Support requirements detection using pip freeze (development.detect_with_pip_freeze configuration setting)

trains/backend_interface/task/task.py

@@ -42,6 +42,7 @@ from ...storage.helper import StorageHelper, StorageError
 from .access import AccessMixin
 from .log import TaskHandler
 from .repo import ScriptInfo
+from .repo.util import get_command_output
 from ...config import config, PROC_MASTER_ID_ENV_VAR, SUPPRESS_UPDATE_MESSAGE_ENV_VAR
 
 
@@ -287,8 +288,13 @@ class Task(IdObjectBase, AccessMixin, SetupUploadMixin):
             if result.script and script_requirements:
                 entry_point_filename = None if config.get('development.force_analyze_entire_repo', False) else \
                     os.path.join(result.script['working_dir'], entry_point)
-                requirements, conda_requirements = script_requirements.get_requirements(
-                    entry_point_filename=entry_point_filename)
+                if config.get('development.detect_with_pip_freeze', False):
+                    conda_requirements = ""
+                    requirements = '# Python ' + sys.version.replace('\n', ' ').replace('\r', ' ') + '\n\n'\
+                                   + get_command_output([sys.executable, "-m", "pip", "freeze"])
+                else:
+                    requirements, conda_requirements = script_requirements.get_requirements(
+                        entry_point_filename=entry_point_filename)
 
                 if requirements:
                     if not result.script['requirements']: