilers
ck-dissemination
ck-docker
ck-env
ck-experiments
ck-graph-analytics
ck-math
ck-mlperf
ck-mlperf-sysml-demo-20190402
ck-mxnet
ck-nntest
ck-nntest-20181001
ck-qiskit
ck-quantum
ck-quantum-challenge-vqe
ck-quantum-hackathon-20180615
ck-quantum-hackathon-20181006
ck-quantum-hackathon-20190127
ck-quantum-hackathon-20190315
ck-quantum-hackathons
ck-request
ck-request-asplos18-caffe-intel
ck-request-asplos18-iot-farm
ck-request-asplos18-mobilenets-armcl-opencl
ck-request-asplos18-mobilenets-tvm-arm
ck-request-asplos18-resnet-tvm-fpga
ck-request-asplos18-results
ck-request-asplos18-results-caffe-intel
ck-request-asplos18-results-iot-farm
ck-request-asplos18-results-mobilenets-armcl-opencl
ck-request-asplos18-results-mobilenets-tvm-arm
ck-request-asplos18-results-resnet-tvm-fpga
ck-rigetti
ck-rpi-optimization-results
ck-scc
ck-scc18
ck-tensorflow
ck-tensorrt
ck-tvm
ck-wa
ck-wa-extra
ck-wa-workloads
ck-website
ctuning-datasets
default
gemmbench
local
mlperf-mobilenets
reproduce-carp-project
reproduce-milepost-project
shader-compiler-bugs
upload
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Meta-description in JSON:
{ "all_raw_results": [ { "behavior_uid": "dee03c0fc4437bed", "cpu_freqs_after": [ { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 } ], "cpu_freqs_before": [ { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600, "6": 2600, "7": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 } ], "image_height": 3024, "image_width": 4032, "mispredictions": [ { "correct_answer": "0.2491 - \"n04505470 typewriter keyboard\"", "mispredicted_image": "misprediction-image-91a9f047c487b809.jpg", "misprediction_results": "0.4372 - \"n04264628 space bar\"\n0.2609 - \"n03085013 computer keyboard, keypad\"\n0.2491 - \"n04505470 typewriter keyboard\"\n0.0174 - \"n02892201 brass, memorial tablet, plaque\"\n0.0057 - \"n03777754 modem\"\n" }, { "correct_answer": "Eye", "mispredicted_image": "misprediction-image-40c785d79d6f7346.jpg", "misprediction_results": "0.1256 - \"n01776313 tick\"\n0.1065 - \"n07742313 Granny Smith\"\n0.1043 - \"n02342885 hamster\"\n0.0955 - \"n03692522 loupe, jeweler's loupe\"\n0.0686 - \"n02443484 black-footed ferret, ferret, Mustela nigripes\"\n" }, { "correct_answer": "right hand", "mispredicted_image": "misprediction-image-4c6ba440e18bb568.jpg", "misprediction_results": "0.3793 - \"n02786058 Band Aid\"\n0.0823 - \"n03929660 pick, plectrum, plectron\"\n0.0725 - \"n07860988 dough\"\n0.0360 - \"n03793489 mouse, computer mouse\"\n0.0342 - \"n03085013 computer keyboard, keypad\"\n" }, { "correct_answer": "right hand and fingers", "mispredicted_image": "misprediction-image-b82cbbe494344639.jpg", "misprediction_results": "0.3793 - \"n02786058 Band Aid\"\n0.0823 - \"n03929660 pick, plectrum, plectron\"\n0.0725 - \"n07860988 dough\"\n0.0360 - \"n03793489 mouse, computer mouse\"\n0.0342 - \"n03085013 computer keyboard, keypad\"\n" }, { "correct_answer": "Samsung charger on its side", "mispredicted_image": "misprediction-image-37a054f23aa8ae7e.jpg", "misprediction_results": "0.1702 - \"n03314780 face powder\"\n0.1327 - \"n03063599 coffee mug\"\n0.1174 - \"n03690938 lotion\"\n0.0636 - \"n03197337 digital watch\"\n0.0581 - \"n03777754 modem\"\n" }, { "correct_answer": "car key", "mispredicted_image": "misprediction-image-a9a05f54033b6c54.jpg", "misprediction_results": "0.1474 - \"n03584254 iPod\"\n0.1050 - \"n03691459 loudspeaker, speaker, speaker unit, loudspeaker system, speaker system\"\n0.0907 - \"n03657121 lens cap, lens cover\"\n0.0897 - \"n02988304 CD player\"\n0.0742 - \"n04372370 switch, electric switch, electrical switch\"\n" }, { "correct_answer": "key", "mispredicted_image": "misprediction-image-8ac08e42aeba3683.jpg", "misprediction_results": "0.2463 - \"n04154565 screwdriver\"\n0.1903 - \"n03666591 lighter, light, igniter, ignitor\"\n0.0828 - \"n03388183 fountain pen\"\n0.0797 - \"n03908714 pencil sharpener\"\n0.0422 - \"n03657121 lens cap, lens cover\"\n" }, { "correct_answer": "0.0536 - \"n07753592 banana\"", "mispredicted_image": "misprediction-image-f61f10d74b8aa976.jpg", "misprediction_results": "0.2319 - \"n02808440 bathtub, bathing tub, bath, tub\"\n0.1353 - \"n04553703 washbasin, handbasin, washbowl, lavabo, wash-hand basin\"\n0.1009 - \"n04493381 tub, vat\"\n0.0734 - \"n04447861 toilet seat\"\n0.0536 - \"n07753592 banana\"\n" }, { "correct_answer": "keyboard", "mispredicted_image": "misprediction-image-ec674c8c8f665413.jpg", "misprediction_results": "0.1772 - \"n03594734 jean, blue jean, denim\"\n0.0490 - \"n02910353 buckle\"\n0.0299 - \"n04074963 remote control, remote\"\n0.0273 - \"n04325704 stole\"\n0.0259 - \"n07565083 menu\"\n" }, { "correct_answer": "cell phone", "mispredicted_image": "misprediction-image-02bbf96e4cb4b6c2.jpg", "misprediction_results": "0.2134 - \"n03794056 mousetrap\"\n0.0940 - \"n03666591 lighter, light, igniter, ignitor\"\n0.0558 - \"n04372370 switch, electric switch, electrical switch\"\n0.0511 - \"n04026417 purse\"\n0.0493 - \"n02910353 buckle\"\n" }, { "correct_answer": "spoon", "mispredicted_image": "misprediction-image-46dce6f68ce94d73.jpg", "misprediction_results": "0.2104 - \"n01986214 hermit crab\"\n0.0826 - \"n01944390 snail\"\n0.0634 - \"n01943899 conch\"\n0.0450 - \"n04597913 wooden spoon\"\n0.0428 - \"n01728572 thunder snake, worm snake, Carphophis amoenus\"\n" }, { "correct_answer": "house", "mispredicted_image": "misprediction-image-dda0a970458281ce.jpg", "misprediction_results": "0.8356 - \"n04532670 viaduct\"\n0.0403 - \"n02727426 apiary, bee house\"\n0.0285 - \"n11879895 rapeseed\"\n0.0104 - \"n03930313 picket fence, paling\"\n0.0074 - \"n07802026 hay\"\n" } ], "prediction": "0.9835 - \"n03793489 mouse, computer mouse\"\n0.0042 - \"n04548280 wall clock\"\n0.0015 - \"n03532672 hook, claw\"\n0.0013 - \"n02988304 CD player\"\n0.0013 - \"n04317175 stethoscope\"\n", "time": [ 3192, 3098, 3105, 3400, 3173, 3145, 3456, 3849, 3760, 3134, 3234, 3243, 3248, 3201, 3092, 3217, 3115, 3021, 3156, 3078, 3058, 3113, 2990, 3057, 3487, 3199, 5739, 3535, 3247, 2960, 3093, 3070, 3124, 3511, 3348, 3079, 3063, 3341, 3445, 3351, 3321, 3108, 3175, 3228, 3780, 3688, 5030, 4822, 4326, 3907, 3074, 4415, 4509, 3599, 4408, 4709, 4310, 