Update docs (#530)

Update docs as per the offline discussion with @exactlyallan.

Authors:
  - Ajay Thorve (https://github.com/AjayThorve)

Approvers:
  - AJ Schmidt (https://github.com/ajschmidt8)
  - Allan (https://github.com/exactlyallan)

URL: #530

README.md

@@ -97,7 +97,7 @@ geoJSONSource='https://raw.githubusercontent.com/rapidsai/cuxfilter/GTC-2018-mor
 
 chart0 = cuxfilter.charts.choropleth( x='zip', color_column='delinquency_12_prediction', color_aggregate_fn='mean',
             elevation_column='current_actual_upb', elevation_factor=0.00001, elevation_aggregate_fn='sum',
-            geoJSONSource=geoJSONSource, data_points=1000
+            geoJSONSource=geoJSONSource
 )
 chart2 = cuxfilter.charts.bar('delinquency_12_prediction',data_points=50)
 chart3 = cuxfilter.charts.range_slider('borrower_credit_score',data_points=50)
@@ -171,6 +171,18 @@ conda install -c rapidsai-nightly -c numba -c conda-forge -c nvidia \
 
 Note: cuxfilter is supported only on Linux, and with Python versions 3.8 and later.
 
+### PyPI
+
+Install cuxfilter from PyPI using pip:
+
+```bash
+# for CUDA 12.0
+pip install cuxfilter-cu12 -extra-index-url=https://pypi.nvidia.com
+
+# for CUDA 11.8
+pip install cuxfilter-cu11 -extra-index-url=https://pypi.nvidia.com
+```
+
 See the [Get RAPIDS version picker](https://rapids.ai/start.html) for more OS and version info.
 
 ### Build/Install from Source

ci/release/update-version.sh

@@ -36,6 +36,8 @@ function sed_runner() {
 # RTD update
 sed_runner 's/version = .*/version = '"'${NEXT_SHORT_TAG}'"'/g' docs/source/conf.py
 sed_runner 's/release = .*/release = '"'${NEXT_FULL_TAG}'"'/g' docs/source/conf.py
+# docs update
+sed_runner "/cuxfilter=[0-9]\{2\}.[0-9]\{2\}/ s/=[0-9]\{2\}.[0-9]\{2\}/=${NEXT_SHORT_TAG}/g" docs/source/user_guide/installation.rst
 
 # Python __init__.py updates
 sed_runner "s/__version__ = .*/__version__ = \"${NEXT_FULL_TAG}\"/g" python/cuxfilter/__init__.py
@@ -49,14 +51,14 @@ DEPENDENCIES=(
 )
 for FILE in dependencies.yaml conda/environments/*.yaml; do
   for DEP in "${DEPENDENCIES[@]}"; do
-    sed_runner "/- ${DEP}==/ s/==.*/==${NEXT_SHORT_TAG_PEP440}\.*/g" ${FILE};
+    sed_runner "/-.* ${DEP}==/ s/==.*/==${NEXT_SHORT_TAG_PEP440}.*/g" ${FILE};
   done
 done
 
-
 # README.md update
-sed_runner "s/version == ${CURRENT_SHORT_TAG}/version == ${NEXT_SHORT_TAG}/g" README.md
-sed_runner "s/cuxfilter=${CURRENT_SHORT_TAG}/cuxfilter=${NEXT_SHORT_TAG}/g" README.md
+sed_runner "/version == / s/== .*\`/== ${NEXT_SHORT_TAG}\`/g" README.md
+sed_runner "/cuxfilter=[0-9]\{2\}.[0-9]\{2\}/ s/=[0-9]\{2\}.[0-9]\{2\}/=${NEXT_SHORT_TAG}/g" README.md
+
 
 # CI files
 for FILE in .github/workflows/*.yaml; do