import inspect
from IPython.core.interactiveshell import InteractiveShell
from IPython.core.magic import cell_magic, magics_class, Magics
from IPython.core.magic_arguments import (argument, magic_arguments,
                                          parse_argstring)
import warnings

from htools.meta import timebox


@magics_class
class InteractiveMagic(Magics):

    @cell_magic
    @magic_arguments()
    @argument('-p', action='store_true',
              help='Boolean flag. If passed, the change will apply for the '
                   'rest of the notebook, or until the user changes it again. '
                   'The default behavior is to apply the change only to the '
                   'current cell.')
    def talk(self, line=None, cell=None):
        """When Jupyter notebook is in default mode where
        ast_node_interactivity=last (i.e. only the last unprinted statement is
        displayed), this will run the current cell while printing all
        statements. It then resets the mode so future cells only print the last
        statement again.

        Examples
        ---------
        In the example below, each cell contains two statements. Notice that
        the cell containing the magic displays both lines of output, while the
        other cells only display the last output.

        >>> 5 + 10
        >>> 6 + 11

        17

        %%talk
        >>> 6 + 2
        >>> 3 + 1

        8
        4

        >>> 1 + 2
        >>> 3 + 4

        7
        """
        self._adjust_verbosity(cell, 'all', parse_argstring(self.talk, line))

    @cell_magic
    @magic_arguments()
    @argument('-p', action='store_true',
              help='Boolean flag. If passed, the change will apply for the '
                   'rest of the notebook, or until the user changes it again. '
                   'The default behavior is to apply the change only to the '
                   'current cell.')
    def hush(self, line=None, cell=None):
        """The reverse of the `talk` magic. When the notebook is in
        ast_node_interactivty='all' mode, this can be used to suppress outputs
        other than the last one for a single cell. Cells that follow will
        return to the display mode set for the whole notebook.

        Examples
        ---------
        In the example below, each cell contains two statements. Notice that
        the cell containing the magic only displays the last line of output,
        while the other cells display both outputs.

        >>> 5 + 10
        >>> 6 + 11

        15
        17

        %%hush
        >>> 6 + 2
        >>> 3 + 1

        4

        >>> 1 + 2
        >>> 3 + 4

        3
        7
        """
        self._adjust_verbosity(cell, 'last', parse_argstring(self.hush, line))

    @cell_magic
    @magic_arguments()
    @argument('-p', action='store_true',
              help='Boolean flag. If passed, the change will apply for the '
                   'rest of the notebook, or until the user changes it again. '
                   'The default behavior is to apply the change only to the '
                   'current cell.')
    def mute(self, line=None, cell=None):
        """A more extreme version of the `hush` magic that suppresses all
        output from a cell. Cells that follow will return to the default mode
        of ast_node_interactivity='last' unless the -p flag (for persist) is
        provided.

        Examples
        ---------
        In the example below, each cell contains two statements. Notice that
        the cell containing the magic displays no output, while the other cells
        display the final output.

        >>> 5 + 10
        >>> 6 + 11

        17

        %%mute
        >>> 6 + 2
        >>> 3 + 1


        >>> 1 + 2
        >>> 3 + 4

        7
        """
        self._adjust_verbosity(cell, 'none', parse_argstring(self.mute, line))

    def _adjust_verbosity(self, cell, mode, args):
        old_setting = InteractiveShell.ast_node_interactivity
        InteractiveShell.ast_node_interactivity = mode
        self.shell.run_cell(cell)
        if not args.p:
            InteractiveShell.ast_node_interactivity = old_setting


@magics_class
class WarningMagic(Magics):

    @cell_magic
    @magic_arguments()
    @argument('-p', action='store_true', help='Boolean flag. If passed, the '
              'change will apply for the rest of the notebook, or until the '
              'user changes it again. The default behavior is to apply the '
              'change only to the current cell.')
    def lax(self, line, cell):
        """Silence warnings for a cell. The -p flag can be used to make the
        change persist, at least until the user changes it again.
        """
        args = parse_argstring(self.lax, line)
        self._warn(cell, 'ignore', args.p)

    @cell_magic
    @magic_arguments()
    @argument('-p', action='store_true', help='Boolean flag. If passed, the '
              'change will apply for the rest of the notebook, or until the '
              'user changes it again. The default behavior is to apply the '
              'change only to the current cell.')
    def nag(self, line, cell):
        """Silence warnings for a cell. The -p flag can be used to make the
        change persist, at least until the user changes it again.
        """
        args = parse_argstring(self.nag, line)
        self._warn(cell, 'always', args.p)

    def _warn(self, cell, mode, persist):
        """Base method for lax and nag. These could easily be handled in a
        single method with optional flags, but I find the usage to be more
        intuitive when the names are different, and generally prefer flag-free
        magics since the goal is ease of use.

