From 94a905204ed3316486e13f25a22000b4c66f53ef Mon Sep 17 00:00:00 2001 From: ParticularMiner <78448465+ParticularMiner@users.noreply.github.com> Date: Wed, 12 May 2021 20:39:39 +0200 Subject: [PATCH 01/13] optimized code and fixed bug related to input Series of length 1 (discovered by user) (#53) * boosted _symmetrize_matches_list() (5x) and _get_matches_list() (33x) * made more pypi-friendly changes in README.md * fixed bug related to single-valued input Series * made more pypi-friendly changes in README.md * added unittest for get_groups() with single-valued input Series * fixed remaining squeeze() bugs * made PEP8-conforming modifications * updated string_grouper_utils.py to quell unittest deprecated warnings --- README.md | 18 +- string_grouper/string_grouper.py | 158 ++++++++---------- string_grouper/test/test_string_grouper.py | 84 ++++++++-- string_grouper_utils/string_grouper_utils.py | 10 +- .../test/test_string_grouper_utils.py | 4 +- 5 files changed, 161 insertions(+), 113 deletions(-) diff --git a/README.md b/README.md index 13f22127..3ddc43c7 100644 --- a/README.md +++ b/README.md @@ -13,7 +13,7 @@ The image displayed above is a visualization of the graph-structure of one of the groups of strings found by `string_grouper`. Each circle (node) represents a string, and each connecting arc (edge) represents a match between a pair of strings with a similarity score above a given threshold score (here `0.8`). -The ***centroid*** of the group, as determined by `string_grouper` (see [tutorials/group_representatives.md](tutorials/group_representatives.md) for an explanation), is the largest node, also with the most edges originating from it. A thick line in the image denotes a strong similarity between the nodes at its ends, while a faint thin line denotes weak similarity. +The ***centroid*** of the group, as determined by `string_grouper` (see [tutorials/group_representatives.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/group_representatives.md) for an explanation), is the largest node, also with the most edges originating from it. A thick line in the image denotes a strong similarity between the nodes at its ends, while a faint thin line denotes weak similarity. The power of `string_grouper` is discernible from this image: in large datasets, `string_grouper` is often able to resolve indirect associations between strings even when, say, due to memory-resource-limitations, direct matches between those strings cannot be computed using conventional methods with a lower threshold similarity score. @@ -85,7 +85,7 @@ In the rest of this document the names, `Series` and `DataFrame`, refer to the f 2. `'similarity'` whose column has the similarity-scores as values, and 3. The name of `duplicates` (or `master` if `duplicates` is not given) and the name(s) of its index (or index-levels) prefixed by the string `'right_'`. - Indexes (or their levels) only appear when the keyword argument `ignore_index=False` (the default). (See [tutorials/ignore_index_and_replace_na.md](tutorials/ignore_index_and_replace_na.md) for a demonstration.) + Indexes (or their levels) only appear when the keyword argument `ignore_index=False` (the default). (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md) for a demonstration.) If either `master` or `duplicates` has no name, it assumes the name `'side'` which is then prefixed as described above. Similarly, if any of the indexes (or index-levels) has no name it assumes its `pandas` default name (`'index'`, `'level_0'`, and so on) and is then prefixed as described above. @@ -101,7 +101,7 @@ In the rest of this document the names, `Series` and `DataFrame`, refer to the f The name of the output `Series` is the same as that of `master` prefixed with the string `'most_similar_'`. If `master` has no name, it is assumed to have the name `'master'` before being prefixed. - If `ignore_index=False` (the default), `match_most_similar` returns a `DataFrame` containing the same `Series` described above as one of its columns. So it inherits the same index and length as `duplicates`. The rest of its columns correspond to the index (or index-levels) of `master` and thus contain the index-labels of the most similar strings being output as values. If there are no similar strings in `master` for a given string in `duplicates` then the value(s) assigned to this index-column(s) for that string is `NaN` by default. However, if the keyword argument `replace_na=True`, then these `NaN` values are replaced with the index-label(s) of that string in `duplicates`. Note that such replacements can only occur if the indexes of `master` and `duplicates` have the same number of levels. (See [tutorials/ignore_index_and_replace_na.md](tutorials/ignore_index_and_replace_na.md#MMS) for a demonstration.) + If `ignore_index=False` (the default), `match_most_similar` returns a `DataFrame` containing the same `Series` described above as one of its columns. So it inherits the same index and length as `duplicates`. The rest of its columns correspond to the index (or index-levels) of `master` and thus contain the index-labels of the most similar strings being output as values. If there are no similar strings in `master` for a given string in `duplicates` then the value(s) assigned to this index-column(s) for that string is `NaN` by default. However, if the keyword argument `replace_na=True`, then these `NaN` values are replaced with the index-label(s) of that string in `duplicates`. Note that such replacements can only occur if the indexes of `master` and `duplicates` have the same number of levels. (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md#MMS) for a demonstration.) Each column-name of the output `DataFrame` has the same name as its corresponding column, index, or index-level of `master` prefixed with the string `'most_similar_'`. @@ -109,7 +109,7 @@ In the rest of this document the names, `Series` and `DataFrame`, refer to the f * #### `group_similar_strings` - Takes a single `Series` of strings (`strings_to_group`) and groups them by assigning to each string one string from `strings_to_group` chosen as the group-representative for each group of similar strings found. (See [tutorials/group_representatives.md](tutorials/group_representatives.md) for details on how the the group-representatives are chosen.) + Takes a single `Series` of strings (`strings_to_group`) and groups them by assigning to each string one string from `strings_to_group` chosen as the group-representative for each group of similar strings found. (See [tutorials/group_representatives.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/group_representatives.md) for details on how the the group-representatives are chosen.) If `ignore_index=True`, the output is a `Series` (with the same name as `strings_to_group` prefixed by the string `'group_rep_'`) of the same length and index as `strings_to_group` containing the group-representative strings. If `strings_to_group` has no name then the name of the returned `Series` is `'group_rep'`. @@ -140,11 +140,11 @@ All functions are built using a class **`StringGrouper`**. This class can be use Defaults to `0.8` * **`number_of_processes`**: The number of processes used by the cosine similarity calculation. Defaults to `number of cores on a machine - 1.