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| # Copyright (c) 2013, Mahmoud Hashemi | |
| # | |
| # Redistribution and use in source and binary forms, with or without | |
| # modification, are permitted provided that the following conditions are | |
| # met: | |
| # | |
| # * Redistributions of source code must retain the above copyright | |
| # notice, this list of conditions and the following disclaimer. | |
| # | |
| # * Redistributions in binary form must reproduce the above | |
| # copyright notice, this list of conditions and the following | |
| # disclaimer in the documentation and/or other materials provided | |
| # with the distribution. | |
| # | |
| # * The names of the contributors may not be used to endorse or | |
| # promote products derived from this software without specific | |
| # prior written permission. | |
| # | |
| # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS | |
| # "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT | |
| # LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR | |
| # A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT | |
| # OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, | |
| # SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT | |
| # LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, | |
| # DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY | |
| # THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT | |
| # (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | |
| # OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | |
| """If there is one recurring theme in ``boltons``, it is that Python | |
| has excellent datastructures that constitute a good foundation for | |
| most quick manipulations, as well as building applications. However, | |
| Python usage has grown much faster than builtin data structure | |
| power. Python has a growing need for more advanced general-purpose | |
| data structures which behave intuitively. | |
| The :class:`Table` class is one example. When handed one- or | |
| two-dimensional data, it can provide useful, if basic, text and HTML | |
| renditions of small to medium sized data. It also heuristically | |
| handles recursive data of various formats (lists, dicts, namedtuples, | |
| objects). | |
| For more advanced :class:`Table`-style manipulation check out the | |
| `pandas`_ DataFrame. | |
| .. _pandas: http://pandas.pydata.org/ | |
| """ | |
| from html import escape as html_escape | |
| import types | |
| from itertools import islice | |
| from collections.abc import Sequence, Mapping, MutableSequence | |
| try: | |
| from .typeutils import make_sentinel | |
| _MISSING = make_sentinel(var_name='_MISSING') | |
| except ImportError: | |
| _MISSING = object() | |
| """ | |
| Some idle feature thoughts: | |
| * shift around column order without rearranging data | |
| * gotta make it so you can add additional items, not just initialize with | |
| * maybe a shortcut would be to allow adding of Tables to other Tables | |
| * what's the perf of preallocating lists and overwriting items versus | |
| starting from empty? | |
| * is it possible to effectively tell the difference between when a | |
| Table is from_data()'d with a single row (list) or with a list of lists? | |
| * CSS: white-space pre-line or pre-wrap maybe? | |
| * Would be nice to support different backends (currently uses lists | |
| exclusively). Sometimes large datasets come in list-of-dicts and | |
| list-of-tuples format and it's desirable to cut down processing overhead. | |
| TODO: make iterable on rows? | |
| """ | |
| __all__ = ['Table'] | |
| def to_text(obj, maxlen=None): | |
| try: | |
| text = str(obj) | |
| except Exception: | |
| try: | |
| text = str(repr(obj)) | |
| except Exception: | |
| text = str(object.__repr__(obj)) | |
| if maxlen and len(text) > maxlen: | |
| text = text[:maxlen - 3] + '...' | |
| # TODO: inverse of ljust/rjust/center | |
| return text | |
| def escape_html(obj, maxlen=None): | |
| text = to_text(obj, maxlen=maxlen) | |
