tensorflow / tensorflow/tensorboard

Tensorboard Graph Variables are Mislabeled

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@bileschi is already working on this.

Since Jul 22, 2019.

stat:awaiting tensorflower type:bug
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TypeScript
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Description

Environment information (required)

Diagnostics
Diagnostics output 
--- check: autoidentify
INFO: diagnose_tensorboard.py version 393931f9685bd7e0f3898d7dcdf28819fef54c43

--- check: general
INFO: sys.version_info: sys.version_info(major=3, minor=6, micro=4, releaselevel='final', serial=0)
INFO: os.name: posix
INFO: os.uname(): posix.uname_result(sysname='Darwin', nodename='brianpl-macbookpro.roam.corp.google.com', release='18.6.0', version='Darwin Kernel Version 18.6.0: Thu Apr 25 23:16:27 PDT 2019; root:xnu-4903.261.4~2/RELEASE_X86_64', machine='x86_64')
INFO: sys.getwindowsversion(): N/A

--- check: package_management
INFO: has conda-meta: False
INFO: $VIRTUAL_ENV: None

--- check: installed_packages
INFO: installed: tb-nightly==1.14.0a20190603
INFO: installed: tensorflow==2.0.0b1
INFO: installed: tf-estimator-nightly==1.14.0.dev2019060501

--- check: tensorboard_python_version
INFO: tensorboard.version.VERSION: '1.14.0a20190603'

--- check: tensorflow_python_version
INFO: tensorflow.__version__: '2.0.0-beta1'
INFO: tensorflow.__git_version__: 'v2.0.0-beta0-16-g1d91213fe7'

--- check: tensorboard_binary_path
INFO: which tensorboard: b'/Library/Frameworks/Python.framework/Versions/3.6/bin/tensorboard\n'

--- check: readable_fqdn
INFO: socket.getfqdn(): 'brianpl-macbookpro.roam.corp.google.com'

--- check: stat_tensorboardinfo
INFO: directory: /var/folders/h8/fg3tr5r54xl7d2y5dyjm8nc000cxg4/T/.tensorboard-info
INFO: os.stat(...): os.stat_result(st_mode=16895, st_ino=8610964323, st_dev=16777220, st_nlink=3, st_uid=423396, st_gid=5000, st_size=96, st_atime=1563736522, st_mtime=1563735765, st_ctime=1563735765)
INFO: mode: 0o40777

--- check: source_trees_without_genfiles
INFO: tensorboard_roots (1): ['/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages']; bad_roots (0): []