` - * **`ignore_index`**: Determines whether indexes are ignored or not. If `False` (the default), index-columns will appear in the output, otherwise not. (See [tutorials/ignore_index_and_replace_na.md](tutorials/ignore_index_and_replace_na.md) for a demonstration.) - * **`replace_na`**: For function `match_most_similar`, determines whether `NaN` values in index-columns are replaced or not by index-labels from `duplicates`. Defaults to `False`. (See [tutorials/ignore_index_and_replace_na.md](tutorials/ignore_index_and_replace_na.md) for a demonstration.) - * **`include_zeroes`**: When `min_similarity` ≤ 0, determines whether zero-similarity matches appear in the output. Defaults to `True`. (See [tutorials/zero_similarity.md](tutorials/zero_similarity.md) for a demonstration.) **Warning:** Make sure the kwarg `max_n_matches` is sufficiently high to capture ***all*** nonzero-similarity-matches, otherwise some zero-similarity-matches returned will be false. + * **`ignore_index`**: Determines whether indexes are ignored or not. If `False` (the default), index-columns will appear in the output, otherwise not. (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md) for a demonstration.) + * **`replace_na`**: For function `match_most_similar`, determines whether `NaN` values in index-columns are replaced or not by index-labels from `duplicates`. Defaults to `False`. (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md) for a demonstration.) + * **`include_zeroes`**: When `min_similarity` ≤ 0, determines whether zero-similarity matches appear in the output. Defaults to `True`. (See [tutorials/zero_similarity.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/zero_similarity.md) for a demonstration.) **Warning:** Make sure the kwarg `max_n_matches` is sufficiently high to capture ***all*** nonzero-similarity-matches, otherwise some zero-similarity-matches returned will be false. * **`suppress_warning`**: when `min_similarity` ≤ 0 and `include_zeroes` is `True`, determines whether or not to suppress the message warning that `max_n_matches` may be too small. Defaults to `False`. - * **`group_rep`**: For function `group_similar_strings`, determines how group-representatives are chosen. Allowed values are `'centroid'` (the default) and `'first'`. See [tutorials/group_representatives.md](tutorials/group_representatives.md) for an explanation. + * **`group_rep`**: For function `group_similar_strings`, determines how group-representatives are chosen. Allowed values are `'centroid'` (the default) and `'first'`. See [tutorials/group_representatives.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/group_representatives.md) for an explanation. ## Examples @@ -306,7 +306,7 @@ Out of the four company names in `duplicates`, three companies are found in the ### Finding duplicates from a (database extract to) DataFrame where IDs for rows are supplied. -A very common scenario is the case where duplicate records for an entity have been entered into a database. That is, there are two or more records where a name field has slightly different spelling. For example, "A.B. Corporation" and "AB Corporation". Using the optional 'ID' parameter in the `match_strings` function duplicates can be found easily. A [tutorial](tutorials/tutorial_1.md) that steps though the process with an example data set is available. +A very common scenario is the case where duplicate records for an entity have been entered into a database. That is, there are two or more records where a name field has slightly different spelling. For example, "A.B. Corporation" and "AB Corporation". Using the optional 'ID' parameter in the `match_strings` function duplicates can be found easily. A [tutorial](https://github.com/Bergvca/string_grouper/blob/master/tutorials/tutorial_1.md) that steps though the process with an example data set is available. ### For a second data set, find only the most similar match diff --git a/string_grouper/string_grouper.py b/string_grouper/string_grouper.py index 3ab8cc46..4ff7c7d1 100644 --- a/string_grouper/string_grouper.py +++ b/string_grouper/string_grouper.py @@ -18,27 +18,25 @@ DEFAULT_IGNORE_CASE: bool = True # ignores case by default DEFAULT_DROP_INDEX: bool = False # includes index-columns in output DEFAULT_REPLACE_NA: bool = False # when finding the most similar strings, does not replace NaN values in most - # similar string index-columns with corresponding duplicates-index values -DEFAULT_INCLUDE_ZEROES: bool = True # when the minimum cosine similarity <=0, determines whether zero-similarity - # matches appear in the output +# similar string index-columns with corresponding duplicates-index values +DEFAULT_INCLUDE_ZEROES: bool = True # when the minimum cosine similarity <=0, determines whether zero-similarity +# matches appear in the output DEFAULT_SUPPRESS_WARNING: bool = False # when the minimum cosine similarity <=0 and zero-similarity matches are - # requested, determines whether or not to suppress the message warning that - # max_n_matches may be too small +# requested, determines whether or not to suppress the message warning that max_n_matches may be too small GROUP_REP_CENTROID: str = 'centroid' # Option value to select the string in each group with the largest - # similarity aggregate as group-representative: +# similarity aggregate as group-representative: GROUP_REP_FIRST: str = 'first' # Option value to select the first string in each group as group-representative: -DEFAULT_GROUP_REP: str = GROUP_REP_CENTROID # chooses group centroid as group-representative by default +DEFAULT_GROUP_REP: str = GROUP_REP_CENTROID # chooses group centroid as group-representative by default # The following string constants are used by (but aren't [yet] options passed to) StringGrouper DEFAULT_COLUMN_NAME: str = 'side' # used to name non-index columns of the output of StringGrouper.get_matches -DEFAULT_ID_NAME: str = 'id' # used to name id-columns in the output of StringGrouper.get_matches +DEFAULT_ID_NAME: str = 'id' # used to name id-columns in the output of StringGrouper.get_matches LEFT_PREFIX: str = 'left_' # used to prefix columns on the left of the output of StringGrouper.get_matches RIGHT_PREFIX: str = 'right_' # used to prefix columns on the right of the output of StringGrouper.get_matches -MOST_SIMILAR_PREFIX: str = 'most_similar_' # used to prefix columns of the output of - # StringGrouper._get_nearest_matches -DEFAULT_MASTER_NAME: str = 'master' # used to name non-index column of the output of StringGrouper.get_nearest_matches +MOST_SIMILAR_PREFIX: str = 'most_similar_' # used to prefix columns of the output of StringGrouper._get_nearest_matches +DEFAULT_MASTER_NAME: str = 'master' # used to name non-index column of the output of StringGrouper.get_nearest_matches DEFAULT_MASTER_ID_NAME: str = f'{DEFAULT_MASTER_NAME}_{DEFAULT_ID_NAME}' # used to name id-column of the output of - # StringGrouper.get_nearest_matches +# StringGrouper.get_nearest_matches GROUP_REP_PREFIX: str = 'group_rep_' # used to prefix and name columns of the output of StringGrouper._deduplicate # High level functions @@ -139,7 +137,7 @@ def match_strings(master: pd.Series, class StringGrouperConfig(NamedTuple): - """ + r""" Class with configuration variables. :param ngram_size: int. The amount of characters in each n-gram. Default is 3. @@ -151,11 +149,11 @@ class StringGrouperConfig(NamedTuple): Defaults to number of cores on a machine - 1. :param ignore_case: bool. Whether or not case should be ignored. Defaults to True (ignore case). :param ignore_index: whether or not to exclude string Series index-columns in output. Defaults to False. - :param include_zeroes: when the minimum cosine similarity <=0, determines whether zero-similarity matches + :param include_zeroes: when the minimum cosine similarity <=0, determines whether zero-similarity matches appear in the output. Defaults to True. :param suppress_warning: when min_similarity <=0 and include_zeroes=True, determines whether or not to supress the message warning that max_n_matches may be too small. Defaults to False. - :param replace_na: whether or not to replace NaN values in most similar string index-columns with + :param replace_na: whether or not to replace NaN values in most similar string index-columns with corresponding duplicates-index values. Defaults to False. :param group_rep: str. The scheme to select the group-representative. Default is 'centroid'. The other choice is 'first'. @@ -251,11 +249,12 @@ def fit(self) -> 'StringGrouper': master_matrix, duplicate_matrix = self._get_tf_idf_matrices() # Calculate the matches using the cosine similarity matches = self._build_matches(master_matrix, duplicate_matrix) + if self._duplicates is None: + # the matrix of matches needs to be symmetric!!! (i.e., if A != B and A matches B; then B matches A) + # and each of its diagonal components must be equal to 1 + matches = StringGrouper._symmetrize_matrix_and_fix_diagonal(matches) # retrieve all matches self._matches_list = self._get_matches_list(matches) - if self._duplicates is None: - # the list of matches needs to be symmetric!!! (i.e., if A != B and A matches B; then B matches A) - self._symmetrize_matches_list() self.is_build = True return self @@ -265,21 +264,21 @@ def dot(self) -> pd.Series: raise Exception("To perform this function, both input Series must have the same length.") master_matrix, duplicate_matrix = self._get_tf_idf_matrices() # Calculate pairwise cosine similarities: - pairwise_similarities = np.asarray(master_matrix.multiply(duplicate_matrix).sum(axis=1)).squeeze() + pairwise_similarities = np.asarray(master_matrix.multiply(duplicate_matrix).sum(axis=1)).squeeze(axis=1) return pd.Series(pairwise_similarities, name='similarity', index=self._master.index) @validate_is_fit def get_matches(self, ignore_index: Optional[bool] = None, - include_zeroes: Optional[bool]=None, - suppress_warning: Optional[bool]=None) -> pd.DataFrame: + include_zeroes: Optional[bool] = None, + suppress_warning: Optional[bool] = None) -> pd.DataFrame: """ Returns a DataFrame with all the matches and their cosine similarity. If optional IDs are used, returned as extra columns with IDs matched to respective data rows - :param ignore_index: whether or not to exclude string Series index-columns in output. Defaults to + :param ignore_index: whether or not to exclude string Series index-columns in output. Defaults to self._config.ignore_index. - :param include_zeroes: when the minimum cosine similarity <=0, determines whether zero-similarity matches + :param include_zeroes: when the minimum cosine similarity <=0, determines whether zero-similarity matches appear in the output. Defaults to self._config.include_zeroes. :param suppress_warning: when min_similarity <=0 and include_zeroes=True, determines whether or not to suppress the message warning that max_n_matches may be too small. Defaults to self._config.suppress_warning. @@ -304,19 +303,22 @@ def prefix_column_names(data: Union[pd.Series, pd.DataFrame], prefix: str): else: return data.rename(f"{prefix}{data.name}") - if ignore_index is None: ignore_index = self._config.ignore_index - if include_zeroes is None: include_zeroes = self._config.include_zeroes - if suppress_warning is None: suppress_warning = self._config.suppress_warning + if ignore_index is None: + ignore_index = self._config.ignore_index + if include_zeroes is None: + include_zeroes = self._config.include_zeroes + if suppress_warning is None: + suppress_warning = self._config.suppress_warning if self._config.min_similarity > 0 or not include_zeroes: matches_list = self._matches_list elif include_zeroes: # Here's a fix to a bug pointed out by one GitHub user (@nbcvijanovic): - # the fix includes zero-similarity matches that are missing by default - # in _matches_list due to our use of sparse matrices + # the fix includes zero-similarity matches that are missing by default + # in _matches_list due to our use of sparse matrices non_matches_list = self._get_non_matches_list(suppress_warning) matches_list = self._matches_list if non_matches_list.empty else \ pd.concat([self._matches_list, non_matches_list], axis=0, ignore_index=True) - + left_side, right_side = get_both_sides(self._master, self._duplicates, drop_index=ignore_index) similarity = matches_list.similarity.reset_index(drop=True) if self._master_id is None: @@ -358,16 +360,18 @@ def get_groups(self, If there are IDs (master_id and/or duplicates_id) then the IDs corresponding to the string outputs above are returned as well altogether in a DataFrame. - :param ignore_index: whether or not to exclude string Series index-columns in output. Defaults to + :param ignore_index: whether or not to exclude string Series index-columns in output. Defaults to self._config.ignore_index. - :param replace_na: whether or not to replace NaN values in most similar string index-columns with + :param replace_na: whether or not to replace NaN values in most similar string index-columns with corresponding duplicates-index values. Defaults to self._config.replace_na. """ - if ignore_index is None: ignore_index = self._config.ignore_index + if ignore_index is None: + ignore_index = self._config.ignore_index if self._duplicates is None: return self._deduplicate(ignore_index=ignore_index) else: - if replace_na is None: replace_na = self._config.replace_na + if replace_na is None: + replace_na = self._config.replace_na return self._get_nearest_matches(ignore_index=ignore_index, replace_na=replace_na) @validate_is_fit @@ -450,25 +454,14 @@ def _build_matches(self, master_matrix: csr_matrix, duplicate_matrix: csr_matrix self._config.min_similarity, **optional_kwargs) - def _symmetrize_matches_list(self): - # [symmetrized matches_list] = [matches_list] UNION [transposed matches_list] (i.e., column-names swapped): - self._matches_list = self._matches_list.set_index(['master_side', 'dupe_side'])\ - .combine_first( - self._matches_list.rename( - columns={ - 'master_side': 'dupe_side', - 'dupe_side': 'master_side' - } - ).set_index(['master_side', 'dupe_side']) - ).reset_index() - def _get_non_matches_list(self, suppress_warning=False) -> pd.DataFrame: """Returns a list of all the indices of non-matching pairs (with similarity set to 0)""" m_sz, d_sz = len(self._master), len(self._master if self._duplicates is None else self._duplicates) all_pairs = pd.MultiIndex.from_product([range(m_sz), range(d_sz)], names=['master_side', 'dupe_side']) matched_pairs = pd.MultiIndex.from_frame(self._matches_list[['master_side', 'dupe_side']]) missing_pairs = all_pairs.difference(matched_pairs) - if missing_pairs.empty: return pd.DataFrame() + if missing_pairs.empty: + return pd.DataFrame() if (self._config.max_n_matches < d_sz) and not suppress_warning: warnings.warn(f'WARNING: max_n_matches={self._config.max_n_matches} may be too small!\n' f'\t\t Some zero-similarity matches returned may be false!\n' @@ -479,28 +472,6 @@ def _get_non_matches_list(self, suppress_warning=False) -> pd.DataFrame: missing_pairs['similarity'] = 0 return missing_pairs - @staticmethod - def _get_matches_list(matches) -> pd.DataFrame: - """Returns a list of all the indices of matches""" - non_zeros = matches.nonzero() - - sparserows = non_zeros[0] - sparsecols = non_zeros[1] - nr_matches = sparsecols.size - master_side = np.empty([nr_matches], dtype=np.int64) - dupe_side = np.empty([nr_matches], dtype=np.int64) - similarity = np.zeros(nr_matches) - - for index in range(0, nr_matches): - master_side[index] = sparserows[index] - dupe_side[index] = sparsecols[index] - similarity[index] = matches.data[index] - - matches_list = pd.DataFrame({'master_side': master_side, - 'dupe_side': dupe_side, - 'similarity': similarity}) - return matches_list - def _get_nearest_matches(self, ignore_index=False, replace_na=False) -> Union[pd.DataFrame, pd.Series]: @@ -508,8 +479,8 @@ def _get_nearest_matches(self, master_label = f'{prefix}{self._master.name if self._master.name else DEFAULT_MASTER_NAME}' master = self._master.rename(master_label).reset_index(drop=ignore_index) dupes = self._duplicates.rename('duplicates').reset_index(drop=ignore_index) - - # Rename new master-columns to avoid possible conflict with new dupes-columns when later merging + + # Rename new master-columns to avoid possible conflict with new dupes-columns when later merging if isinstance(dupes, pd.DataFrame): master.rename( columns={col: f'{prefix}{col}' for col in master.columns if str(col) != master_label}, @@ -539,14 +510,14 @@ def _get_nearest_matches(self, if self._master_id is not None: # Also update the master_id-series with the duplicates_id in cases were there is no match dupes_max_sim.loc[rows_to_update, master_id_label] = dupes_max_sim[rows_to_update].duplicates_id - + # For some weird reason, pandas' merge function changes int-datatype columns to float when NaN values # appear within them. So here we change them back to their original datatypes if possible: - if dupes_max_sim[master_id_label].dtype != self._master_id.dtype and \ - self._duplicates_id.dtype == self._master_id.dtype: + if dupes_max_sim[master_id_label].dtype != self._master_id.dtype \ + and self._duplicates_id.dtype == self._master_id.dtype: dupes_max_sim.loc[:, master_id_label] = \ - dupes_max_sim.loc[:, master_id_label].astype(self._master_id.dtype) - + dupes_max_sim.loc[:, master_id_label].astype(self._master_id.dtype) + # Prepare the output: required_column_list = [master_label] if self._master_id is None else [master_id_label, master_label] index_column_list = \ @@ -556,22 +527,21 @@ def _get_nearest_matches(self, # Update the master index-columns with the duplicates index-column values in cases were there is no match dupes_index_columns = [col for col in dupes.columns if str(col) != 'duplicates'] dupes_max_sim.loc[rows_to_update, index_column_list] = \ - dupes_max_sim.loc[rows_to_update, dupes_index_columns].values - + dupes_max_sim.loc[rows_to_update, dupes_index_columns].values + # Restore their original datatypes if possible: for m, d in zip(index_column_list, dupes_index_columns): if dupes_max_sim[m].dtype != master[m].dtype and dupes[d].dtype == master[m].dtype: dupes_max_sim.loc[:, m] = dupes_max_sim.loc[:, m].astype(master[m].dtype) - + # Make sure to keep same order as duplicates dupes_max_sim = dupes_max_sim.sort_values('dupe_side').set_index('dupe_side') output = dupes_max_sim[index_column_list + required_column_list] output.index = self._duplicates.index - return output.squeeze() + return output.squeeze(axis=1) def _deduplicate(self, ignore_index=False) -> Union[pd.DataFrame, pd.Series]: - # discard self-matches: A matches A - pairs = self._matches_list[self._matches_list['master_side'] != self._matches_list['dupe_side']] + pairs = self._matches_list # rebuild graph adjacency matrix from already found matches: n = len(self._master) graph = csr_matrix( @@ -599,7 +569,7 @@ def _deduplicate(self, ignore_index=False) -> Union[pd.DataFrame, pd.Series]: graph.data = pairs['similarity'].to_numpy() # sum along the rows to obtain numpy 1D matrix of similarity aggregates then ... # ... convert to 1D numpy array (using asarray then squeeze) and then to Series: - group_of_master_index['weight'] = pd.Series(np.asarray(graph.sum(axis=1)).squeeze()) + group_of_master_index['weight'] = pd.Series(np.asarray(graph.sum(axis=1)).squeeze(axis=1)) method = 'idxmax' # Determine the group representatives AND merge with indices: @@ -623,7 +593,7 @@ def _deduplicate(self, ignore_index=False) -> Union[pd.DataFrame, pd.Series]: output_id = self._master_id.iloc[group_of_master_index.group_rep].rename(id_label).reset_index(drop=True) output = pd.concat([output_id, output], axis=1) output.index = self._master.index - return output.squeeze() + return output def _get_indices_of(self, master_side: str, dupe_side: str) -> Tuple[pd.Series, pd.Series]: master_strings = self._master @@ -634,7 +604,7 @@ def _get_indices_of(self, master_side: str, dupe_side: str) -> Tuple[pd.Series, master_indices = master_strings[master_strings == master_side].index.to_series().reset_index(drop=True) dupe_indices = dupe_strings[dupe_strings == dupe_side].index.to_series().reset_index(drop=True) return master_indices, dupe_indices - + def _validate_group_rep_specs(self): group_rep_options = (GROUP_REP_FIRST, GROUP_REP_CENTROID) if self._config.group_rep not in group_rep_options: @@ -651,6 +621,24 @@ def _validate_replace_na_and_drop(self): "index if the number of index-levels does not equal the number of index-columns." ) + @staticmethod + def _symmetrize_matrix_and_fix_diagonal(x_non_symmetric: csr_matrix) -> csr_matrix: + x_symmetric = x_non_symmetric.tolil() + r, c = x_symmetric.nonzero() + x_symmetric[c, r] = x_symmetric[r, c] + r = np.arange(x_symmetric.shape[0]) + x_symmetric[r, r] = 1 + return x_symmetric.tocsr() + + @staticmethod + def _get_matches_list(matches: csr_matrix) -> pd.DataFrame: + """Returns a list of all the indices of matches""" + r, c = matches.nonzero() + matches_list = pd.DataFrame({'master_side': r.astype(np.int64), + 'dupe_side': c.astype(np.int64), + 'similarity': matches.data}) + return matches_list + @staticmethod def _make_symmetric(new_matches: pd.DataFrame) -> pd.DataFrame: columns_switched = pd.DataFrame({'master_side': new_matches.dupe_side, @@ -678,7 +666,7 @@ def _is_series_of_strings(series_to_test: pd.Series) -> bool: return False elif series_to_test.to_frame().applymap( lambda x: not isinstance(x, str) - ).squeeze().any(): + ).squeeze(axis=1).any(): return False return True diff --git a/string_grouper/test/test_string_grouper.py b/string_grouper/test/test_string_grouper.py index 723d3f22..02b96dc4 100644 --- a/string_grouper/test/test_string_grouper.py +++ b/string_grouper/test/test_string_grouper.py @@ -12,6 +12,10 @@ import warnings +def mock_symmetrize_matrix(a: csr_matrix) -> csr_matrix: + return a + + class SimpleExample(object): def __init__(self): self.customers_df = pd.DataFrame( @@ -197,14 +201,17 @@ def test_match_strings(self, mock_StringGouper): mock_StringGrouper_instance.get_matches.assert_called_once() self.assertEqual(df, 'whatever') - @patch('string_grouper.string_grouper.StringGrouper._symmetrize_matches_list') - def test_match_list_symmetry_without_symmetrize_function(self, mock_symmetrize_matches_list): - """mocks StringGrouper._symmetrize_matches_list so that this test fails whenever _matches_list is + @patch( + 'string_grouper.string_grouper.StringGrouper._symmetrize_matrix_and_fix_diagonal', + side_effect=mock_symmetrize_matrix + ) + def test_match_list_symmetry_without_symmetrize_function(self, mock_symmetrize_matrix_param): + """mocks StringGrouper._symmetrize_matches_list so that this test fails whenever _matches_list is **partially** symmetric which often occurs when the kwarg max_n_matches is too small""" simple_example = SimpleExample() df = simple_example.customers_df2['Customer Name'] sg = StringGrouper(df, max_n_matches=2).fit() - mock_symmetrize_matches_list.assert_called_once() + mock_symmetrize_matrix_param.assert_called_once() # obtain the upper and lower triangular parts of the matrix of matches: upper = sg._matches_list[sg._matches_list['master_side'] < sg._matches_list['dupe_side']] lower = sg._matches_list[sg._matches_list['master_side'] > sg._matches_list['dupe_side']] @@ -213,7 +220,7 @@ def test_match_list_symmetry_without_symmetrize_function(self, mock_symmetrize_m # obtain the intersection between upper and upper_prime: intersection = upper_prime.merge(upper, how='inner', on=['master_side', 'dupe_side']) # if the intersection is empty then _matches_list is completely non-symmetric (this is acceptable) - # if the intersection is not empty then at least some matches are repeated. + # if the intersection is not empty then at least some matches are repeated. # To make sure all (and not just some) matches are repeated, the lengths of # upper, upper_prime and their intersection should be identical. self.assertFalse(intersection.empty or len(upper) == len(upper_prime) == len(intersection)) @@ -231,24 +238,40 @@ def test_match_list_symmetry_with_symmetrize_function(self): # Obtain the intersection between upper and upper_prime: intersection = upper_prime.merge(upper, how='inner', on=['master_side', 'dupe_side']) # If the intersection is empty this means _matches_list is completely non-symmetric (this is acceptable) - # If the intersection is not empty this means at least some matches are repeated. + # If the intersection is not empty this means at least some matches are repeated. # To make sure all (and not just some) matches are repeated, the lengths of # upper, upper_prime and their intersection should be identical. self.assertTrue(intersection.empty or len(upper) == len(upper_prime) == len(intersection)) - def test_match_list_diagonal(self): + @patch( + 'string_grouper.string_grouper.StringGrouper._symmetrize_matrix_and_fix_diagonal', + side_effect=mock_symmetrize_matrix + ) + def test_match_list_diagonal_without_the_fix(self, mock_symmetrize_matrix_param): """test fails whenever _matches_list's number of self-joins is not equal to the number of strings""" # This bug is difficult to reproduce -- I mostly encounter it while working with very large datasets; # for small datasets setting max_n_matches=1 reproduces the bug simple_example = SimpleExample() df = simple_example.customers_df['Customer Name'] matches = match_strings(df, max_n_matches=1) + mock_symmetrize_matrix_param.assert_called_once() num_self_joins = len(matches[matches['left_index'] == matches['right_index']]) num_strings = len(df) self.assertNotEqual(num_self_joins, num_strings) + def test_match_list_diagonal(self): + """This test ensures that all self-joins are present""" + # This bug is difficult to reproduce -- I mostly encounter it while working with very large datasets; + # for small datasets setting max_n_matches=1 reproduces the bug + simple_example = SimpleExample() + df = simple_example.customers_df['Customer Name'] + matches = match_strings(df, max_n_matches=1) + num_self_joins = len(matches[matches['left_index'] == matches['right_index']]) + num_strings = len(df) + self.assertEqual(num_self_joins, num_strings) + def test_zero_min_similarity(self): - """Since sparse matrices exclude zero elements, this test ensures that zero similarity matches are + """Since sparse matrices exclude zero elements, this test ensures that zero similarity matches are returned when min_similarity <= 0. A bug related to this was first pointed out by @nbcvijanovic""" simple_example = SimpleExample() s_master = simple_example.customers_df['Customer Name'] @@ -257,7 +280,7 @@ def test_zero_min_similarity(self): pd.testing.assert_frame_equal(simple_example.expected_result_with_zeroes, matches) def test_zero_min_similarity_small_max_n_matches(self): - """This test ensures that a warning is issued when n_max_matches is suspected to be too small while + """This test ensures that a warning is issued when n_max_matches is suspected to be too small while min_similarity <= 0 and include_zeroes is True""" simple_example = SimpleExample() s_master = simple_example.customers_df['Customer Name'] @@ -470,6 +493,43 @@ def test_get_groups_single_df_group_rep_default(self): ) ) + def test_get_groups_single_valued_series(self): + """This test ensures that get_groups() returns a single-valued DataFrame or Series object + since the input-series is also single-valued. This test was created in response to a bug discovered + by George Walker""" + pd.testing.assert_frame_equal( + pd.DataFrame([(0, "hello")], columns=['group_rep_index', 'group_rep']), + group_similar_strings( + pd.Series(["hello"]), + min_similarity=0.6 + ) + ) + pd.testing.assert_series_equal( + pd.Series(["hello"], name='group_rep'), + group_similar_strings( + pd.Series(["hello"]), + min_similarity=0.6, + ignore_index=True + ) + ) + pd.testing.assert_frame_equal( + pd.DataFrame([(0, "hello")], columns=['most_similar_index', 'most_similar_master']), + match_most_similar( + pd.Series(["hello"]), + pd.Series(["hello"]), + min_similarity=0.6 + ) + ) + pd.testing.assert_series_equal( + pd.Series(["hello"], name='most_similar_master'), + match_most_similar( + pd.Series(["hello"]), + pd.Series(["hello"]), + min_similarity=0.6, + ignore_index=True + ) + ) + def test_get_groups_single_df_keep_index(self): """Should return a pd.Series object with the same length as the original df. The series object will contain a list of the grouped strings with their indexes displayed in columns""" @@ -610,9 +670,9 @@ def test_get_groups_4_df_same_similarity(self): test_series_2 = pd.Series(['foooo', 'bar', 'baz', 'foooob']) test_series_id_1 = pd.Series(['A0', 'A1', 'A2', 'A3']) test_series_id_2 = pd.Series(['B0', 'B1', 'B2', 'B3']) - sg = StringGrouper(test_series_1, - test_series_2, - master_id=test_series_id_1, + sg = StringGrouper(test_series_1, + test_series_2, + master_id=test_series_id_1, duplicates_id=test_series_id_2, ignore_index=True) sg = sg.fit() diff --git a/string_grouper_utils/string_grouper_utils.py b/string_grouper_utils/string_grouper_utils.py index 11803a32..e674367b 100644 --- a/string_grouper_utils/string_grouper_utils.py +++ b/string_grouper_utils/string_grouper_utils.py @@ -1,7 +1,7 @@ -import numpy as np import pandas as pd from typing import List, Optional, Union from dateutil.parser import parse +from dateutil.tz import UTC from numbers import Number from datetime import datetime import re @@ -137,19 +137,19 @@ def get_column(col: Union[str, int, List[Union[str, int]]], data: pd.DataFrame): def parse_timestamps(timestamps: pd.Series, parserinfo=None, **kwargs) -> pd.Series: - error_msg = f"timestamps must be a Series of date-like or datetime-like strings" - error_msg += f" or datetime datatype or pandas Timestamp datatype or numbers" + error_msg = "timestamps must be a Series of date-like or datetime-like strings" + error_msg += " or datetime datatype or pandas Timestamp datatype or numbers" if is_series_of_type(str, timestamps): # if any of the strings is not datetime-like raise an exception if timestamps.to_frame().applymap(is_date).squeeze().all(): # convert strings to numpy datetime64 - return timestamps.transform(lambda x: np.datetime64(parse(x, parserinfo, **kwargs))) + return timestamps.transform(lambda x: parse(x, parserinfo, **kwargs).astimezone(UTC)) elif is_series_of_type(type(pd.Timestamp('15-1-2000')), timestamps): # convert pandas Timestamps to numpy datetime64 return timestamps.transform(lambda x: x.to_numpy()) elif is_series_of_type(datetime, timestamps): # convert python datetimes to numpy datetime64 - return timestamps.transform(lambda x: np.datetime64(x)) + return timestamps.transform(lambda x: x.astimezone(UTC)) elif is_series_of_type(Number, timestamps): return timestamps raise Exception(error_msg) diff --git a/string_grouper_utils/test/test_string_grouper_utils.py b/string_grouper_utils/test/test_string_grouper_utils.py index 3798e3cd..0c8a8ee4 100644 --- a/string_grouper_utils/test/test_string_grouper_utils.py +++ b/string_grouper_utils/test/test_string_grouper_utils.py @@ -1,8 +1,8 @@ import unittest import pandas as pd from dateutil.parser import parse -from string_grouper_utils.string_grouper_utils import new_group_rep_by_earliest_timestamp, new_group_rep_by_completeness, \ - new_group_rep_by_highest_weight +from string_grouper_utils.string_grouper_utils import new_group_rep_by_earliest_timestamp, \ + new_group_rep_by_completeness, new_group_rep_by_highest_weight class SimpleExample(object): From dd119bfe84add1c977e69e0996837d233635e888 Mon Sep 17 00:00:00 2001 From: ParticularMiner <78448465+ParticularMiner@users.noreply.github.com> Date: Fri, 2 Jul 2021 15:09:34 +0200 Subject: [PATCH 02/13] updated dependency on new version of sparse_dot_topn (v0.3.1) (#58) * updated GitHub workflow action test script * updated dependency on latest version of sparse_dot_topn (v 0.3.1) * updated CHANGELOG.md * added new keyword argument tfidf_matrix_dtype (the datatype for the tf-idf values of the matrix components). Allowed values are np.float32 and np.float64 (used by sparse_dot_topn v0.3.1). Default is np.float32: np.float32 often leads to faster processing but less precision than np.float64 Co-authored-by: bergvca --- .github/workflows/test.yml | 6 +- CHANGELOG.md | 17 +++ README.md | 6 +- setup.py | 2 +- string_grouper/string_grouper.py | 127 +++++++++++++-------- string_grouper/test/test_string_grouper.py | 32 +++--- 6 files changed, 120 insertions(+), 70 deletions(-) diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index 17dcc3ee..b29917e6 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -21,8 +21,10 @@ jobs: with: python-version: ${{ matrix.python-version }} - - name: Install package - run: pip install . + - name: Install dev-package + run: | + python -m pip install --upgrade pip + pip install -v -e . - name: Run tests run: python -m unittest diff --git a/CHANGELOG.md b/CHANGELOG.md index d1cb63ff..ed25a1c0 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -7,6 +7,23 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 ## [Unreleased] +## [0.4.1?] - 2021-06-11 + +### Added + +* Added new keyword argument **`tfidf_matrix_dtype`** (the datatype for the tf-idf values of the matrix components). Allowed values are `numpy.float32` and `numpy.float64` (used by the required external package `sparse_dot_topn` version 0.3.1). Default is `numpy.float32`. (Note: `numpy.float32` often leads to faster processing and a smaller memory footprint albeit less numerical precision than `numpy.float64`.) + +### Changed + +* Changed dependency on `sparse_dot_topn` from version 0.2.9 to 0.3.1 +* Changed the default datatype for cosine similarities from numpy.float64 to numpy.float32 to boost computational performance at the expense of numerical precision. +* Changed the default value of the keyword argument `max_n_matches` from 20 to the number of strings in `duplicates` (or `master`, if `duplicates` is not given). +* Changed warning issued when the condition \[`include_zeroes=True` and `min_similarity` ≤ 0 and `max_n_matches` is not sufficiently high to capture all nonzero-similarity-matches\] is met to an exception. + +### Removed + +* Removed the keyword argument `suppress_warning` + ## [0.4.0] - 2021-04-11 ### Added diff --git a/README.md b/README.md index 3ddc43c7..1b18c3c9 100644 --- a/README.md +++ b/README.md @@ -134,16 +134,16 @@ All functions are built using a class **`StringGrouper`**. This class can be use All keyword arguments not mentioned in the function definitions above are used to update the default settings. The following optional arguments can be used: * **`ngram_size`**: The amount of characters in each n-gram. Default is `3`. + * **`tfidf_matrix_dtype`**: The datatype for the tf-idf values of the matrix components. Allowed values are `numpy.float32` and `numpy.float64`. Default is `numpy.float32`. (Note: `numpy.float32` often leads to faster processing and a smaller memory footprint albeit less numerical precision than `numpy.float64`.) * **`regex`**: The regex string used to clean-up the input string. Default is `"[,-./]|\s"`. - * **`max_n_matches`**: The maximum number of matches allowed per string in `master`. Default is `20`. + * **`max_n_matches`**: The maximum number of matches allowed per string in `master`. Default is the number of strings in `duplicates` (or `master`, if `duplicates` is not given). * **`min_similarity`**: The minimum cosine similarity for two strings to be considered a match. Defaults to `0.8` * **`number_of_processes`**: The number of processes used by the cosine similarity calculation. Defaults to `number of cores on a machine - 1.` * **`ignore_index`**: Determines whether indexes are ignored or not. If `False` (the default), index-columns will appear in the output, otherwise not. (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md) for a demonstration.) * **`replace_na`**: For function `match_most_similar`, determines whether `NaN` values in index-columns are replaced or not by index-labels from `duplicates`. Defaults to `False`. (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md) for a demonstration.) - * **`include_zeroes`**: When `min_similarity` ≤ 0, determines whether zero-similarity matches appear in the output. Defaults to `True`. (See [tutorials/zero_similarity.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/zero_similarity.md) for a demonstration.) **Warning:** Make sure the kwarg `max_n_matches` is sufficiently high to capture ***all*** nonzero-similarity-matches, otherwise some zero-similarity-matches returned will be false. - * **`suppress_warning`**: when `min_similarity` ≤ 0 and `include_zeroes` is `True`, determines whether or not to suppress the message warning that `max_n_matches` may be too small. Defaults to `False`. + * **`include_zeroes`**: When `min_similarity` ≤ 0, determines whether zero-similarity matches appear in the output. Defaults to `True`. (See [tutorials/zero_similarity.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/zero_similarity.md).) **Note:** If `include_zeroes` is `True` and the kwarg `max_n_matches` is set then it must be sufficiently high to capture ***all*** nonzero-similarity-matches, otherwise an error is raised and `string_grouper` suggests an alternative value for `max_n_matches`. To allow `string_grouper` to automatically use the appropriate value for `max_n_matches` then do not set this kwarg at all. * **`group_rep`**: For function `group_similar_strings`, determines how group-representatives are chosen. Allowed values are `'centroid'` (the default) and `'first'`. See [tutorials/group_representatives.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/group_representatives.md) for an explanation. ## Examples diff --git a/setup.py b/setup.py index f4b5ecb0..4b7dc00a 100644 --- a/setup.py +++ b/setup.py @@ -25,6 +25,6 @@ , 'scipy' , 'scikit-learn' , 'numpy' - , 'sparse_dot_topn>=0.2.6' + , 'sparse_dot_topn>=0.3.1' ] ) diff --git a/string_grouper/string_grouper.py b/string_grouper/string_grouper.py index 4ff7c7d1..d1612511 100644 --- a/string_grouper/string_grouper.py +++ b/string_grouper/string_grouper.py @@ -4,13 +4,14 @@ import multiprocessing from sklearn.feature_extraction.text import TfidfVectorizer from scipy.sparse.csr import csr_matrix +from scipy.sparse.lil import lil_matrix from scipy.sparse.csgraph import connected_components from typing import Tuple, NamedTuple, List, Optional, Union from sparse_dot_topn import awesome_cossim_topn from functools import wraps -import warnings DEFAULT_NGRAM_SIZE: int = 3 +DEFAULT_TFIDF_MATRIX_DTYPE: type = np.float32 # (only types np.float32 and np.float64 are allowed by sparse_dot_topn) DEFAULT_REGEX: str = r'[,-./]|\s' DEFAULT_MAX_N_MATCHES: int = 20 DEFAULT_MIN_SIMILARITY: float = 0.8 # minimum cosine similarity for an item to be considered a match @@ -21,8 +22,6 @@ # similar string index-columns with corresponding duplicates-index values DEFAULT_INCLUDE_ZEROES: bool = True # when the minimum cosine similarity <=0, determines whether zero-similarity # matches appear in the output -DEFAULT_SUPPRESS_WARNING: bool = False # when the minimum cosine similarity <=0 and zero-similarity matches are -# requested, determines whether or not to suppress the message warning that max_n_matches may be too small GROUP_REP_CENTROID: str = 'centroid' # Option value to select the string in each group with the largest # similarity aggregate as group-representative: GROUP_REP_FIRST: str = 'first' # Option value to select the first string in each group as group-representative: @@ -33,7 +32,8 @@ DEFAULT_ID_NAME: str = 'id' # used to name id-columns in the output of StringGrouper.get_matches LEFT_PREFIX: str = 'left_' # used to prefix columns on the left of the output of StringGrouper.get_matches RIGHT_PREFIX: str = 'right_' # used to prefix columns on the right of the output of StringGrouper.get_matches -MOST_SIMILAR_PREFIX: str = 'most_similar_' # used to prefix columns of the output of StringGrouper._get_nearest_matches +MOST_SIMILAR_PREFIX: str = 'most_similar_' # used to prefix columns of the output of +# StringGrouper._get_nearest_matches DEFAULT_MASTER_NAME: str = 'master' # used to name non-index column of the output of StringGrouper.get_nearest_matches DEFAULT_MASTER_ID_NAME: str = f'{DEFAULT_MASTER_NAME}_{DEFAULT_ID_NAME}' # used to name id-column of the output of # StringGrouper.get_nearest_matches @@ -141,7 +141,11 @@ class StringGrouperConfig(NamedTuple): Class with configuration variables. :param ngram_size: int. The amount of characters in each n-gram. Default is 3. - :param regex: str. The regex string used to cleanup the input string. Default is [,-./]|\s. + :param tfidf_matrix_dtype: type. The datatype for the tf-idf values of the matrix components. + Possible values allowed by sparse_dot_topn are np.float32 and np.float64. Default is np.float32. + (Note: np.float32 often leads to faster processing and a smaller memory footprint albeit less precision + than np.float64.) + :param regex: str. The regex string used to cleanup the input string. Default is '[,-./]|\s'. :param max_n_matches: int. The maximum number of matches allowed per string. Default is 20. :param min_similarity: float. The minimum cosine similarity for two strings to be considered a match. Defaults to 0.8. @@ -151,8 +155,6 @@ class StringGrouperConfig(NamedTuple): :param ignore_index: whether or not to exclude