| .. _tut-io: | |
| **************** | |
| Input and output | |
| **************** | |
| There are several ways to present the output of a program; data can be printed | |
| in a human-readable form, or written to a file for future use. This chapter will | |
| discuss some of the possibilities. | |
| .. _tut-formatting: | |
| Fancier output formatting | |
| ========================= | |
| So far we've encountered two ways of writing values: *expression statements* and | |
| the :func:`print` function. (A third way is using the :meth:`~io.TextIOBase.write` method | |
| of file objects; the standard output file can be referenced as ``sys.stdout``. | |
| See the Library Reference for more information on this.) | |
| Often you'll want more control over the formatting of your output than simply | |
| printing space-separated values. There are several ways to format output. | |
| * To use :ref:`formatted string literals <tut-f-strings>`, begin a string | |
| with ``f`` or ``F`` before the opening quotation mark or triple quotation mark. | |
| Inside this string, you can write a Python expression between ``{`` and ``}`` | |
| characters that can refer to variables or literal values. | |
| :: | |
| >>> year = 2016 | |
| >>> event = 'Referendum' | |
| >>> f'Results of the {year} {event}' | |
| 'Results of the 2016 Referendum' | |
| * The :meth:`str.format` method of strings requires more manual | |
| effort. You'll still use ``{`` and ``}`` to mark where a variable | |
| will be substituted and can provide detailed formatting directives, | |
| but you'll also need to provide the information to be formatted. In the following code | |
| block there are two examples of how to format variables: | |
| :: | |
| >>> yes_votes = 42_572_654 | |
| >>> total_votes = 85_705_149 | |
| >>> percentage = yes_votes / total_votes | |
| >>> '{:-9} YES votes {:2.2%}'.format(yes_votes, percentage) | |
| ' 42572654 YES votes 49.67%' | |
| Notice how the ``yes_votes`` are padded with spaces and a negative sign only for negative numbers. | |
| The example also prints ``percentage`` multiplied by 100, with 2 decimal | |
| places and followed by a percent sign (see :ref:`formatspec` for details). | |
| * Finally, you can do all the string handling yourself by using string slicing and | |
| concatenation operations to create any layout you can imagine. The | |
| string type has some methods that perform useful operations for padding | |
| strings to a given column width. | |
| When you don't need fancy output but just want a quick display of some | |
| variables for debugging purposes, you can convert any value to a string with | |
| the :func:`repr` or :func:`str` functions. | |
| The :func:`str` function is meant to return representations of values which are | |
| fairly human-readable, while :func:`repr` is meant to generate representations | |
| which can be read by the interpreter (or will force a :exc:`SyntaxError` if | |
| there is no equivalent syntax). For objects which don't have a particular | |
| representation for human consumption, :func:`str` will return the same value as | |
| :func:`repr`. Many values, such as numbers or structures like lists and | |
| dictionaries, have the same representation using either function. Strings, in | |
| particular, have two distinct representations. | |
| Some examples:: | |
| >>> s = 'Hello, world.' | |
| >>> str(s) | |
| 'Hello, world.' | |
| >>> repr(s) | |
| "'Hello, world.'" | |
| >>> str(1/7) | |
| '0.14285714285714285' | |
| >>> x = 10 * 3.25 | |
| >>> y = 200 * 200 | |
| >>> s = 'The value of x is ' + repr(x) + ', and y is ' + repr(y) + '...' | |
| >>> print(s) | |
| The value of x is 32.5, and y is 40000... | |
| >>> # The repr() of a string adds string quotes and backslashes: | |
| >>> hello = 'hello, world\n' | |
| >>> hellos = repr(hello) | |
| >>> print(hellos) | |
| 'hello, world\n' | |
| >>> # The argument to repr() may be any Python object: | |
| >>> repr((x, y, ('spam', 'eggs'))) | |
| "(32.5, 40000, ('spam', 'eggs'))" | |
| The :mod:`string` module contains support for a simple templating approach | |
| based upon regular expressions, via :class:`string.Template`. | |
| This offers yet another way to substitute values into strings, | |
| using placeholders like ``$x`` and replacing them with values from a dictionary. | |
| This syntax is easy to use, although it offers much less control for formatting. | |
| .. index:: | |
| single: formatted string literal | |
| single: interpolated string literal | |
| single: string; formatted literal | |
| single: string; interpolated literal | |
| single: f-string | |
| single: fstring | |
| .. _tut-f-strings: | |
| Formatted string literals | |
| ------------------------- | |
| :ref:`Formatted string literals <f-strings>` (also called f-strings for | |
| short) let you include the value of Python expressions inside a string by | |
| prefixing the string with ``f`` or ``F`` and writing expressions as | |
| ``{expression}``. | |
| An optional format specifier can follow the expression. This allows greater | |
| control over how the value is formatted. The following example rounds pi to | |
| three places after the decimal:: | |
| >>> import math | |
| >>> print(f'The value of pi is approximately {math.pi:.3f}.') | |
| The value of pi is approximately 3.142. | |
| Passing an integer after the ``':'`` will cause that field to be a minimum | |
| number of characters wide. This is useful for making columns line up. :: | |
| >>> table = {'Sjoerd': 4127, 'Jack': 4098, 'Dcab': 7678} | |
| >>> for name, phone in table.items(): | |
| ... print(f'{name:10} ==> {phone:10d}') | |
| ... | |
| Sjoerd ==> 4127 | |
| Jack ==> 4098 | |
| Dcab ==> 7678 | |
| Other modifiers can be used to convert the value before it is formatted. | |
| ``'!a'`` applies :func:`ascii`, ``'!s'`` applies :func:`str`, and ``'!r'`` | |
| applies :func:`repr`:: | |
| >>> animals = 'eels' | |
| >>> print(f'My hovercraft is full of {animals}.') | |
| My hovercraft is full of eels. | |
| >>> print(f'My hovercraft is full of {animals!r}.') | |
| My hovercraft is full of 'eels'. | |
| The ``=`` specifier can be used to expand an expression to the text of the | |
| expression, an equal sign, then the representation of the evaluated expression: | |
| >>> bugs = 'roaches' | |
| >>> count = 13 | |
| >>> area = 'living room' | |
| >>> print(f'Debugging {bugs=} {count=} {area=}') | |
| Debugging bugs='roaches' count=13 area='living room' | |
| See :ref:`self-documenting expressions <bpo-36817-whatsnew>` for more information | |
| on the ``=`` specifier. For a reference on these format specifications, see | |
| the reference guide for the :ref:`formatspec`. | |
| .. _tut-string-format: | |
| The string format() method | |
| -------------------------- | |
| Basic usage of the :meth:`str.format` method looks like this:: | |
| >>> print('We are the {} who say "{}!"'.format('knights', 'Ni')) | |
| We are the knights who say "Ni!" | |
| The brackets and characters within them (called format fields) are replaced with | |
| the objects passed into the :meth:`str.format` method. A number in the | |
| brackets can be used to refer to the position of the object passed into the | |
| :meth:`str.format` method. :: | |
| >>> print('{0} and {1}'.format('spam', 'eggs')) | |
| spam and eggs | |
| >>> print('{1} and {0}'.format('spam', 'eggs')) | |
| eggs and spam | |
| If keyword arguments are used in the :meth:`str.format` method, their values | |
| are referred to by using the name of the argument. :: | |
| >>> print('This {food} is {adjective}.'.format( | |
| ... food='spam', adjective='absolutely horrible')) | |
| This spam is absolutely horrible. | |
| Positional and keyword arguments can be arbitrarily combined:: | |
| >>> print('The story of {0}, {1}, and {other}.'.format('Bill', 'Manfred', | |
| ... other='Georg')) | |
| The story of Bill, Manfred, and Georg. | |
| If you have a really long format string that you don't want to split up, it | |
| would be nice if you could reference the variables to be formatted by name | |
| instead of by position. This can be done by simply passing the dict and using | |
| square brackets ``'[]'`` to access the keys. :: | |
| >>> table = {'Sjoerd': 4127, 'Jack': 4098, 'Dcab': 8637678} | |
| >>> print('Jack: {0[Jack]:d}; Sjoerd: {0[Sjoerd]:d}; ' | |
| ... 'Dcab: {0[Dcab]:d}'.format(table)) | |
| Jack: 4098; Sjoerd: 4127; Dcab: 8637678 | |
| This could also be done by passing the ``table`` dictionary as keyword arguments with the ``**`` | |
| notation. :: | |
| >>> table = {'Sjoerd': 4127, 'Jack': 4098, 'Dcab': 8637678} | |
| >>> print('Jack: {Jack:d}; Sjoerd: {Sjoerd:d}; Dcab: {Dcab:d}'.format(**table)) | |
| Jack: 4098; Sjoerd: 4127; Dcab: 8637678 | |
| This is particularly useful in combination with the built-in function | |
| :func:`vars`, which returns a dictionary containing all local variables:: | |
| >>> table = {k: str(v) for k, v in vars().items()} | |
| >>> message = " ".join([f'{k}: ' + '{' + k +'};' for k in table.keys()]) | |
| >>> print(message.format(**table)) | |
| __name__: __main__; __doc__: None; __package__: None; __loader__: ... | |
| As an example, the following lines produce a tidily aligned | |
| set of columns giving integers and their squares and cubes:: | |
| >>> for x in range(1, 11): | |
| ... print('{0:2d} {1:3d} {2:4d}'.format(x, x*x, x*x*x)) | |
| ... | |
| 1 1 1 | |
| 2 4 8 | |
| 3 9 27 | |
| 4 16 64 | |
| 5 25 125 | |
| 6 36 216 | |
| 7 49 343 | |
| 8 64 512 | |
| 9 81 729 | |
| 10 100 1000 | |
| For a complete overview of string formatting with :meth:`str.format`, see | |
| :ref:`formatstrings`. | |
| Manual string formatting | |
| ------------------------ | |
| Here's the same table of squares and cubes, formatted manually:: | |
| >>> for x in range(1, 11): | |
| ... print(repr(x).rjust(2), repr(x*x).rjust(3), end=' ') | |
| ... # Note use of 'end' on previous line | |
| ... print(repr(x*x*x).rjust(4)) | |
| ... | |
| 1 1 1 | |
| 2 4 8 | |
| 3 9 27 | |
| 4 16 64 | |
| 5 25 125 | |
| 6 36 216 | |
| 7 49 343 | |
| 8 64 512 | |
| 9 81 729 | |
| 10 100 1000 | |
| (Note that the one space between each column was added by the | |
| way :func:`print` works: it always adds spaces between its arguments.) | |
| The :meth:`str.rjust` method of string objects right-justifies a string in a | |
| field of a given width by padding it with spaces on the left. There are | |
| similar methods :meth:`str.ljust` and :meth:`str.center`. These methods do | |
| not write anything, they just return a new string. If the input string is too | |
| long, they don't truncate it, but return it unchanged; this will mess up your | |
| column lay-out but that's usually better than the alternative, which would be | |
| lying about a value. (If you really want truncation you can always add a | |
| slice operation, as in ``x.ljust(n)[:n]``.) | |
| There is another method, :meth:`str.zfill`, which pads a numeric string on the | |
| left with zeros. It understands about plus and minus signs:: | |
| >>> '12'.zfill(5) | |
| '00012' | |
| >>> '-3.14'.zfill(7) | |
| '-003.14' | |
| >>> '3.14159265359'.zfill(5) | |
| '3.14159265359' | |
| Old string formatting | |
| --------------------- | |
| The % operator (modulo) can also be used for string formatting. | |
| Given ``format % values`` (where *format* is a string), | |
| ``%`` conversion specifications in *format* are replaced with | |
| zero or more elements of *values*. | |
| This operation is commonly known as string | |
| interpolation. For example:: | |
| >>> import math | |
| >>> print('The value of pi is approximately %5.3f.' % math.pi) | |
| The value of pi is approximately 3.142. | |
| More information can be found in the :ref:`old-string-formatting` section. | |
| .. _tut-files: | |
| Reading and writing files | |
| ========================= | |
| .. index:: | |
| pair: built-in function; open | |
| pair: object; file | |
| :func:`open` returns a :term:`file object`, and is most commonly used with | |
| two positional arguments: ``open(filename, mode)`` | |
| :: | |
| >>> f = open('workfile', 'w') | |
| .. XXX str(f) is <io.TextIOWrapper object at 0x82e8dc4> | |
| >>> print(f) | |
| <open file 'workfile', mode 'w' at 80a0960> | |
| The first argument is a string containing the filename. The second argument is | |
| another string containing a few characters describing the way in which the file | |
| will be used. *mode* can be ``'r'`` when the file will only be read, ``'w'`` | |
| for only writing (an existing file with the same name will be erased), and | |
| ``'a'`` opens the file for appending; any data written to the file is | |
| automatically added to the end. ``'r+'`` opens the file for both reading and | |
| writing. The *mode* argument is optional; ``'r'`` will be assumed if it's | |
| omitted. | |
| Normally, files are opened in :dfn:`text mode`, that means, you read and write | |
| strings from and to the file, which are encoded in a specific *encoding*. | |
| If *encoding* is not specified, the default is UTF-8 (see :func:`open`). | |
| Appending a ``'b'`` to the mode opens the file in :dfn:`binary mode`. | |
| Binary mode data is read and written as :class:`bytes` objects. | |
| You can not specify *encoding* when opening file in binary mode. | |
