aggregate 1/n

Author: Borda

Dockerfile.tmpl

@@ -106,7 +106,12 @@ RUN conda install -c pytorch magma-cuda${CUDA_MAJOR_VERSION}${CUDA_MINOR_VERSION
     rm -rf /tmp/torch && \
     /tmp/clean-layer.sh
 {{ else }}
-RUN pip install torch==$TORCH_VERSION+cpu torchvision==$TORCHVISION_VERSION+cpu torchaudio==$TORCHAUDIO_VERSION+cpu torchtext==$TORCHTEXT_VERSION -f https://download.pytorch.org/whl/torch_stable.html && \
+RUN pip install \
+        torch==$TORCH_VERSION+cpu \
+        torchvision==$TORCHVISION_VERSION+cpu \
+        torchaudio==$TORCHAUDIO_VERSION+cpu \
+        torchtext==$TORCHTEXT_VERSION \
+    -f https://download.pytorch.org/whl/torch_stable.html && \
     /tmp/clean-layer.sh
 {{ end }}
 
@@ -155,39 +160,39 @@ RUN pip install spacy && \
 # Install GPU specific packages
 {{ if eq .Accelerator "gpu" }}
 # Install GPU-only packages
-RUN pip install pycuda && \
-    pip install pynvrtc && \
-    pip install pynvml && \
-    pip install nnabla-ext-cuda$CUDA_MAJOR_VERSION$CUDA_MINOR_VERSION && \
+RUN pip install pycuda \
+        pynvrtc \
+        pynvml \
+        nnabla-ext-cuda$CUDA_MAJOR_VERSION$CUDA_MINOR_VERSION && \
     /tmp/clean-layer.sh
 {{ end }}
 
-RUN pip install pysal && \
-    pip install seaborn python-dateutil dask python-igraph && \
-    pip install pyyaml joblib husl geopy mne pyshp && \
-    pip install pandas && \
-    pip install flax && \
+RUN pip install pysal \
+        seaborn python-dateutil dask python-igraph \
+        pyyaml joblib husl geopy mne pyshp \
+        pandas \
+        flax \
     # Install h2o from source.
     # Use `conda install -c h2oai h2o` once Python 3.7 version is released to conda.
     apt-get install -y default-jre-headless && \
-    pip install -f https://h2o-release.s3.amazonaws.com/h2o/latest_stable_Py.html h2o && \
-    pip install tensorflow-gcs-config==2.6.0 && \
-    pip install tensorflow-addons==0.14.0 && \
-    pip install tensorflow_decision_forests==0.2.0 && \
+    pip install -f https://h2o-release.s3.amazonaws.com/h2o/latest_stable_Py.html h2o \
+        tensorflow-gcs-config==2.6.0 \
+        tensorflow-addons==0.14.0 \
+        tensorflow_decision_forests==0.2.0 && \
     /tmp/clean-layer.sh
 
 RUN apt-get install -y libfreetype6-dev && \
     apt-get install -y libglib2.0-0 libxext6 libsm6 libxrender1 libfontconfig1 --fix-missing && \
     # b/198300835 kornia 4.1.0 is not compatible with our version of numpy.
     pip install gensim==4.0.1 && \
-    pip install textblob && \
-    pip install wordcloud && \
-    pip install xgboost && \
-    pip install pydot && \
-    # Pinned because it breaks theano test with the latest version (b/178107003).
-    pip install theano-pymc==1.0.11 && \
-    pip install python-Levenshtein && \
-    pip install hep_ml && \
+        textblob \
+        wordcloud \
+        xgboost \
+        pydot \
+        # Pinned because it breaks theano test with the latest version (b/178107003).
+        theano-pymc==1.0.11 \
+        python-Levenshtein \
+        hep_ml && \
     # NLTK Project datasets
     mkdir -p /usr/share/nltk_data && \
     # NLTK Downloader no longer continues smoothly after an error, so we explicitly list
@@ -208,8 +213,8 @@ RUN apt-get install -y libfreetype6-dev && \
     twitter_samples udhr2 udhr unicode_samples universal_tagset universal_treebanks_v20 \
     vader_lexicon verbnet webtext word2vec_sample wordnet wordnet_ic words ycoe && \
     # Stop-words
-    pip install stop-words && \
-    pip install scikit-image && \
+    pip install stop-words \
+        scikit-image && \
     /tmp/clean-layer.sh
 
 RUN pip install ibis-framework && \
@@ -219,31 +224,31 @@ RUN pip install ibis-framework && \
     pip install gluoncv && \
     /tmp/clean-layer.sh
 
-RUN pip install scipy && \
-    pip install scikit-learn && \
-    # Scikit-learn accelerated library for x86
-    # TODO(b/262387811#4) Unpin when the package is fixed.
-    pip install scikit-learn-intelex==2021.6.3 && \
-    # HDF5 support
-    pip install h5py && \
-    pip install biopython && \
-    # PUDB, for local debugging convenience
-    pip install pudb && \
-    pip install imbalanced-learn && \
-    # Profiling and other utilities
-    pip install line_profiler && \
-    pip install orderedmultidict && \
-    pip install smhasher && \
-    pip install bokeh && \
-    pip install numba && \
-    pip install datashader && \
-    # Boruta (python implementation)
-    pip install Boruta && \
+RUN pip install scipy \
+        scikit-learn \
+        # Scikit-learn accelerated library for x86
+        # TODO(b/262387811#4) Unpin when the package is fixed.
+        scikit-learn-intelex==2021.6.3 \
+        # HDF5 support
+        h5py \
+        biopython \
+        # PUDB, for local debugging convenience
+        pudb \
+        imbalanced-learn \
+        # Profiling and other utilities
+        line_profiler \
+        orderedmultidict \
+        smhasher \
+        bokeh \
+        numba \
+        datashader \
+        # Boruta (python implementation)
+        Boruta && \
     apt-get install -y graphviz && pip install graphviz && \
     # Pandoc is a dependency of deap
     apt-get install -y pandoc && \
-    pip install git+https://github.com/scikit-learn-contrib/py-earth.git@issue191 && \
-    pip install essentia && \
+    pip install git+https://github.com/scikit-learn-contrib/py-earth.git@issue191 \
+        essentia && \
     apt-get install -y git-lfs && \
     /tmp/clean-layer.sh