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loader.py
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# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License.
"""Python functions loader."""
import importlib
import importlib.machinery
import os
import os.path
import pathlib
import sys
import time
from datetime import timedelta
from os import PathLike, fspath
from typing import Dict, Optional
from google.protobuf.duration_pb2 import Duration
from . import bindings, functions, protos
from .bindings.retrycontext import RetryPolicy
from .constants import (
CUSTOMER_PACKAGES_PATH,
METADATA_PROPERTIES_WORKER_INDEXED,
MODULE_NOT_FOUND_TS_URL,
PYTHON_LANGUAGE_RUNTIME,
PYTHON_SCRIPT_FILE_NAME,
PYTHON_SCRIPT_FILE_NAME_DEFAULT,
RETRY_POLICY,
)
from .logging import logger
from .utils.config_manager import config_manager
from .utils.wrappers import attach_message_to_exception
_AZURE_NAMESPACE = '__app__'
_DEFAULT_SCRIPT_FILENAME = '__init__.py'
_DEFAULT_ENTRY_POINT = 'main'
_submodule_dirs = []
def register_function_dir(path: PathLike) -> None:
try:
_submodule_dirs.append(fspath(path))
except TypeError as e:
raise RuntimeError(f'Path ({path}) is incompatible with fspath. '
f'It is of type {type(path)}.', e)
def install() -> None:
if _AZURE_NAMESPACE not in sys.modules:
# Create and register the __app__ namespace package.
ns_spec = importlib.machinery.ModuleSpec(_AZURE_NAMESPACE, None)
ns_spec.submodule_search_locations = _submodule_dirs
ns_pkg = importlib.util.module_from_spec(ns_spec)
sys.modules[_AZURE_NAMESPACE] = ns_pkg
def convert_to_seconds(timestr: str):
x = time.strptime(timestr, '%H:%M:%S')
return int(timedelta(hours=x.tm_hour, minutes=x.tm_min,
seconds=x.tm_sec).total_seconds())
def uninstall() -> None:
pass
def build_binding_protos(indexed_function) -> Dict:
binding_protos = {}
for binding in indexed_function.get_bindings():
binding_protos[binding.name] = protos.BindingInfo(
type=binding.type,
data_type=binding.data_type,
direction=binding.direction)
return binding_protos
def build_retry_protos(indexed_function) -> Dict:
retry = get_retry_settings(indexed_function)
if not retry:
return None
strategy = retry.get(RetryPolicy.STRATEGY.value)
max_retry_count = int(retry.get(RetryPolicy.MAX_RETRY_COUNT.value))
retry_strategy = retry.get(RetryPolicy.STRATEGY.value)
if strategy == "fixed_delay":
return build_fixed_delay_retry(retry, max_retry_count, retry_strategy)
else:
return build_variable_interval_retry(retry, max_retry_count,
retry_strategy)
def get_retry_settings(indexed_function):
try:
return indexed_function.get_settings_dict(RETRY_POLICY)
except AttributeError as e:
logger.warning("AttributeError while loading retry policy. %s", e)
return None
def build_fixed_delay_retry(retry, max_retry_count, retry_strategy):
delay_interval = Duration(
seconds=convert_to_seconds(retry.get(RetryPolicy.DELAY_INTERVAL.value))
)
return protos.RpcRetryOptions(
max_retry_count=max_retry_count,
retry_strategy=retry_strategy,
delay_interval=delay_interval,
)
def build_variable_interval_retry(retry, max_retry_count, retry_strategy):
minimum_interval = Duration(
seconds=convert_to_seconds(
retry.get(RetryPolicy.MINIMUM_INTERVAL.value))
)
maximum_interval = Duration(
seconds=convert_to_seconds(
retry.get(RetryPolicy.MAXIMUM_INTERVAL.value))
)
return protos.RpcRetryOptions(
max_retry_count=max_retry_count,
retry_strategy=retry_strategy,
minimum_interval=minimum_interval,
maximum_interval=maximum_interval
)
def process_indexed_function(functions_registry: functions.Registry,
indexed_functions, function_dir):
"""
fx_metadata_results is a list of the RpcFunctionMetadata for
all the functions in the particular app.
fx_binding_logs represents a dictionary of each function in
the app and its corresponding bindings. The raw bindings and
binding logs are generated from the base extension if the
function is using deferred bindings. If not, the raw bindings
come from the azure-functions sdk and no additional binding
logs are generated.
