I am trying to build a docker image with Prophet 1.0.1
Here is my requirements.txt file
google-cloud-bigquery
google-cloud-storage
numpy==1.21.0
pandas==1.2.0
db-dtypes
plotly==5.10.0
hampel==0.0.5
prophet==1.0.1
click
joblib
scikit-learn
and here is my docker file -
FROM python:3.8-slim-buster as base
RUN mkdir my_dir
COPY requirements.txt /my_dir/requirements.txt
COPY src /my_dir/src
WORKDIR /my_dir
RUN apt update
RUN apt-get install -y --no-install-recommends \
ca-certificates \
cmake \
build-essential \
gcc \
g++ \
git \
curl \
apt-transport-https \
ca-certificates \
gnupg
RUN python -m pip install --no-cache-dir --upgrade setuptools pip wheel pipenv
RUN pip install -r requirements.txt
WORKDIR /my_dir/src
RUN python setup.py bdist_wheel
RUN pip install dist/*
# kubectl
RUN curl -LO https://storage.googleapis.com/kubernetes-release/release/$(curl -s https://storage.googleapis.com/kubernetes-release/release/stable.txt)/bin/linux/amd64/kubectl
RUN chmod +x ./kubectl
RUN mv ./kubectl /usr/local/bin
ENTRYPOINT [ "sh", "run.sh" ]
When I try to run docker-compose up -d command, the build fails locally with below error -
13 25.10 Building wheels for collected packages: prophet, pymeeus
#13 25.10 Building wheel for prophet (setup.py): started
#13 25.40 Building wheel for prophet (setup.py): finished with status 'error'
#13 25.41 error: subprocess-exited-with-error
#13 25.41
#13 25.41 × python setup.py bdist_wheel did not run successfully.
#13 25.41 │ exit code: 1
#13 25.41 ╰─> [49 lines of output]
#13 25.41 running bdist_wheel
#13 25.41 running build
#13 25.41 running build_py
#13 25.41 creating build
#13 25.41 creating build/lib
#13 25.41 creating build/lib/prophet
#13 25.41 creating build/lib/prophet/stan_model
#13 25.41 Traceback (most recent call last):
#13 25.41 File "<string>", line 36, in <module>
#13 25.41 File "<pip-setuptools-caller>", line 34, in <module>
#13 25.41 File "/tmp/pip-install-l_l1ynvx/prophet_2f0894fc2ee74edfa49399ff3fb20863/setup.py", line 150, in <module>
#13 25.41 long_description_content_type='text/markdown',
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/__init__.py", line 108, in setup
#13 25.41 return distutils.core.setup(**attrs)
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/_distutils/core.py", line 185, in setup
#13 25.41 return run_commands(dist)
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/_distutils/core.py", line 201, in run_commands
#13 25.41 dist.run_commands()
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/_distutils/dist.py", line 969, in run_commands
#13 25.41 self.run_command(cmd)
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/dist.py", line 1221, in run_command
#13 25.41 super().run_command(command)
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/_distutils/dist.py", line 988, in run_command
#13 25.41 cmd_obj.run()
#13 25.41 File "/usr/local/lib/python3.7/site-packages/wheel/bdist_wheel.py", line 343, in run
#13 25.41 self.run_command("build")
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/_distutils/cmd.py", line 318, in run_command
#13 25.41 self.distribution.run_command(command)
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/dist.py", line 1221, in run_command
#13 25.41 super().run_command(command)
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/_distutils/dist.py", line 988, in run_command
#13 25.41 cmd_obj.run()
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/_distutils/command/build.py", line 131, in run
#13 25.41 self.run_command(cmd_name)
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/_distutils/cmd.py", line 318, in run_command
#13 25.41 self.distribution.run_command(command)
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/dist.py", line 1221, in run_command
#13 25.41 super().run_command(command)
#13 25.41 File "/usr/local/lib/python3.7/site-packages/setuptools/_distutils/dist.py", line 988, in run_command
#13 25.41 cmd_obj.run()
#13 25.41 File "/tmp/pip-install-l_l1ynvx/prophet_2f0894fc2ee74edfa49399ff3fb20863/setup.py", line 48, in run
#13 25.41 build_models(target_dir)
#13 25.41 File "/tmp/pip-install-l_l1ynvx/prophet_2f0894fc2ee74edfa49399ff3fb20863/setup.py", line 36, in build_models
#13 25.41 from prophet.models import StanBackendEnum
#13 25.41 File "/tmp/pip-install-l_l1ynvx/prophet_2f0894fc2ee74edfa49399ff3fb20863/prophet/__init__.py", line 8, in <module>
#13 25.41 from prophet.forecaster import Prophet
#13 25.41 File "/tmp/pip-install-l_l1ynvx/prophet_2f0894fc2ee74edfa49399ff3fb20863/prophet/forecaster.py", line 14, in <module>
#13 25.41 import numpy as np
#13 25.41 ModuleNotFoundError: No module named 'numpy'
#13 25.41 [end of output]
I do have the numpy package included in the requirements.txt but it does not seem to work for me. How can I successfully install the prophet 1.0.1 using docker?
prophet 1.0.1 seems to need some of its dependencies before the package can been built, so you'll need to install those first. You can change your requirements.txt to
google-cloud-bigquery
google-cloud-storage
numpy==1.21.0
pandas==1.2.0
db-dtypes
plotly==5.10.0
hampel==0.0.5
click
joblib
scikit-learn
pystan==2.19.1.1
Cython
cmdstanpy==0.9.68
matplotlib
LunarCalendar
convertdate
holidays
setuptools-git
python-dateutil
tqdm
(Note that prophet==1.0.1 has been removed here.) And then change your Dockerfile to
FROM python:3.8-slim-buster as base
RUN mkdir my_dir
COPY src /my_dir/src
WORKDIR /my_dir
RUN apt update
RUN apt-get install -y --no-install-recommends \
ca-certificates \
cmake \
build-essential \
gcc \
g++ \
git \
curl \
apt-transport-https \
ca-certificates \
gnupg
COPY requirements.txt /my_dir/requirements.txt
RUN python -m pip install --no-cache-dir --upgrade setuptools pip wheel pipenv
RUN pip install -r requirements.txt
RUN pip install prophet==1.0.1
WORKDIR /my_dir/src
RUN python setup.py bdist_wheel
RUN pip install dist/*
# kubectl
RUN curl -LO https://storage.googleapis.com/kubernetes-release/release/$(curl -s https://storage.googleapis.com/kubernetes-release/release/stable.txt)/bin/linux/amd64/kubectl
RUN chmod +x ./kubectl
RUN mv ./kubectl /usr/local/bin
ENTRYPOINT [ "sh", "run.sh" ]
Alternatively, you could switch to a newer version of prophet that doesn't have this problem.