        The persist flag is processed in the child methods because parsing
        references the method that was called.
        """
        warnings.filterwarnings(mode)
        self.shell.run_cell(cell)

        # Reset manually because warnings.resetwarnings() behaved erratically.
        if not persist:
            out_modes = {'ignore', 'always'}
            out_modes.remove(mode)
            warnings.filterwarnings(list(out_modes)[0])


@magics_class
class FunctionRacerMagic(Magics):

    @cell_magic
    @magic_arguments()
    @argument('-n', help='Number of loops when timing functions (inner loop).')
    @argument('-r', help='Number of runs when timing functions (outer loop).')
    def race(self, line, cell):
        """Time 2 or more functions to allow the user to easily compare speeds.
        Each line will be timed separately, so a function call cannot take up
        multiple lines. This is essentially a convenient wrapper for the
        %%timeit magic that ensures all functions are timed with the same
        choice of parameters. (When timing each function separately, I found
        that during the testing process I would often end up changing some
        function or timeit parameters in one case but forget to change it for
        another. This magic aims to prevent that situation.)

        Examples
        ---------
        Example 1: A fairly standard case where we time three possible
        implementations of a function to see which is fastest.

        %%race -n 10 -r 3
        >>> tokenizer_v1(text)
        >>> tokenizer_v2(text)
        >>> tokenizer_v3(text)

        Example 2: If a function requires many arguments or if parameter
        names are long, consider passing in a list or dictionary of arguments.

        %%race
        >>> many_args_func_v1(**params)
        >>> many_args_func_v2(**params)
        """
        args = parse_argstring(self.race, line)
        n = args.n or 5
        r = args.r or 3

        # Split cell into lines of code to execute.
        rows = [row for row in cell.strip().split('\n')
                if not row.startswith('#')]
        prefix = f'%timeit -n {n} -r {r} '
        for row in rows:
            self.shell.run_cell(prefix + row)


@magics_class
class TimeboxMagic(Magics):
    """Timebox a cell's execution to a user-specified duration. As with any
    standard try/except block, note that values can change during execution
    even if an error is eventually thrown (i.e. no rollback occurs).
    
    Sample usage:
    
    %%timebox 3
    # Throw error if cell takes longer than 3 seconds to execute.
    output = slow_function(*args)

    %%timebox 3 -p
    # Attempt to execute cell for 3 seconds, then give up. Message is printed
    # stating that time is exceeded but no error is thrown.
    output = slow_function(*args)
    """

    @cell_magic
    @magic_arguments()
    @argument('time', type=int,
              help='Max number of seconds before throwing error.')
    @argument('-p', action='store_true',
              help='Boolean flag: if provided, use permissive '
                   'execution (if the cell exceeds the specified '
                   'time, no error will be thrown, meaning '
                   'following cells can still execute.) If '
                   'flag is not provided, default behavior is to '
                   'raise a TimeExceededError and halt notebook '
                   'execution.')
    def timebox(self, line=None, cell=None):
        args = parse_argstring(self.timebox, line)
        if args.p: cell = self._make_cell_permissive(cell)
        with timebox(args.time) as tb:
            self.shell.run_cell(cell)

    @staticmethod
    def _make_cell_permissive(cell):
        """Place whole cell in try/except block. Built-in error handling in
        timebox context manager doesn't work because ipython shell has
        its own logic for error handling, so we need to do this messy string
        manipulation.
        """
        robust_cell = (
            'try:\n\t' + cell.replace('\n', '\n\t')
            + '\nexcept:\n\tprint("Time exceeded. '
            '\\nWarning: objects may have changed during execution.")'
        )
        return robust_cell