| In text mode, the default when reading is to convert platform-specific line | |
| endings (``\n`` on Unix, ``\r\n`` on Windows) to just ``\n``. When writing in | |
| text mode, the default is to convert occurrences of ``\n`` back to | |
| platform-specific line endings. This behind-the-scenes modification | |
| to file data is fine for text files, but will corrupt binary data like that in | |
| :file:`JPEG` or :file:`EXE` files. Be very careful to use binary mode when | |
| reading and writing such files. | |
| It is good practice to use the :keyword:`with` keyword when dealing | |
| with file objects. The advantage is that the file is properly closed | |
| after its suite finishes, even if an exception is raised at some | |
| point. Using :keyword:`!with` is also much shorter than writing | |
| equivalent :keyword:`try`\ -\ :keyword:`finally` blocks:: | |
| >>> with open('workfile') as f: | |
| ... read_data = f.read() | |
| >>> # We can check that the file has been automatically closed. | |
| >>> f.closed | |
| True | |
| If you're not using the :keyword:`with` keyword, then you should call | |
| ``f.close()`` to close the file and immediately free up any system | |
| resources used by it. | |
| .. warning:: | |
| Calling ``f.write()`` without using the :keyword:`!with` keyword or calling | |
| ``f.close()`` **might** result in the arguments | |
| of ``f.write()`` not being completely written to the disk, even if the | |
| program exits successfully. | |
| .. | |
| See also https://bugs.python.org/issue17852 | |
| After a file object is closed, either by a :keyword:`with` statement | |
| or by calling ``f.close()``, attempts to use the file object will | |
| automatically fail. :: | |
| >>> f.close() | |
| >>> f.read() | |
| Traceback (most recent call last): | |
| File "<stdin>", line 1, in <module> | |
| ValueError: I/O operation on closed file. | |
| .. _tut-filemethods: | |
| Methods of file objects | |
| ----------------------- | |
| The rest of the examples in this section will assume that a file object called | |
| ``f`` has already been created. | |
| To read a file's contents, call ``f.read(size)``, which reads some quantity of | |
| data and returns it as a string (in text mode) or bytes object (in binary mode). | |
| *size* is an optional numeric argument. When *size* is omitted or negative, the | |
| entire contents of the file will be read and returned; it's your problem if the | |
| file is twice as large as your machine's memory. Otherwise, at most *size* | |
| characters (in text mode) or *size* bytes (in binary mode) are read and returned. | |
| If the end of the file has been reached, ``f.read()`` will return an empty | |
| string (``''``). :: | |
| >>> f.read() | |
| 'This is the entire file.\n' | |
| >>> f.read() | |
| '' | |
| ``f.readline()`` reads a single line from the file; a newline character (``\n``) | |
| is left at the end of the string, and is only omitted on the last line of the | |
| file if the file doesn't end in a newline. This makes the return value | |
| unambiguous; if ``f.readline()`` returns an empty string, the end of the file | |
| has been reached, while a blank line is represented by ``'\n'``, a string | |
| containing only a single newline. :: | |
| >>> f.readline() | |
| 'This is the first line of the file.\n' | |
| >>> f.readline() | |
| 'Second line of the file\n' | |
| >>> f.readline() | |
| '' | |
| For reading lines from a file, you can loop over the file object. This is memory | |
| efficient, fast, and leads to simple code:: | |
| >>> for line in f: | |
| ... print(line, end='') | |
| ... | |
| This is the first line of the file. | |
| Second line of the file | |
| If you want to read all the lines of a file in a list you can also use | |
| ``list(f)`` or ``f.readlines()``. | |
| ``f.write(string)`` writes the contents of *string* to the file, returning | |
| the number of characters written. :: | |
| >>> f.write('This is a test\n') | |
| 15 | |
| Other types of objects need to be converted -- either to a string (in text mode) | |
| or a bytes object (in binary mode) -- before writing them:: | |
| >>> value = ('the answer', 42) | |
| >>> s = str(value) # convert the tuple to string | |
| >>> f.write(s) | |
| 18 | |
| ``f.tell()`` returns an integer giving the file object's current position in the file | |
| represented as number of bytes from the beginning of the file when in binary mode and | |
| an opaque number when in text mode. | |
| To change the file object's position, use ``f.seek(offset, whence)``. The position is computed | |
| from adding *offset* to a reference point; the reference point is selected by | |
| the *whence* argument. A *whence* value of 0 measures from the beginning | |
| of the file, 1 uses the current file position, and 2 uses the end of the file as | |
| the reference point. *whence* can be omitted and defaults to 0, using the | |
| beginning of the file as the reference point. :: | |
| >>> f = open('workfile', 'rb+') | |
| >>> f.write(b'0123456789abcdef') | |
| 16 | |
| >>> f.seek(5) # Go to the 6th byte in the file | |
| 5 | |
| >>> f.read(1) | |
| b'5' | |
| >>> f.seek(-3, 2) # Go to the 3rd byte before the end | |
| 13 | |
| >>> f.read(1) | |
| b'd' | |
| In text files (those opened without a ``b`` in the mode string), only seeks | |
| relative to the beginning of the file are allowed (the exception being seeking | |
| to the very file end with ``seek(0, 2)``) and the only valid *offset* values are | |
| those returned from the ``f.tell()``, or zero. Any other *offset* value produces | |
| undefined behaviour. | |
| File objects have some additional methods, such as :meth:`~io.IOBase.isatty` and | |
| :meth:`~io.IOBase.truncate` which are less frequently used; consult the Library | |
| Reference for a complete guide to file objects. | |
| .. _tut-json: | |
| Saving structured data with :mod:`json` | |
| --------------------------------------- | |
| .. index:: pair: module; json | |
| Strings can easily be written to and read from a file. Numbers take a bit more | |
| effort, since the :meth:`~io.TextIOBase.read` method only returns strings, which will have to | |
| be passed to a function like :func:`int`, which takes a string like ``'123'`` | |
| and returns its numeric value 123. When you want to save more complex data | |
| types like nested lists and dictionaries, parsing and serializing by hand | |
| becomes complicated. | |
| Rather than having users constantly writing and debugging code to save | |
| complicated data types to files, Python allows you to use the popular data | |
| interchange format called `JSON (JavaScript Object Notation) | |
| <https://json.org>`_. The standard module called :mod:`json` can take Python | |
| data hierarchies, and convert them to string representations; this process is | |
| called :dfn:`serializing`. Reconstructing the data from the string representation | |
| is called :dfn:`deserializing`. Between serializing and deserializing, the | |
| string representing the object may have been stored in a file or data, or | |
| sent over a network connection to some distant machine. | |
| .. note:: | |
| The JSON format is commonly used by modern applications to allow for data | |
| exchange. Many programmers are already familiar with it, which makes | |
| it a good choice for interoperability. | |
| If you have an object ``x``, you can view its JSON string representation with a | |
| simple line of code:: | |
| >>> import json | |
| >>> x = [1, 'simple', 'list'] | |
| >>> json.dumps(x) | |
| '[1, "simple", "list"]' | |
| Another variant of the :func:`~json.dumps` function, called :func:`~json.dump`, | |
| simply serializes the object to a :term:`text file`. So if ``f`` is a | |
| :term:`text file` object opened for writing, we can do this:: | |
| json.dump(x, f) | |
| To decode the object again, if ``f`` is a :term:`binary file` or | |
| :term:`text file` object which has been opened for reading:: | |
| x = json.load(f) | |
| .. note:: | |
| JSON files must be encoded in UTF-8, the default encoding for | |
| :term:`text files <text file>`. | |
| This simple serialization technique can handle lists and dictionaries, but | |
| serializing arbitrary class instances in JSON requires a bit of extra effort. | |
| The reference for the :mod:`json` module contains an explanation of this. | |
| .. seealso:: | |
| :mod:`pickle` - the pickle module | |
| Contrary to :ref:`JSON <tut-json>`, *pickle* is a protocol which allows | |
| the serialization of arbitrarily complex Python objects. As such, it is | |
| specific to Python and cannot be used to communicate with applications | |
| written in other languages. It is also insecure by default: | |
| deserializing pickle data coming from an untrusted source can execute | |
| arbitrary code, if the data was crafted by a skilled attacker. |