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On 64-bits Linux, you should use the wheels released to pypi. I think that sudo /usr/local/bin/python3.7 -m pip install python-mbedtls would work in your case.
Otherwise, if you want/need to build python-mbedtls (the python library), you need to install mbedtls (the C library) first. python-mbedtls is not written in pure Python and requires the headers and the shared libraries from mbedtls to compile.
Provided you have a C compiler, curl, and CMake, you can use the shell script available in scripts/install-mbedtls.sh. The script takes the version of mbedtls that you want to install as argument, so run sudo ./scripts/install-mbedtls.sh 2.7.8 from the root of python-mbedtls to download and install mbedtls 2.7.8 to /usr/local.
Once you have mbedtls, install python-mbedtls with python setup.py install.
I tried to build the latest repro on CentOS 1804 x64 and got a failure.
cmd issued: sudo /usr/local/bin/python3.7 setup.py install
creating build-3.7.1/temp.linux-x86_64-3.7/build-3.7.1/temp.linux-x86_64-3.7/pyrex/mbedtls
gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O3 -Wall -fPIC -I/usr/local/include/python3.7m -c build-3.7.1/temp.linux-x86_64-3.7/pyrex/mbedtls/_md.c -o build-3.7.1/temp.linux-x86_64-3.7/build-3.7.1/temp.linux-x86_64-3.7/pyrex/mbedtls/_md.o
build-3.7.1/temp.linux-x86_64-3.7/pyrex/mbedtls/_md.c:611:33: fatal error: mbedtls/md_internal.h: No such file or directory
#include "mbedtls/md_internal.h"
^
compilation terminated.
error: command 'gcc' failed with exit status 1
update
I also tried the 0.14.0 version from here and got a different build error:
https://pypi.org/project/python-mbedtls/#files
sudo /usr/local/bin/python3.7 setup.py install
running install
running bdist_egg
running egg_info
writing src/python_mbedtls.egg-info/PKG-INFO
writing dependency_links to src/python_mbedtls.egg-info/dependency_links.txt
writing requirements to src/python_mbedtls.egg-info/requires.txt
writing top-level names to src/python_mbedtls.egg-info/top_level.txt
reading manifest file 'src/python_mbedtls.egg-info/SOURCES.txt'
reading manifest template 'MANIFEST.in'
writing manifest file 'src/python_mbedtls.egg-info/SOURCES.txt'
installing library code to build-3.7.1/bdist.linux-x86_64/egg
running install_lib
running build_py
creating build-3.7.1
creating build-3.7.1/lib.linux-x86_64-3.7
creating build-3.7.1/lib.linux-x86_64-3.7/mbedtls
copying src/mbedtls/init.py -> build-3.7.1/lib.linux-x86_64-3.7/mbedtls
creating build-3.7.1/lib.linux-x86_64-3.7/mbedtls/cipher
copying src/mbedtls/cipher/init.py -> build-3.7.1/lib.linux-x86_64-3.7/mbedtls/cipher
running build_ext
cythoning src/mbedtls/x509.pyx to build-3.7.1/temp.linux-x86_64-3.7/pyrex/mbedtls/x509.c
creating build-3.7.1/temp.linux-x86_64-3.7
creating build-3.7.1/temp.linux-x86_64-3.7/pyrex
creating build-3.7.1/temp.linux-x86_64-3.7/pyrex/mbedtls
building 'mbedtls.x509' extension
creating build-3.7.1/temp.linux-x86_64-3.7/build-3.7.1
creating build-3.7.1/temp.linux-x86_64-3.7/build-3.7.1/temp.linux-x86_64-3.7
creating build-3.7.1/temp.linux-x86_64-3.7/build-3.7.1/temp.linux-x86_64-3.7/pyrex
creating build-3.7.1/temp.linux-x86_64-3.7/build-3.7.1/temp.linux-x86_64-3.7/pyrex/mbedtls
gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O3 -Wall -fPIC -I/usr/local/include/python3.7m -c build-3.7.1/temp.linux-x86_64-3.7/pyrex/mbedtls/x509.c -o build-3.7.1/temp.linux-x86_64-3.7/build-3.7.1/temp.linux-x86_64-3.7/pyrex/mbedtls/x509.o
build-3.7.1/temp.linux-x86_64-3.7/pyrex/mbedtls/x509.c:611:26: fatal error: mbedtls/asn1.h: No such file or directory
#include "mbedtls/asn1.h"
^
compilation terminated.
error: command 'gcc' failed with exit status 1
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