# Automatically register all magics defined in this module.
magics = (obj for obj in map(locals().get, dir())
          if inspect.isclass(obj)
          and obj.__name__ != 'Magics'
          and issubclass(obj, Magics))
get_ipython().register_magics(*magics)


import inspect
from IPython.core.interactiveshell import InteractiveShell
from IPython.core.magic import cell_magic, magics_class, Magics
from IPython.core.magic_arguments import (argument, magic_arguments,
                                          parse_argstring)
import warnings

from htools.meta import timebox


@magics_class
class InteractiveMagic(Magics):

    @cell_magic
    @magic_arguments()
    @argument('-p', action='store_true',
              help='Boolean flag. If passed, the change will apply for the '
                   'rest of the notebook, or until the user changes it again. '
                   'The default behavior is to apply the change only to the '
                   'current cell.')
    def talk(self, line=None, cell=None):
        """When Jupyter notebook is in default mode where
        ast_node_interactivity=last (i.e. only the last unprinted statement is
        displayed), this will run the current cell while printing all
        statements. It then resets the mode so future cells only print the last
        statement again.

        Examples
        ---------
        In the example below, each cell contains two statements. Notice that
        the cell containing the magic displays both lines of output, while the
        other cells only display the last output.

        >>> 5 + 10
        >>> 6 + 11

        17

        %%talk
        >>> 6 + 2
        >>> 3 + 1

        8
        4

        >>> 1 + 2
        >>> 3 + 4

        7
        """
        self._adjust_verbosity(cell, 'all', parse_argstring(self.talk, line))

    @cell_magic
    @magic_arguments()
    @argument('-p', action='store_true',
              help='Boolean flag. If passed, the change will apply for the '
                   'rest of the notebook, or until the user changes it again. '
                   'The default behavior is to apply the change only to the '
                   'current cell.')
    def hush(self, line=None, cell=None):
        """The reverse of the `talk` magic. When the notebook is in
        ast_node_interactivty='all' mode, this can be used to suppress outputs
        other than the last one for a single cell. Cells that follow will
        return to the display mode set for the whole notebook.

        Examples
        ---------
        In the example below, each cell contains two statements. Notice that
        the cell containing the magic only displays the last line of output,
        while the other cells display both outputs.

        >>> 5 + 10
        >>> 6 + 11

        15
        17

        %%hush
        >>> 6 + 2
        >>> 3 + 1

        4

        >>> 1 + 2
        >>> 3 + 4

        3
        7
        """
        self._adjust_verbosity(cell, 'last', parse_argstring(self.hush, line))

    @cell_magic
    @magic_arguments()
    @argument('-p', action='store_true',
              help='Boolean flag. If passed, the change will apply for the '
                   'rest of the notebook, or until the user changes it again. '
                   'The default behavior is to apply the change only to the '
                   'current cell.')
    def mute(self, line=None, cell=None):
        """A more extreme version of the `hush` magic that suppresses all
        output from a cell. Cells that follow will return to the default mode
        of ast_node_interactivity='last' unless the -p flag (for persist) is
        provided.

        Examples
        ---------
        In the example below, each cell contains two statements. Notice that
        the cell containing the magic displays no output, while the other cells
        display the final output.

        >>> 5 + 10
        >>> 6 + 11

        17

        %%mute
        >>> 6 + 2
        >>> 3 + 1


        >>> 1 + 2
        >>> 3 + 4

        7
        """
        self._adjust_verbosity(cell, 'none', parse_argstring(self.mute, line))

    def _adjust_verbosity(self, cell, mode, args):
        old_setting = InteractiveShell.ast_node_interactivity
        InteractiveShell.ast_node_interactivity = mode
        self.shell.run_cell(cell)
        if not args.p:
            InteractiveShell.ast_node_interactivity = old_setting


@magics_class
class WarningMagic(Magics):

    @cell_magic
    @magic_arguments()
    @argument('-p', action='store_true', help='Boolean flag. If passed, the '
              'change will apply for the rest of the notebook, or until the '
              'user changes it again. The default behavior is to apply the '
              'change only to the current cell.')
    def lax(self, line, cell):
        """Silence warnings for a cell. The -p flag can be used to make the
        change persist, at least until the user changes it again.
        """
        args = parse_argstring(self.lax, line)
        self._warn(cell, 'ignore', args.p)

