Completes UNB-2896 - Add consistency check between module versions us…

…ed in the Jupyter notebook and the ones specified in the requirements file

CHANGELOG.md

@@ -10,6 +10,7 @@ and this project adheres to [Semantic Versioning](http://semver.org/spec/v2.0.0.
 ## Added 
 
 * Added `protobuf<3.20` to requirements to fix compatibility issue with Tensorflow.
+* Warnings if the dependencies from the `requirement_txt_file` and current environment are inconsistent.
 
 ### Changed
 

openlayer/__init__.py

@@ -5,10 +5,12 @@
 import tempfile
 import traceback
 import uuid
+import warnings
 from typing import Callable, List, Optional
 
 import marshmallow as ma
 import pandas as pd
+import pkg_resources
 from bentoml.saved_bundle import bundler
 from bentoml.utils import tempdir
 
@@ -536,6 +538,7 @@ def add_model(
  raise exceptions.OpenlayerResourceError(
  f"File `{requirements_txt_file}` does not exist. \n"
  ) from None
+ self._check_dependencies(requirements_txt_file)
 
  # Setup script
  if setup_script and not os.path.isfile(os.path.expanduser(setup_script)):
@@ -1208,7 +1211,7 @@ def add_dataframe(
 
  @staticmethod
  def _format_error_message(err) -> str:
- """Formats the error messaeges from Marshmallow"""
+ """Formats the error messages from Marshmallow"""
  error_msg = ""
  for input, msg in err.messages.items():
  if input == "_schema":
@@ -1221,3 +1224,53 @@ def _format_error_message(err) -> str:
  temp_msg = list(msg.values())[0][0].lower()
  error_msg += f"- `{input}` contains items that are {temp_msg} \n"
  return error_msg
+
+ @staticmethod
+ def _check_dependencies(requirements_txt_file: str):
+ """Checks the modules specified in the `requirements_txt_file` against
+ the ones installed in the current enviromnent
+ """
+ # Read requirements file
+ with open(requirements_txt_file) as f:
+ lines = f.readlines()
+
+ # Parse the requirements file
+ dependencies = pkg_resources.parse_requirements(lines)
+
+ for requirement in dependencies:
+ requirement = str(requirement)
+ try:
+ pkg_resources.require(requirement)
+ except pkg_resources.VersionConflict as err:
+ try:
+ warnings.warn(
+ "There is a version discrepancy between the current "
+ f"environment and the dependency `{requirement}`. \n"
+ f"`requirements_txt_file` specifies `{err.req}`, but the current "
+ f"environment contains `{err.dist}` installed. \n"
+ "There might be unexpected results once the model is in the platform. "
+ "Use at your own discretion.",
+ category=Warning,
+ )
+ return None
+ except AttributeError:
+ warnings.warn(
+ "There is a version discrepancy between the current "
+ f"environment and the dependency `{requirement}`. \n"
+ f"`requirements_txt_file` specifies `{requirement}`, but the current "
+ f"environment contains an incompatible version installed. \n"
+ "There might be unexpected results once the model is in the platform. "
+ "Use at your own discretion.",
+ category=Warning,
+ )
+ return None
+ except pkg_resources.DistributionNotFound as err:
+ warnings.warn(
+ f"The dependency `{requirement}` specified in the `requirements_txt_file` "
+ "is not installed in the current environment. \n"
+ "There might be unexpected results once the model is in the platform. "
+ "Use at your own discretion.",
+ category=Warning,
+ )
+ return None
+ return None