symbolic regression notebook (#60)

* symbolic regression

minor fix

* [pre-commit.ci] auto fixes from pre-commit hooks

* Update _toc.yml

* pysr

* add descriptions

* update

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Javier Duarte <jduarte@ucsd.edu>

Author: 3 people

_toc.yml

@@ -10,3 +10,4 @@ chapters:
  - file: part7a_bitstream.ipynb
  - file: part7b_deployment.ipynb
  - file: part7c_validation.ipynb
+ - file: part8_symbolic_regression.ipynb

docker/Dockerfile

@@ -30,7 +30,8 @@ RUN mamba install -y -c conda-forge \
 RUN pip install \
     hls4ml[profiling]==0.8.0 \
     qkeras==0.9.0 \
-    conifer==0.2b0
+    conifer==0.2b0 \
+    pysr==0.16.3
 RUN mamba clean --all -f -y && \
     mamba list && \
     fix-permissions "${CONDA_DIR}" && \

docker/Dockerfile.vivado

@@ -35,7 +35,8 @@ RUN mamba install -y -c conda-forge \
 RUN pip install \
     hls4ml[profiling]==0.8.0 \
     qkeras==0.9.0 \
-    conifer==0.2b0
+    conifer==0.2b0 \
+    pysr==0.16.3
 RUN mamba clean --all -f -y && \
     mamba list && \
     fix-permissions "${CONDA_DIR}" && \

environment.yml

@@ -19,3 +19,4 @@ dependencies:
       - hls4ml[profiling]==0.8.0
       - qkeras==0.9.0
       - conifer==0.2b0
+      - pysr==0.16.3