files.py

# Copyright 2020 Amazon.com, Inc. or its affiliates. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"). You
# may not use this file except in compliance with the License. A copy of
# the License is located at
#
#     http://aws.amazon.com/apache2.0/
#
# or in the "license" file accompanying this file. This file is
# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
# ANY KIND, either express or implied. See the License for the specific
# language governing permissions and limitations under the License.
"""Classes for updating code in files."""
from __future__ import absolute_import

from abc import abstractmethod
import json
import logging
import os

import pasta

from sagemaker.cli.compatibility.v2.ast_transformer import ASTTransformer

LOGGER = logging.getLogger(__name__)


class FileUpdater(object):
    """An abstract class for updating files."""

    def __init__(self, input_path, output_path):
        """Creates a ``FileUpdater`` for updating a file so that
        it is compatible with v2 of the SageMaker Python SDK.

        Args:
            input_path (str): Location of the input file.
            output_path (str): Desired location for the output file.
                If the directories don't already exist, then they are created.
                If a file exists at ``output_path``, then it is overwritten.
        """
        self.input_path = input_path
        self.output_path = output_path

    @abstractmethod
    def update(self):
        """Reads the input file, updates the code so that it is
        compatible with v2 of the SageMaker Python SDK, and writes the
        updated code to an output file.
        """


class PyFileUpdater(FileUpdater):
    """A class for updating Python (``*.py``) files."""

    def update(self):
        """Reads the input Python file, updates the code so that it is
        compatible with v2 of the SageMaker Python SDK, and writes the
        updated code to an output file.
        """
        output = self._update_ast(self._read_input_file())
        self._write_output_file(output)

    def _update_ast(self, input_ast):
        """Updates an abstract syntax tree (AST) so that it is compatible
        with v2 of the SageMaker Python SDK.

        Args:
            input_ast (ast.Module): AST to be updated for use with Python SDK v2.

        Returns:
            ast.Module: Updated AST that is compatible with Python SDK v2.
        """
        return ASTTransformer().visit(input_ast)

    def _read_input_file(self):
        """Reads input file and parses it as an abstract syntax tree (AST).

        Returns:
            ast.Module: AST representation of the input file.
        """
        with open(self.input_path) as input_file:
            return pasta.parse(input_file.read())

    def _write_output_file(self, output):
        """Writes abstract syntax tree (AST) to output file.
        Creates the directories for the output path, if needed.

        Args:
            output (ast.Module): AST to save as the output file.
        """
        output_dir = os.path.dirname(self.output_path)
        if output_dir and not os.path.exists(output_dir):
            os.makedirs(output_dir)

        if os.path.exists(self.output_path):
            LOGGER.warning("Overwriting file %s", self.output_path)

        with open(self.output_path, "w") as output_file:
            output_file.write(pasta.dump(output))


class JupyterNotebookFileUpdater(FileUpdater):
    """A class for updating Jupyter notebook (``*.ipynb``) files.

    For more on this file format, see
    https://ipython.org/ipython-doc/dev/notebook/nbformat.html#nbformat.
    """

    def update(self):
        """Reads the input Jupyter notebook file, updates the code so that it is
        compatible with v2 of the SageMaker Python SDK, and writes the
        updated code to an output file.
        """
        nb_json = self._read_input_file()
        for cell in nb_json["cells"]:
            if cell["cell_type"] == "code":
                updated_source = self._update_code_from_cell(cell)
                cell["source"] = updated_source

        self._write_output_file(nb_json)

    def _update_code_from_cell(self, cell):
        """Updates the code from a code cell so that it is
        compatible with v2 of the SageMaker Python SDK.

        Args:
            cell (dict): A dictionary representation of a code cell from
                a Jupyter notebook. For more info, see
                https://ipython.org/ipython-doc/dev/notebook/nbformat.html#code-cells.

        Returns:
            list[str]: A list of strings containing the lines of updated code that
                can be used for the "source" attribute of a Jupyter notebook code cell.
        """
        code = "".join(cell["source"])
        updated_ast = ASTTransformer().visit(pasta.parse(code))
        updated_code = pasta.dump(updated_ast)
        return self._code_str_to_source_list(updated_code)

    def _code_str_to_source_list(self, code):
        """Converts a string of code into a list for a Jupyter notebook code cell.

        Args:
            code (str): Code to be converted.

        Returns:
            list[str]: A list of strings containing the lines of code that
                can be used for the "source" attribute of a Jupyter notebook code cell.
                Each element of the list (i.e. line of code) contains a
                trailing newline character ("\n") except for the last element.
        """
        source_list = ["{}\n".format(s) for s in code.split("\n")]
        source_list[-1] = source_list[-1].rstrip("\n")
        return source_list

    def _read_input_file(self):
        """Reads input file and parses it as JSON.

        Returns:
            dict: JSON representation of the input file.
        """
        with open(self.input_path) as input_file:
            return json.load(input_file)

    def _write_output_file(self, output):
        """Writes JSON to output file. Creates the directories for the output path, if needed.

        Args:
            output (dict): JSON to save as the output file.
        """
        output_dir = os.path.dirname(self.output_path)
        if output_dir and not os.path.exists(output_dir):
            os.makedirs(output_dir)

        if os.path.exists(self.output_path):
            LOGGER.warning("Overwriting file %s", self.output_path)

        with open(self.output_path, "w") as output_file:
            json.dump(output, output_file, indent=1)
            output_file.write("\n")  # json.dump does not write trailing newline