"""
fx_metadata_results = []
fx_bindings_logs = {}
for indexed_function in indexed_functions:
function_info = functions_registry.add_indexed_function(
function=indexed_function)
binding_protos = build_binding_protos(indexed_function)
retry_protos = build_retry_protos(indexed_function)
raw_bindings, bindings_logs = get_fx_raw_bindings(
indexed_function=indexed_function,
function_info=function_info)
function_metadata = protos.RpcFunctionMetadata(
name=function_info.name,
function_id=function_info.function_id,
managed_dependency_enabled=False, # only enabled for PowerShell
directory=function_dir,
script_file=indexed_function.function_script_file,
entry_point=function_info.name,
is_proxy=False, # not supported in V4
language=PYTHON_LANGUAGE_RUNTIME,
bindings=binding_protos,
raw_bindings=raw_bindings,
retry_options=retry_protos,
properties={METADATA_PROPERTIES_WORKER_INDEXED: "True"})
fx_bindings_logs.update({indexed_function: bindings_logs})
fx_metadata_results.append(function_metadata)
return fx_metadata_results, fx_bindings_logs
@attach_message_to_exception(
expt_type=ImportError,
message='Cannot find module. Please check the requirements.txt '
'file for the missing module. For more info, '
'please refer the troubleshooting '
f'guide: {MODULE_NOT_FOUND_TS_URL}. '
f'Current sys.path: {sys.path}',
debug_logs='Error in load_function. '
f'Sys Path: {sys.path}, Sys Module: {sys.modules},'
'python-packages Path exists: '
f'{os.path.exists(CUSTOMER_PACKAGES_PATH)}')
def load_function(name: str, directory: str, script_file: str,
entry_point: Optional[str]):
dir_path = pathlib.Path(directory)
script_path = pathlib.Path(script_file) if script_file else pathlib.Path(
_DEFAULT_SCRIPT_FILENAME)
if not entry_point:
entry_point = _DEFAULT_ENTRY_POINT
register_function_dir(dir_path.parent)
try:
rel_script_path = script_path.relative_to(dir_path.parent)
except ValueError:
raise RuntimeError(
f'script path {script_file} is not relative to the specified '
f'directory {directory}'
)
last_part = rel_script_path.parts[-1]
modname, ext = os.path.splitext(last_part)
if ext != '.py':
raise RuntimeError(
f'cannot load function {name}: '
f'invalid Python filename {script_file}')
modname_parts = [_AZURE_NAMESPACE]
modname_parts.extend(rel_script_path.parts[:-1])
# If the __init__.py contains the code, we should avoid double loading.
if modname.lower() != '__init__':
modname_parts.append(modname)
fullmodname = '.'.join(modname_parts)
mod = importlib.import_module(fullmodname)
func = getattr(mod, entry_point, None)
if func is None or not callable(func):
raise RuntimeError(
f'cannot load function {name}: function {entry_point}() is not '
f'present in {rel_script_path}')
return func
@attach_message_to_exception(
expt_type=ImportError,
message='Cannot find module. Please check the requirements.txt '
'file for the missing module. For more info, '
'please refer the troubleshooting '
f'guide: {MODULE_NOT_FOUND_TS_URL}. '
f'Current sys.path: {sys.path}',
debug_logs='Error in index_function_app. '
f'Sys Path: {sys.path}, Sys Module: {sys.modules},'
'python-packages Path exists: '
f'{os.path.exists(CUSTOMER_PACKAGES_PATH)}')
def index_function_app(function_path: str):
module_name = pathlib.Path(function_path).stem
imported_module = importlib.import_module(module_name)
from azure.functions import FunctionRegister
app: Optional[FunctionRegister] = None
for i in imported_module.__dir__():
if isinstance(getattr(imported_module, i, None), FunctionRegister):
if not app:
app = getattr(imported_module, i, None)
else:
raise ValueError(
f"More than one {app.__class__.__name__} or other top "
f"level function app instances are defined.")
if not app:
script_file_name = config_manager.get_app_setting(
setting=PYTHON_SCRIPT_FILE_NAME,
default_value=f'{PYTHON_SCRIPT_FILE_NAME_DEFAULT}')
raise ValueError("Could not find top level function app instances in "
f"{script_file_name}.")
return app.get_functions()
def get_fx_raw_bindings(indexed_function, function_info):
"""
If deferred bindings is enabled at the function level,
raw bindings are generated through the base extension.
This method returns two things: the raw bindings for that
function and a dict the corresponding logs.
If not, raw bindings are generated through azure-functions.
An empty dict is returned as we are not logging any
additional information if deferred bindings is not enabled
for this function.
"""
if function_info.deferred_bindings_enabled:
raw_bindings, bindings_logs = bindings.get_deferred_raw_bindings(
indexed_function, function_info.input_types)
return raw_bindings, bindings_logs
else:
return indexed_function.get_raw_bindings(), {}