    @cell_magic
    @magic_arguments()
    @argument('-p', action='store_true', help='Boolean flag. If passed, the '
              'change will apply for the rest of the notebook, or until the '
              'user changes it again. The default behavior is to apply the '
              'change only to the current cell.')
    def nag(self, line, cell):
        """Silence warnings for a cell. The -p flag can be used to make the
        change persist, at least until the user changes it again.
        """
        args = parse_argstring(self.nag, line)
        self._warn(cell, 'always', args.p)

    def _warn(self, cell, mode, persist):
        """Base method for lax and nag. These could easily be handled in a
        single method with optional flags, but I find the usage to be more
        intuitive when the names are different, and generally prefer flag-free
        magics since the goal is ease of use.

        The persist flag is processed in the child methods because parsing
        references the method that was called.
        """
        warnings.filterwarnings(mode)
        self.shell.run_cell(cell)

        # Reset manually because warnings.resetwarnings() behaved erratically.
        if not persist:
            out_modes = {'ignore', 'always'}
            out_modes.remove(mode)
            warnings.filterwarnings(list(out_modes)[0])


@magics_class
class FunctionRacerMagic(Magics):

    @cell_magic
    @magic_arguments()
    @argument('-n', help='Number of loops when timing functions (inner loop).')
    @argument('-r', help='Number of runs when timing functions (outer loop).')
    def race(self, line, cell):
        """Time 2 or more functions to allow the user to easily compare speeds.
        Each line will be timed separately, so a function call cannot take up
        multiple lines. This is essentially a convenient wrapper for the
        %%timeit magic that ensures all functions are timed with the same
        choice of parameters. (When timing each function separately, I found
        that during the testing process I would often end up changing some
        function or timeit parameters in one case but forget to change it for
        another. This magic aims to prevent that situation.)

        Examples
        ---------
        Example 1: A fairly standard case where we time three possible
        implementations of a function to see which is fastest.

        %%race -n 10 -r 3
        >>> tokenizer_v1(text)
        >>> tokenizer_v2(text)
        >>> tokenizer_v3(text)

        Example 2: If a function requires many arguments or if parameter
        names are long, consider passing in a list or dictionary of arguments.

        %%race
        >>> many_args_func_v1(**params)
        >>> many_args_func_v2(**params)
        """
        args = parse_argstring(self.race, line)
        n = args.n or 5
        r = args.r or 3

        # Split cell into lines of code to execute.
        rows = [row for row in cell.strip().split('\n')
                if not row.startswith('#')]
        prefix = f'%timeit -n {n} -r {r} '
        for row in rows:
            self.shell.run_cell(prefix + row)


@magics_class
class TimeboxMagic(Magics):
    """Timebox a cell's execution to a user-specified duration. As with any
    standard try/except block, note that values can change during execution
    even if an error is eventually thrown (i.e. no rollback occurs).
    
    Sample usage:
    
    %%timebox 3
    # Throw error if cell takes longer than 3 seconds to execute.
    output = slow_function(*args)

    %%timebox 3 -p
    # Attempt to execute cell for 3 seconds, then give up. Message is printed
    # stating that time is exceeded but no error is thrown.
    output = slow_function(*args)
    """

    @cell_magic
    @magic_arguments()
    @argument('time', type=int,
              help='Max number of seconds before throwing error.')
    @argument('-p', action='store_true',
              help='Boolean flag: if provided, use permissive '
                   'execution (if the cell exceeds the specified '
                   'time, no error will be thrown, meaning '
                   'following cells can still execute.) If '
                   'flag is not provided, default behavior is to '
                   'raise a TimeExceededError and halt notebook '
                   'execution.')
    def timebox(self, line=None, cell=None):
        args = parse_argstring(self.timebox, line)
        if args.p: cell = self._make_cell_permissive(cell)
        with timebox(args.time) as tb:
            self.shell.run_cell(cell)