6273, 3955, 4211, 3669, 3488, 3318, 4969, 5127, 4329, 5294, 4987, 5002, 5259, 5047, 5278, 5388, 5243, 5251, 3192, 3315, 3141, 3160, 3236, 3417, 3346, 3395, 3345, 3563, 3651, 3582, 3921, 3897, 4526, 3860, 3982, 4069, 3220, 3155, 3540, 4043, 4592, 4840, 5091, 5139, 5119, 5593, 3743, 3591, 3925, 3863, 3892, 4791, 4902, 4239, 4155, 3962, 3745, 3223, 4286, 3773, 3140, 3118, 3291, 3085, 3162, 3208, 3274, 3265, 3292, 3292, 3081, 3116, 3164, 3355, 3169, 4165, 3440, 3284, 3228, 3371, 3353, 3182, 3122, 3082, 3137, 2986, 3182, 7096, 7415, 6790, 5492, 5349, 5262, 3502, 4287, 3306, 3272, 3346, 3213, 3254, 3117, 3151, 3019, 3102, 3013, 3053, 3776, 3164, 3034, 3039, 3036, 3236, 3271, 3618, 4044, 4461, 5291, 4080, 3634, 4918, 4464, 3768, 3935, 4202, 4841, 5286 ], "user": "", "xopenme": { "execution_time": [ 2.058044, 2.017836, 1.916927, 2.283937, 1.981575, 1.989492, 2.055144, 2.100323, 2.081, 2.072482, 2.074173, 2.070325, 2.138232, 2.001522, 2.040465, 2.063786, 1.951745, 1.99142, 1.940861, 1.976238, 1.986873, 2.097153, 1.993011, 1.993533, 2.258211, 2.024118, 3.00254, 2.318533, 2.032699, 1.93553, 2.069502, 1.955967, 1.952149, 2.436251, 2.180717, 2.035524, 2.001491, 2.061091, 2.16935, 2.172692, 2.165923, 2.089003, 2.107504, 2.065265, 2.519256, 2.312869, 2.177551, 3.239939, 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2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 } ], "cpu_freqs_before": [ { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 }, { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 } ], "image_height": 3150, "image_width": 2268, "prediction": "0.0622 - \"n02097130 giant schnauzer\"\n0.0596 - \"n03763968 military uniform\"\n0.0327 - \"n03891332 parking meter\"\n0.0299 - \"n02106550 Rottweiler\"\n0.0237 - \"n02797295 barrow, garden cart, lawn cart, wheelbarrow\"\n", "time": [ 3649, 3089, 3107, 3472, 3068, 3037, 3198, 3181, 3273, 3801, 3202, 3690 ], "user": "", "xopenme": { "execution_time": [ 2.633686, 1.977652, 1.987992, 2.058921, 1.978811, 1.977458, 2.044079, 2.023223, 2.120816, 2.768646, 2.180425, 2.198201 ], "execution_time_kernel_0": [ 2.633686, 1.977652, 1.987992, 2.058921, 1.978811, 1.977458, 2.044079, 2.023223, 2.120816, 2.768646, 2.180425, 2.198201 ], "execution_time_kernel_1": [ 0.144046, 0.143893, 0.143955, 0.138687, 0.135579, 0.134907, 0.144089, 0.143514, 0.15506, 0.132422, 0.153257, 0.141006 ], "execution_time_kernel_2": [ 0.618835, 0.810128, 0.732302, 0.812645, 0.719841, 0.662376, 0.786294, 0.770613, 0.836934, 0.724402, 0.714608, 1.108688 ] } }, { "behavior_uid": "4588a17bee6c48ba", "cpu_freqs_after": [ { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 } ], "cpu_freqs_before": [ { "0": 1586, "1": 1586, "2": 1586, "3": 1586, "4": 2600, "5": 2600 } ], "image_height": 670, "image_width": 665, "mispredictions": [ { "correct_answer": "0.3554 - \"n04285008 sports car, sport car\"", "mispredicted_image": "misprediction-image-48b4db18901d1834.jpg", "misprediction_results": "0.3813 - \"n02930766 cab, 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Developed by
Grigori Fursin
Implemented as a
CK workflow
Hosted at