--- check: full_pip_freeze
INFO: pip freeze --all:
absl-py==0.7.1
adal==1.2.2
appnope==0.1.0
asn1crypto==0.24.0
astor==0.8.0
attrs==19.1.0
azure==4.0.0
azure-applicationinsights==0.1.0
azure-batch==4.1.3
azure-cognitiveservices-nspkg==3.0.1
azure-cognitiveservices-search-customimagesearch==0.1.0
azure-cognitiveservices-search-imagesearch==1.0.0
azure-cognitiveservices-search-nspkg==3.0.1
azure-cognitiveservices-vision-customvision==1.0.0
azure-common==1.1.23
azure-cosmosdb-nspkg==2.0.2
azure-cosmosdb-table==1.0.5
azure-datalake-store==0.0.46
azure-eventgrid==1.3.0
azure-graphrbac==0.40.0
azure-keyvault==1.1.0
azure-loganalytics==0.1.0
azure-mgmt==4.0.0
azure-mgmt-advisor==1.0.1
azure-mgmt-applicationinsights==0.1.1
azure-mgmt-authorization==0.50.0
azure-mgmt-batch==5.0.1
azure-mgmt-batchai==2.0.0
azure-mgmt-billing==0.2.0
azure-mgmt-cdn==3.1.0
azure-mgmt-cognitiveservices==3.0.0
azure-mgmt-commerce==1.0.1
azure-mgmt-compute==4.6.2
azure-mgmt-consumption==2.0.0
azure-mgmt-containerinstance==1.5.0
azure-mgmt-containerregistry==2.8.0
azure-mgmt-containerservice==4.4.0
azure-mgmt-cosmosdb==0.4.1
azure-mgmt-datafactory==0.6.0
azure-mgmt-datalake-analytics==0.6.0
azure-mgmt-datalake-nspkg==3.0.1
azure-mgmt-datalake-store==0.5.0
azure-mgmt-datamigration==1.0.0
azure-mgmt-devspaces==0.1.0
azure-mgmt-devtestlabs==2.2.0
azure-mgmt-dns==2.1.0
azure-mgmt-eventgrid==1.0.0
azure-mgmt-eventhub==2.6.0
azure-mgmt-hanaonazure==0.1.1
azure-mgmt-iotcentral==0.1.0
azure-mgmt-iothub==0.5.0
azure-mgmt-iothubprovisioningservices==0.2.0
azure-mgmt-keyvault==1.1.0
azure-mgmt-loganalytics==0.2.0
azure-mgmt-logic==3.0.0
azure-mgmt-machinelearningcompute==0.4.1
azure-mgmt-managementgroups==0.1.0
azure-mgmt-managementpartner==0.1.1
azure-mgmt-maps==0.1.0
azure-mgmt-marketplaceordering==0.1.0
azure-mgmt-media==1.0.0
azure-mgmt-monitor==0.5.2
azure-mgmt-msi==0.2.0
azure-mgmt-network==2.7.0
azure-mgmt-notificationhubs==2.1.0
azure-mgmt-nspkg==3.0.2
azure-mgmt-policyinsights==0.1.0
azure-mgmt-powerbiembedded==2.0.0
azure-mgmt-rdbms==1.9.0
azure-mgmt-recoveryservices==0.3.0
azure-mgmt-recoveryservicesbackup==0.3.0
azure-mgmt-redis==5.0.0
azure-mgmt-relay==0.1.0
azure-mgmt-reservations==0.2.1
azure-mgmt-resource==2.2.0
azure-mgmt-scheduler==2.0.0
azure-mgmt-search==2.1.0
azure-mgmt-servicebus==0.5.3
azure-mgmt-servicefabric==0.2.0
azure-mgmt-signalr==0.1.1
azure-mgmt-sql==0.9.1
azure-mgmt-storage==2.0.0
azure-mgmt-subscription==0.2.0
azure-mgmt-trafficmanager==0.50.0
azure-mgmt-web==0.35.0
azure-nspkg==3.0.2
azure-servicebus==0.21.1
azure-servicefabric==6.3.0.0
azure-servicemanagement-legacy==0.20.6
azure-storage-blob==1.5.0
azure-storage-common==1.4.2
azure-storage-file==1.4.0
azure-storage-queue==1.4.0
backcall==0.1.0
beautifulsoup4==4.7.1
bleach==3.1.0
bs4==0.0.1
certifi==2019.6.16
cffi==1.12.3
chardet==3.0.4
Click==7.0
click-plugins==1.1.1
cligj==0.5.0
cryptography==2.7
cycler==0.10.0
decorator==4.4.0
defusedxml==0.6.0
descartes==1.1.0
entrypoints==0.3
Fiona==1.8.6
gast==0.2.2
geopandas==0.5.0
google-cloud==0.34.0
google-pasta==0.1.7
graphviz==0.11.1
grpcio==1.22.0
h5py==2.9.0
idna==2.8
imageio==2.5.0
ipykernel==5.1.1
ipython==7.6.1
ipython-genutils==0.2.0
ipywidgets==7.5.0
isodate==0.6.0
jedi==0.14.0
Jinja2==2.10.1
joblib==0.13.2
jsonschema==3.0.1
jupyter==1.0.0
jupyter-client==5.2.4
jupyter-console==6.0.0
jupyter-core==4.5.0
Keras==2.2.4
Keras-Applications==1.0.8
Keras-Preprocessing==1.1.0
kiwisolver==1.1.0
Markdown==3.1.1
MarkupSafe==1.1.1
matplotlib==3.1.1
mistune==0.8.4
msrest==0.6.8
msrestazure==0.6.1
munch==2.3.2
nbconvert==5.5.0
nbformat==4.4.0
notebook==5.7.8
numpy==1.16.4
oauthlib==3.0.2
opencv-python==4.1.0.25
opt-einsum==2.3.2
pandas==0.24.2
pandocfilters==1.4.2
parso==0.5.0
pexpect==4.7.0
pickleshare==0.7.5
Pillow==6.1.0
pip==19.1.1
plotly==3.10.0
prometheus-client==0.7.1
prompt-toolkit==2.0.9
protobuf==3.8.0
ptyprocess==0.6.0
pycparser==2.19
Pygments==2.4.2
PyJWT==1.7.1
pyparsing==2.4.0
pyproj==2.2.1
pyrsistent==0.15.2
pyshp==2.1.0
python-dateutil==2.8.0
pytz==2019.1
PyYAML==5.1.1
pyzmq==18.0.2
qtconsole==4.5.1
requests==2.22.0
requests-oauthlib==1.2.0
retrying==1.3.3
scikit-learn==0.21.2
scipy==1.3.0
Send2Trash==1.5.0
setuptools==41.0.1
Shapely==1.6.4.post2
six==1.12.0
sklearn==0.0
soupsieve==1.9.2
tb-nightly==1.14.0a20190603
tensorflow==2.0.0b1
termcolor==1.1.0
terminado==0.8.2
testpath==0.4.2
tf-estimator-nightly==1.14.0.dev2019060501
tornado==6.0.3
traitlets==4.3.2
urllib3==1.25.3
wcwidth==0.1.7
webencodings==0.5.1
Werkzeug==0.15.4
wheel==0.33.4
widgetsnbextension==3.5.0
wrapt==1.11.2
Next steps

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Issue description

I want to visualize a simple function using tensorboard, such as polar_to_cartesian (below). Following the instructions, I create my definition, decorated with @tensorflow.function, and then trace the function to a log directory, where it is detected by tensorboard.

In the resulting graph, the operators are correct, and the connections are correct, but the variables input are not. Where I should see r and theta and phi, I only see x.

Code
import tensorflow
import time

@tensorflow.function
def polar_to_cartesian(r, theta, phi):
    """Convert polar coordinates (r, theta, phi) to cartesian coordinates, (x, y, z)"""
    sin = tensorflow.math.sin
    cos = tensorflow.math.cos
    x = r * sin(theta) * cos(phi)
    y = r * sin(theta) * sin(phi)
    z = r * cos(theta)
    return (x, y, z)

# Trace polar_to_cartesian.
tensorboard_logdir = "./logs"

!mkdir -p {tensorboard_logdir}
!rm -r {tensorboard_logdir}/*

function_name = polar_to_cartesian.__name__

logdir = tensorboard_logdir + "/" + function_name

writer = tensorflow.summary.create_file_writer(logdir)

# Create some phony data to trace.
r, theta, phi = (1.0, 3.14, 1.57)

# Begin trace.
tensorflow.summary.trace_on(graph=True)

# Run the function
x, y, z = polar_to_cartesian(r, theta, phi)

# End trace and write summary.
with writer.as_default():
    tensorflow.summary.trace_export(
      name="polar_to_cartesian",
      step=0,
      profiler_outdir=logdir)
    
time.sleep(2)

%load_ext tensorboard
%tensorboard --logdir {tensorboard_logdir}
Result
Screen Shot 2019-07-21 at 3 16 33 PM

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