    @staticmethod
    def _make_cell_permissive(cell):
        """Place whole cell in try/except block. Built-in error handling in
        timebox context manager doesn't work because ipython shell has
        its own logic for error handling, so we need to do this messy string
        manipulation.
        """
        robust_cell = (
            'try:\n\t' + cell.replace('\n', '\n\t')
            + '\nexcept:\n\tprint("Time exceeded. '
            '\\nWarning: objects may have changed during execution.")'
        )
        return robust_cell


# Automatically register all magics defined in this module.
magics = (obj for obj in map(locals().get, dir())
          if inspect.isclass(obj)
          and obj.__name__ != 'Magics'
          and issubclass(obj, Magics))
get_ipython().register_magics(*magics)


When Jupyter notebook is in default mode where         ast_node_interactivity=last (i.e. only the last unprinted statement is         displayed), this will run the current cell while printing all         statements. It then resets the mode so future cells only print the last         statement again.          Examples         ---------         In the example below, each cell contains two statements. Notice that         the cell containing the magic displays both lines of output, while the         other cells only display the last output.          >>> 5 + 10         >>> 6 + 11          17          %%talk         >>> 6 + 2         >>> 3 + 1          8         4          >>> 1 + 2         >>> 3 + 4          7 The reverse of the `talk` magic. When the notebook is in         ast_node_interactivty='all' mode, this can be used to suppress outputs         other than the last one for a single cell. Cells that follow will         return to the display mode set for the whole notebook.          Examples         ---------         In the example below, each cell contains two statements. Notice that         the cell containing the magic only displays the last line of output,         while the other cells display both outputs.          >>> 5 + 10         >>> 6 + 11          15         17          %%hush         >>> 6 + 2         >>> 3 + 1          4          >>> 1 + 2         >>> 3 + 4          3         7 A more extreme version of the `hush` magic that suppresses all         output from a cell. Cells that follow will return to the default mode         of ast_node_interactivity='last' unless the -p flag (for persist) is         provided.          Examples         ---------         In the example below, each cell contains two statements. Notice that         the cell containing the magic displays no output, while the other cells         display the final output.          >>> 5 + 10         >>> 6 + 11          17          %%mute         >>> 6 + 2         >>> 3 + 1           >>> 1 + 2         >>> 3 + 4          7 Silence warnings for a cell. The -p flag can be used to make the         change persist, at least until the user changes it again. Silence warnings for a cell. The -p flag can be used to make the         change persist, at least until the user changes it again. Base method for lax and nag. These could easily be handled in a         single method with optional flags, but I find the usage to be more         intuitive when the names are different, and generally prefer flag-free         magics since the goal is ease of use.          The persist flag is processed in the child methods because parsing         references the method that was called. # Reset manually because warnings.resetwarnings() behaved erratically. Time 2 or more functions to allow the user to easily compare speeds.         Each line will be timed separately, so a function call cannot take up         multiple lines. This is essentially a convenient wrapper for the         %%timeit magic that ensures all functions are timed with the same         choice of parameters. (When timing each function separately, I found         that during the testing process I would often end up changing some         function or timeit parameters in one case but forget to change it for         another. This magic aims to prevent that situation.)          Examples         ---------         Example 1: A fairly standard case where we time three possible         implementations of a function to see which is fastest.          %%race -n 10 -r 3         >>> tokenizer_v1(text)         >>> tokenizer_v2(text)         >>> tokenizer_v3(text)          Example 2: If a function requires many arguments or if parameter         names are long, consider passing in a list or dictionary of arguments.          %%race         >>> many_args_func_v1(**params)         >>> many_args_func_v2(**params) # Split cell into lines of code to execute. Timebox a cell's execution to a user-specified duration. As with any     standard try/except block, note that values can change during execution     even if an error is eventually thrown (i.e. no rollback occurs).          Sample usage:          %%timebox 3     # Throw error if cell takes longer than 3 seconds to execute.     output = slow_function(*args)      %%timebox 3 -p     # Attempt to execute cell for 3 seconds, then give up. Message is printed     # stating that time is exceeded but no error is thrown.     output = slow_function(*args) Place whole cell in try/except block. Built-in error handling in         timebox context manager doesn't work because ipython shell has         its own logic for error handling, so we need to do this messy string         manipulation. # Automatically register all magics defined in this module.