| return html_escape(text, quote=True) | |
| _DNR = {type(None), bool, complex, float, type(NotImplemented), slice, | |
| str, bytes, int, | |
| types.FunctionType, types.MethodType, | |
| types.BuiltinFunctionType, types.GeneratorType} | |
| class UnsupportedData(TypeError): | |
| pass | |
| class InputType: | |
| def __init__(self, *a, **kw): | |
| pass | |
| def get_entry_seq(self, data_seq, headers): | |
| return [self.get_entry(entry, headers) for entry in data_seq] | |
| class DictInputType(InputType): | |
| def check_type(self, obj): | |
| return isinstance(obj, Mapping) | |
| def guess_headers(self, obj): | |
| return sorted(obj.keys()) | |
| def get_entry(self, obj, headers): | |
| return [obj.get(h) for h in headers] | |
| def get_entry_seq(self, obj, headers): | |
| return [[ci.get(h) for h in headers] for ci in obj] | |
| class ObjectInputType(InputType): | |
| def check_type(self, obj): | |
| return type(obj) not in _DNR and hasattr(obj, '__class__') | |
| def guess_headers(self, obj): | |
| headers = [] | |
| for attr in dir(obj): | |
| # an object's __dict__ could technically have non-string keys | |
| try: | |
| val = getattr(obj, attr) | |
| except Exception: | |
| # seen on greenlet: `run` shows in dir() but raises | |
| # AttributeError. Also properties misbehave. | |
| continue | |
| if callable(val): | |
| continue | |
| headers.append(attr) | |
| return headers | |
| def get_entry(self, obj, headers): | |
| values = [] | |
| for h in headers: | |
| try: | |
| values.append(getattr(obj, h)) | |
| except Exception: | |
| values.append(None) | |
| return values | |
| # might be better to hardcode list support since it's so close to the | |
| # core or might be better to make this the copy-style from_* importer | |
| # and have the non-copy style be hardcoded in __init__ | |
| class ListInputType(InputType): | |
| def check_type(self, obj): | |
| return isinstance(obj, MutableSequence) | |
| def guess_headers(self, obj): | |
| return None | |
| def get_entry(self, obj, headers): | |
| return obj | |
| def get_entry_seq(self, obj_seq, headers): | |
| return obj_seq | |
| class TupleInputType(InputType): | |
| def check_type(self, obj): | |
| return isinstance(obj, tuple) | |
| def guess_headers(self, obj): | |
| return None | |
| def get_entry(self, obj, headers): | |
| return list(obj) | |
| def get_entry_seq(self, obj_seq, headers): | |
| return [list(t) for t in obj_seq] | |
| class NamedTupleInputType(InputType): | |
| def check_type(self, obj): | |
| return hasattr(obj, '_fields') and isinstance(obj, tuple) | |
| def guess_headers(self, obj): | |
| return list(obj._fields) | |
| def get_entry(self, obj, headers): | |
| return [getattr(obj, h, None) for h in headers] | |
| def get_entry_seq(self, obj_seq, headers): | |
| return [[getattr(obj, h, None) for h in headers] for obj in obj_seq] | |
| class Table: | |
| """ | |
| This Table class is meant to be simple, low-overhead, and extensible. Its | |
| most common use would be for translation between in-memory data | |
| structures and serialization formats, such as HTML and console-ready text. | |
| As such, it stores data in list-of-lists format, and *does not* copy | |
| lists passed in. It also reserves the right to modify those lists in a | |
| "filling" process, whereby short lists are extended to the width of | |
| the table (usually determined by number of headers). This greatly | |
| reduces overhead and processing/validation that would have to occur | |
| otherwise. | |
| General description of headers behavior: | |
| Headers describe the columns, but are not part of the data, however, | |
| if the *headers* argument is omitted, Table tries to infer header | |
| names from the data. It is possible to have a table with no headers, | |
| just pass in ``headers=None``. | |
| Supported inputs: | |
| * :class:`list` of :class:`list` objects | |
| * :class:`dict` (list/single) | |
| * :class:`object` (list/single) | |
| * :class:`collections.namedtuple` (list/single) | |
| * TODO: DB API cursor? | |
| * TODO: json | |
| Supported outputs: | |
| * HTML | |
| * Pretty text (also usable as GF Markdown) | |
| * TODO: CSV | |
| * TODO: json | |
| * TODO: json lines | |
| To minimize resident size, the Table data is stored as a list of lists. | |
| """ | |
| # order definitely matters here | |
| _input_types = [DictInputType(), ListInputType(), | |
| NamedTupleInputType(), TupleInputType(), | |
| ObjectInputType()] | |
| _html_tr, _html_tr_close = '<tr>', '</tr>' | |
| _html_th, _html_th_close = '<th>', '</th>' | |
| _html_td, _html_td_close = '<td>', '</td>' | |
| _html_thead, _html_thead_close = '<thead>', '</thead>' | |
| _html_tbody, _html_tbody_close = '<tbody>', '</tbody>' | |
| # _html_tfoot, _html_tfoot_close = '<tfoot>', '</tfoot>' | |
| _html_table_tag, _html_table_tag_close = '<table>', '</table>' | |
| def __init__(self, data=None, headers=_MISSING, metadata=None): | |
| if headers is _MISSING: | |
| headers = [] | |
| if data: | |
| headers, data = list(data[0]), islice(data, 1, None) | |
| self.headers = headers or [] | |
| self.metadata = metadata or {} | |
| self._data = [] | |
| self._width = 0 | |
| self.extend(data) | |
| def extend(self, data): | |
| """ | |
| Append the given data to the end of the Table. | |
| """ | |
| if not data: | |
| return | |
| self._data.extend(data) | |
| self._set_width() | |
| self._fill() | |
| def _set_width(self, reset=False): | |
| if reset: | |
| self._width = 0 | |
| if self._width: | |
| return | |
| if self.headers: | |
| self._width = len(self.headers) | |
| return | |
| self._width = max([len(d) for d in self._data], default=0) | |
| def _fill(self): | |
| width, filler = self._width, [None] | |
| if not width: | |
| return | |
| for d in self._data: | |
| rem = width - len(d) | |
| if rem > 0: | |
| d.extend(filler * rem) | |
| return | |
| def from_dict(cls, data, headers=_MISSING, max_depth=1, metadata=None): | |
| """Create a Table from a :class:`dict`. Operates the same as | |
| :meth:`from_data`, but forces interpretation of the data as a | |
| Mapping. | |
| """ | |
| return cls.from_data(data=data, headers=headers, | |
| max_depth=max_depth, _data_type=DictInputType(), | |
| metadata=metadata) | |
| def from_list(cls, data, headers=_MISSING, max_depth=1, metadata=None): | |
| """Create a Table from a :class:`list`. Operates the same as | |
| :meth:`from_data`, but forces the interpretation of the data | |
| as a Sequence. | |
| """ | |
| return cls.from_data(data=data, headers=headers, | |
| max_depth=max_depth, _data_type=ListInputType(), | |
| metadata=metadata) | |
| def from_object(cls, data, headers=_MISSING, max_depth=1, metadata=None): | |
| """Create a Table from an :class:`object`. Operates the same as | |
| :meth:`from_data`, but forces the interpretation of the data | |
| as an object. May be useful for some :class:`dict` and | |
| :class:`list` subtypes. | |
| """ | |
| return cls.from_data(data=data, headers=headers, | |
| max_depth=max_depth, _data_type=ObjectInputType(), | |
| metadata=metadata) | |
| def from_data(cls, data, headers=_MISSING, max_depth=1, **kwargs): | |
| """Create a Table from any supported data, heuristically | |
| selecting how to represent the data in Table format. | |
| Args: | |
| data (object): Any object or iterable with data to be | |
| imported to the Table. | |
| headers (iterable): An iterable of headers to be matched | |
| to the data. If not explicitly passed, headers will be | |
| guessed for certain datatypes. | |
| max_depth (int): The level to which nested Tables should | |
| be created (default: 1). | |
| _data_type (InputType subclass): For advanced use cases, | |
| do not guess the type of the input data, use this data | |
| type instead. | |
| """ | |
| # TODO: seen/cycle detection/reuse ? | |
| # maxdepth follows the same behavior as find command | |
| # i.e., it doesn't work if max_depth=0 is passed in | |
| metadata = kwargs.pop('metadata', None) | |
| _data_type = kwargs.pop('_data_type', None) | |
| if max_depth < 1: | |
