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mldeform's Introduction

Hi, I'm Dhruv Govil

Hi, I'm Dhruv. I'm currently a Software Engineer, working on Spatial Computing Content Pipelines for Apple Logo Apple Vision Pro. My background is as an artist and software developer in Visual Effects and Animation. I enjoy working as a mix of art and technology.

My opinions, repos and other content here are not a reflection of my employers, unless otherwise specified or agreed. I am making my contributions/submissions to the projects in my personal capacity and am not conveying any rights to any intellectual property of any third parties.

My code repos remain up as a reference but will not be modified further, with the exception of those with employer approval or as administrative actions.

Facts About Me

  • ๐Ÿ‡จ๐Ÿ‡ฆ๐Ÿ‡ฎ๐Ÿ‡ณliving in ๐Ÿ‡จ๐Ÿ‡ฆ, formerly in ๐Ÿ‡บ๐Ÿ‡ธ
  • ๐Ÿ˜„ Pronouns: He/Him
  • ๐Ÿ‘จ๐Ÿฝโ€๐Ÿ’ป Programming Polyglot with a focus on Python, Rust, Swift, C++, C# among others.
  • โœจ I love to Animate as well as designing UI & UX.
  • ๐Ÿ’ฌ My name is pronounced dh ส€ /oo/ v, or it's Drew with a V added on. Don't worry about it.
  • ๐Ÿ“ธ I shoot live concerts and I play ๐ŸŽธguitar in my free time.

Notable Work

Apple Vision Pro
Apple Vision Pro

Software Engineer working on Spatial Computing Content Pipelines.
Alliance for OpenUSD
Alliance for OpenUSD

Founding member of Alliance for OpenUSD. Working on File Format specification.
App Clip Code
App Clip Code

Responsible for creating the generator, early visual designs and worked on demo content.
SmallFoot
SmallFoot
Pipeline Supervisor (One of Two).
Spider-Man: Homecoming
Spider-Man: Homecoming
Pipeline and Layout Supervisor.

mldeform's People

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mldeform's Issues

How to add anaconda/tensorflow to Maya

Hi Dhruv, I am trying to run your repo but kind of stuck at bringing TensorFlow to Maya.

I first tried to install TensorFlow using mayapy, but using that I was getting attached error
Untitled
It complains when imp.load_module('_pywrap_tensorflow_internal' but _pywrap_tensorflow_internal is present.

Anyway, I followed your advice and install tf2 using anaconda, but now I am not sure how to add anaconda library path to Maya library paths. I am guessing it should be conda/pkgs that I need to reference in Maya, but not sure where. Kindly advice.

OS: Linux/CentOS7
Maya Version: 2020

Vertices are moving in a wrong direction

Hi @dgovil,

I tried your Cylinder_setup scene in Maya 2022.
Just as you mentioned I wrote the data and trained it. I used Collab for training.
Then I loaded and created a deformer and set up the joints.
I am connecting joints in a similar way you are doing in test_deformer function
I can see the vertices are moved but they are moving in the wrong way.

Cylinder_Setup

I am attaching herewith the training input and output data that I am loading in the deformer.
Test1.zip

Kindly advise if this is expected? or what/if I have missed.

i have a question

maya python version is 2.7.11
but pandas need numpy 1.3 or above...
tensorflow need python 3.5 or above..
so, i can't use maya running โ€˜โ€™from MLDeform import train โ€˜โ€™
happen a error...
because maya can't import pandas and tensorflow

# ValueError: Empty training data. #

I got one joint to write out training data. If it's multiple joints than I get this error.

Train on 0 samples, validate on 1 samples
Epoch 1/200
# Error: Empty training data.
# Traceback (most recent call last):
#   File "<maya console>", line 3, in <module>
#   File "C:/Users/Edward Conry/Documents/maya/2022/scripts\MLDeform2\_training\train.py", line 179, in train
#     batch_size=batch_size)
#   File "C:\Program Files\Autodesk\Maya2022\Python37\lib\site-packages\tensorflow\python\keras\engine\training.py", line 780, in fit
#     steps_name='steps_per_epoch')
#   File "C:\Program Files\Autodesk\Maya2022\Python37\lib\site-packages\tensorflow\python\keras\engine\training_arrays.py", line 380, in model_iteration
#     aggregator.finalize()
#   File "C:\Program Files\Autodesk\Maya2022\Python37\lib\site-packages\tensorflow\python\keras\engine\training_utils.py", line 111, in finalize
#     raise ValueError('Empty training data.')
# ValueError: Empty training data. # 

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