simplified notes, requirements and updated to work with 11.7 cudakit …

README.md

@@ -41,7 +41,53 @@ Part 2: Teaching Machines to Paint, Write, Compose and Play
 
 To get started, first install the required libraries inside a virtual environment:
 
-`pip install -r requirements.txt`
+```
+# install nvidia drivers if you haven't already:
+#https://www.nvidia.com/Download/index.aspx
+
+# make a tensorflow environment that works with
+# 11th Gen Intel(R) Core(TM) i9-11900H @ 2.50GHz   2.50 GHz
+# check your card:
+nvidia-smi --query-gpu=gpu_name --format=csv|tail -n 1
+# NVIDIA GeForce RTX 3050 Ti Laptop GPU
+#
+
+# install mamba for faster package management:
+# sometimes you have to repeat a mamba command, its still faster than conda
+conda install -n base conda-forge::mamba
+
+mamba create -n generative tensorflow-gpu -c conda-forge
+conda activate generative
+
+pip install tf-explain
+# uninstall tensorflow so it's linked to the version your cudakit needs later on
+pip uninstall tensorflow
+
+# install tool to query your nvidia toolkit version
+mamba install cuda-nvcc -c nvidia
+nvcc --version
+
+# Assuming nvcc version is 11.7: will bring correct cudnn, and libcusolver.so.11:
+# WARNING: 2.5.0 has a broken libcusolver
+#   If you install cudatoolkit any other way for 2.5.0, libcusolver.so.10 will be installed when you need so.11, and you'll get errors
+mamba install cudatoolkit=11.7 
+
+
+### test:
+python3 -c "import tensorflow as tf; print(tf.reduce_sum(tf.random.normal([1000, 1000])))"
+# ignore NUMA node warnings, they're harmless, see: https://forums.developer.nvidia.com/t/numa-error-running-tensorflow-on-jetson-tx2/56119/2
+# I think this happens if GPU is number '0'
+# All the libs should load
+python3 -c "import tensorflow as tf; print(tf.config.list_physical_devices('GPU'))"
+# ignore NUMA node warning
+
+mamba install jupyter
+mamba install --file requirements.txt -c conda-forge -c esri
+
+# start your notebook server
+LD_LIBRARY_PATH=~/miniconda3/envs/generative/lib jupyter notebook
+
+```
 
 
 

requirements.txt

@@ -1,97 +1,22 @@
-absl-py==0.8.1
-appnope==0.1.0
-astor==0.8.0
-astunparse==1.6.3
-attrs==19.2.0
-backcall==0.1.0
-bleach==3.1.0
-cachetools==4.1.1
-certifi==2020.6.20
-chardet==3.0.4
-cycler==0.10.0
-decorator==4.4.0
-defusedxml==0.6.0
-entrypoints==0.3
-gast==0.3.3
-google-auth==1.18.0
-google-auth-oauthlib==0.4.1
-google-pasta==0.2.0
-h5py==2.10.0
-idna==2.10
-imageio==2.6.1
-importlib-metadata==0.23
-ipykernel==5.1.2
-ipython==7.8.0
-ipython-genutils==0.2.0
-ipywidgets==7.5.1
-jedi==0.15.1
-Jinja2==2.10.3
-jsonschema==3.1.1
-jupyter==1.0.0
-jupyter-client==5.3.4
-jupyter-console==6.0.0
-jupyter-core==4.6.0
-Keras==2.3.1
-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
-more-itertools==7.2.0
-music21==5.7.0
-nbconvert==5.6.0
-nbformat==4.4.0
-networkx==2.3
-notebook==6.0.1
-numpy==1.17.2
-oauthlib==3.1.0
-opt-einsum==3.1.0
-pandas==0.25.1
-pandocfilters==1.4.2
-parso==0.5.1
-pexpect==4.7.0
-pickleshare==0.7.5
-Pillow==6.2.0
-prometheus-client==0.7.1
-prompt-toolkit==2.0.10
-protobuf==3.10.0
-ptyprocess==0.6.0
-pyasn1==0.4.8
-pyasn1-modules==0.2.8
-pydot==1.4.1
-pydotplus==2.0.2
-Pygments==2.4.2
-pyparsing==2.4.2
-pyrsistent==0.15.4
-python-dateutil==2.8.0
-pytz==2019.3
-PyYAML==5.1.2
-pyzmq==18.1.0
-qtconsole==4.5.5
-requests==2.24.0
-requests-oauthlib==1.3.0
-rsa==4.6
-scikit-image==0.17.2
-scipy==1.4.1
-Send2Trash==1.5.0
-six==1.12.0
-tensorboard==2.2.2
-tensorboard-plugin-wit==1.7.0
-tensorflow==2.2.0
-tensorflow-addons==0.10.0
-tensorflow-estimator==2.2.0
-termcolor==1.1.0
-terminado==0.8.2
-testpath==0.4.2
-tornado==6.0.3
-traitlets==4.3.3
-typeguard==2.9.1
-urllib3==1.25.9
-wcwidth==0.1.7
-webencodings==0.5.1
-Werkzeug==0.16.0
-widgetsnbextension==3.5.1
-wrapt==1.11.2
-zipp==0.6.0
+keras-applications
+pillow
+pyyaml
+appnope
+astor
+chardet
+cycler
+imageio
+kiwisolver
+matplotlib
+more-itertools
+music21
+networkx
+opt-einsum
+pandas
+pydot
+pydotplus
+pytz
+scikit-image
+tensorflow-addons
+testpath
+typeguard