| # return data instead? | |
| return cls(headers=headers, metadata=metadata) | |
| is_seq = isinstance(data, Sequence) | |
| if is_seq: | |
| if not data: | |
| return cls(headers=headers, metadata=metadata) | |
| to_check = data[0] | |
| if not _data_type: | |
| for it in cls._input_types: | |
| if it.check_type(to_check): | |
| _data_type = it | |
| break | |
| else: | |
| # not particularly happy about this rewind-y approach | |
| is_seq = False | |
| to_check = data | |
| else: | |
| if type(data) in _DNR: | |
| # hmm, got scalar data. | |
| # raise an exception or make an exception, nahmsayn? | |
| return cls([[data]], headers=headers, metadata=metadata) | |
| to_check = data | |
| if not _data_type: | |
| for it in cls._input_types: | |
| if it.check_type(to_check): | |
| _data_type = it | |
| break | |
| else: | |
| raise UnsupportedData('unsupported data type %r' | |
| % type(data)) | |
| if headers is _MISSING: | |
| headers = _data_type.guess_headers(to_check) | |
| if is_seq: | |
| entries = _data_type.get_entry_seq(data, headers) | |
| else: | |
| entries = [_data_type.get_entry(data, headers)] | |
| if max_depth > 1: | |
| new_max_depth = max_depth - 1 | |
| for i, entry in enumerate(entries): | |
| for j, cell in enumerate(entry): | |
| if type(cell) in _DNR: | |
| # optimization to avoid function overhead | |
| continue | |
| try: | |
| entries[i][j] = cls.from_data(cell, | |
| max_depth=new_max_depth) | |
| except UnsupportedData: | |
| continue | |
| return cls(entries, headers=headers, metadata=metadata) | |
| def __len__(self): | |
| return len(self._data) | |
| def __getitem__(self, idx): | |
| return self._data[idx] | |
| def __repr__(self): | |
| cn = self.__class__.__name__ | |
| if self.headers: | |
| return f'{cn}(headers={self.headers!r}, data={self._data!r})' | |
| else: | |
| return f'{cn}({self._data!r})' | |
| def to_html(self, orientation=None, wrapped=True, | |
| with_headers=True, with_newlines=True, | |
| with_metadata=False, max_depth=1): | |
| """Render this Table to HTML. Configure the structure of Table | |
| HTML by subclassing and overriding ``_html_*`` class | |
| attributes. | |
| Args: | |
| orientation (str): one of 'auto', 'horizontal', or | |
| 'vertical' (or the first letter of any of | |
| those). Default 'auto'. | |
| wrapped (bool): whether or not to include the wrapping | |
| '<table></table>' tags. Default ``True``, set to | |
| ``False`` if appending multiple Table outputs or an | |
| otherwise customized HTML wrapping tag is needed. | |
| with_newlines (bool): Set to ``True`` if output should | |
| include added newlines to make the HTML more | |
| readable. Default ``False``. | |
| with_metadata (bool/str): Set to ``True`` if output should | |
| be preceded with a Table of preset metadata, if it | |
| exists. Set to special value ``'bottom'`` if the | |
| metadata Table HTML should come *after* the main HTML output. | |
| max_depth (int): Indicate how deeply to nest HTML tables | |
| before simply reverting to :func:`repr`-ing the nested | |
| data. | |
| Returns: | |
| A text string of the HTML of the rendered table. | |
| """ | |
| lines = [] | |
| headers = [] | |
| if with_metadata and self.metadata: | |
| metadata_table = Table.from_data(self.metadata, | |
| max_depth=max_depth) | |
| metadata_html = metadata_table.to_html(with_headers=True, | |
| with_newlines=with_newlines, | |
| with_metadata=False, | |
| max_depth=max_depth) | |
| if with_metadata != 'bottom': | |
| lines.append(metadata_html) | |
| lines.append('<br />') | |
| if with_headers and self.headers: | |
| headers.extend(self.headers) | |
| headers.extend([None] * (self._width - len(self.headers))) | |
| if wrapped: | |
| lines.append(self._html_table_tag) | |
| orientation = orientation or 'auto' | |
| ol = orientation[0].lower() | |
| if ol == 'a': | |
| ol = 'h' if len(self) > 1 else 'v' | |
| if ol == 'h': | |
| self._add_horizontal_html_lines(lines, headers=headers, | |
| max_depth=max_depth) | |
| elif ol == 'v': | |
| self._add_vertical_html_lines(lines, headers=headers, | |
| max_depth=max_depth) | |
| else: | |
| raise ValueError("expected one of 'auto', 'vertical', or" | |
| " 'horizontal', not %r" % orientation) | |
| if with_metadata and self.metadata and with_metadata == 'bottom': | |
| lines.append('<br />') | |
| lines.append(metadata_html) | |
| if wrapped: | |
| lines.append(self._html_table_tag_close) | |
| sep = '\n' if with_newlines else '' | |
| return sep.join(lines) | |
| def get_cell_html(self, value): | |
| """Called on each value in an HTML table. By default it simply escapes | |
| the HTML. Override this method to add additional conditions | |
| and behaviors, but take care to ensure the final output is | |
| HTML escaped. | |
| """ | |
| return escape_html(value) | |
| def _add_horizontal_html_lines(self, lines, headers, max_depth): | |
| esc = self.get_cell_html | |
| new_depth = max_depth - 1 if max_depth > 1 else max_depth | |
| if max_depth > 1: | |
| new_depth = max_depth - 1 | |
| if headers: | |
| _thth = self._html_th_close + self._html_th | |
| lines.append(self._html_thead) | |
| lines.append(self._html_tr + self._html_th + | |
| _thth.join([esc(h) for h in headers]) + | |
| self._html_th_close + self._html_tr_close) | |
| lines.append(self._html_thead_close) | |
| trtd, _tdtd, _td_tr = (self._html_tr + self._html_td, | |
| self._html_td_close + self._html_td, | |
| self._html_td_close + self._html_tr_close) | |
| lines.append(self._html_tbody) | |
| for row in self._data: | |
| if max_depth > 1: | |
| _fill_parts = [] | |
| for cell in row: | |
| if isinstance(cell, Table): | |
| _fill_parts.append(cell.to_html(max_depth=new_depth)) | |
| else: | |
| _fill_parts.append(esc(cell)) | |
| else: | |
| _fill_parts = [esc(c) for c in row] | |
| lines.append(''.join([trtd, _tdtd.join(_fill_parts), _td_tr])) | |
| lines.append(self._html_tbody_close) | |
| def _add_vertical_html_lines(self, lines, headers, max_depth): | |
| esc = self.get_cell_html | |
| new_depth = max_depth - 1 if max_depth > 1 else max_depth | |
| tr, th, _th = self._html_tr, self._html_th, self._html_th_close | |
| td, _tdtd = self._html_td, self._html_td_close + self._html_td | |
| _td_tr = self._html_td_close + self._html_tr_close | |
| for i in range(self._width): | |
| line_parts = [tr] | |
| if headers: | |
| line_parts.extend([th, esc(headers[i]), _th]) | |
| if max_depth > 1: | |
| new_depth = max_depth - 1 | |
| _fill_parts = [] | |
| for row in self._data: | |
| cell = row[i] | |
| if isinstance(cell, Table): | |
| _fill_parts.append(cell.to_html(max_depth=new_depth)) | |
| else: | |
| _fill_parts.append(esc(row[i])) | |
| else: | |
| _fill_parts = [esc(row[i]) for row in self._data] | |
| line_parts.extend([td, _tdtd.join(_fill_parts), _td_tr]) | |
| lines.append(''.join(line_parts)) | |
| def to_text(self, with_headers=True, maxlen=None): | |
| """Get the Table's textual representation. Only works well | |
| for Tables with non-recursive data. | |
| Args: | |
| with_headers (bool): Whether to include a header row at the top. | |
| maxlen (int): Max length of data in each cell. | |
| """ | |
| lines = [] | |
| widths = [] | |
| headers = list(self.headers) | |
| if with_headers and headers: | |
| headers.extend([None] * (self._width - len(headers))) | |
| else: | |
| headers = [] | |
| text_headers = [to_text(h, maxlen=maxlen) for h in headers] | |
| text_data = [[to_text(cell, maxlen=maxlen) for cell in row] | |
| for row in self._data] | |
| for idx in range(self._width): | |
| cur_widths = [len(row[idx]) for row in text_data] | |
| if text_headers: | |
| cur_widths.append(len(text_headers[idx])) | |
| widths.append(max(cur_widths, default=0)) | |
| if text_headers: | |
| lines.append(' | '.join([h.center(widths[i]) | |
| for i, h in enumerate(text_headers)])) | |
| lines.append('-|-'.join(['-' * w for w in widths])) | |
| for row in text_data: | |
| lines.append(' | '.join([cell.center(widths[j]) | |
| for j, cell in enumerate(row)])) | |
| return '\n'.join(lines) | |