string Series index-columns in output. Defaults to False. :param include_zeroes: when the minimum cosine similarity <=0, determines whether zero-similarity matches appear in the output. Defaults to True. - :param suppress_warning: when min_similarity <=0 and include_zeroes=True, determines whether or not to supress - the message warning that max_n_matches may be too small. Defaults to False. :param replace_na: whether or not to replace NaN values in most similar string index-columns with corresponding duplicates-index values. Defaults to False. :param group_rep: str. The scheme to select the group-representative. Default is 'centroid'. @@ -160,14 +162,14 @@ class StringGrouperConfig(NamedTuple): """ ngram_size: int = DEFAULT_NGRAM_SIZE + tfidf_matrix_dtype: int = DEFAULT_TFIDF_MATRIX_DTYPE regex: str = DEFAULT_REGEX - max_n_matches: int = DEFAULT_MAX_N_MATCHES + max_n_matches: Optional[int] = None min_similarity: float = DEFAULT_MIN_SIMILARITY number_of_processes: int = DEFAULT_N_PROCESSES ignore_case: bool = DEFAULT_IGNORE_CASE ignore_index: bool = DEFAULT_DROP_INDEX include_zeroes: bool = DEFAULT_INCLUDE_ZEROES - suppress_warning: bool = DEFAULT_SUPPRESS_WARNING replace_na: bool = DEFAULT_REPLACE_NA group_rep: str = DEFAULT_GROUP_REP @@ -223,13 +225,23 @@ def __init__(self, master: pd.Series, self._duplicates: pd.Series = duplicates if duplicates is not None else None self._master_id: pd.Series = master_id if master_id is not None else None self._duplicates_id: pd.Series = duplicates_id if duplicates_id is not None else None + self._config: StringGrouperConfig = StringGrouperConfig(**kwargs) + if self._config.max_n_matches is None: + self._max_n_matches = len(self._master) if self._duplicates is None else len(self._duplicates) + else: + self._max_n_matches = self._config.max_n_matches + self._validate_group_rep_specs() + self._validate_tfidf_matrix_dtype() self._validate_replace_na_and_drop() self.is_build = False # indicates if the grouper was fit or not - self._vectorizer = TfidfVectorizer(min_df=1, analyzer=self.n_grams) - # After the StringGrouper is build, _matches_list will contain the indices and similarities of two matches + self._vectorizer = TfidfVectorizer(min_df=1, analyzer=self.n_grams, dtype=self._config.tfidf_matrix_dtype) + # After the StringGrouper is built, _matches_list will contain the indices and similarities of the matches self._matches_list: pd.DataFrame = pd.DataFrame() + # _true_max_n_matches will contain the true maximum number of matches over all strings in master if + # self._config.min_similarity <= 0 + self._true_max_n_matches = None def n_grams(self, string: str) -> List[str]: """ @@ -247,13 +259,22 @@ def n_grams(self, string: str) -> List[str]: def fit(self) -> 'StringGrouper': """Builds the _matches list which contains string matches indices and similarity""" master_matrix, duplicate_matrix = self._get_tf_idf_matrices() + # Calculate the matches using the cosine similarity - matches = self._build_matches(master_matrix, duplicate_matrix) + matches, self._true_max_n_matches = self._build_matches(master_matrix, duplicate_matrix) + if self._duplicates is None: - # the matrix of matches needs to be symmetric!!! (i.e., if A != B and A matches B; then B matches A) - # and each of its diagonal components must be equal to 1 - matches = StringGrouper._symmetrize_matrix_and_fix_diagonal(matches) - # retrieve all matches + # convert to lil format for best efficiency when setting matrix-elements + matches = matches.tolil() + # matrix diagonal elements must be exactly 1 (numerical precision errors introduced by + # floating-point computations in awesome_cossim_topn sometimes lead to unexpected results) + matches = StringGrouper._fix_diagonal(matches) + if self._max_n_matches < self._true_max_n_matches: + # the list of matches must be symmetric! (i.e., if A != B and A matches B; then B matches A) + matches = StringGrouper._symmetrize_matrix(matches) + matches = matches.tocsr() + + # build list from matrix self._matches_list = self._get_matches_list(matches) self.is_build = True return self @@ -270,8 +291,7 @@ def dot(self) -> pd.Series: @validate_is_fit def get_matches(self, ignore_index: Optional[bool] = None, - include_zeroes: Optional[bool] = None, - suppress_warning: Optional[bool] = None) -> pd.DataFrame: + include_zeroes: Optional[bool] = None) -> pd.DataFrame: """ Returns a DataFrame with all the matches and their cosine similarity. If optional IDs are used, returned as extra columns with IDs matched to respective data rows @@ -280,8 +300,6 @@ def get_matches(self, self._config.ignore_index. :param include_zeroes: when the minimum cosine similarity <=0, determines whether zero-similarity matches appear in the output. Defaults to self._config.include_zeroes. - :param suppress_warning: when min_similarity <=0 and include_zeroes=True, determines whether or not to suppress - the message warning that max_n_matches may be too small. Defaults to self._config.suppress_warning. """ def get_both_sides(master: pd.Series, duplicates: pd.Series, @@ -307,15 +325,13 @@ def prefix_column_names(data: Union[pd.Series, pd.DataFrame], prefix: str): ignore_index = self._config.ignore_index if include_zeroes is None: include_zeroes = self._config.include_zeroes - if suppress_warning is None: - suppress_warning = self._config.suppress_warning if self._config.min_similarity > 0 or not include_zeroes: matches_list = self._matches_list elif include_zeroes: # Here's a fix to a bug pointed out by one GitHub user (@nbcvijanovic): # the fix includes zero-similarity matches that are missing by default # in _matches_list due to our use of sparse matrices - non_matches_list = self._get_non_matches_list(suppress_warning) + non_matches_list = self._get_non_matches_list() matches_list = self._matches_list if non_matches_list.empty else \ pd.concat([self._matches_list, non_matches_list], axis=0, ignore_index=True) @@ -442,19 +458,20 @@ def _build_matches(self, master_matrix: csr_matrix, duplicate_matrix: csr_matrix tf_idf_matrix_1 = master_matrix tf_idf_matrix_2 = duplicate_matrix.transpose() - optional_kwargs = dict() - if self._config.number_of_processes > 1: - optional_kwargs = { - 'use_threads': True, - 'n_jobs': self._config.number_of_processes - } - - return awesome_cossim_topn(tf_idf_matrix_1, tf_idf_matrix_2, - self._config.max_n_matches, - self._config.min_similarity, - **optional_kwargs) + optional_kwargs = { + 'return_best_ntop': True, + 'use_threads': self._config.number_of_processes > 1, + 'n_jobs': self._config.number_of_processes + } + + return awesome_cossim_topn( + tf_idf_matrix_1, tf_idf_matrix_2, + self._max_n_matches, + self._config.min_similarity, + **optional_kwargs + ) - def _get_non_matches_list(self, suppress_warning=False) -> pd.DataFrame: + def _get_non_matches_list(self) -> pd.DataFrame: """Returns a list of all the indices of non-matching pairs (with similarity set to 0)""" m_sz, d_sz = len(self._master), len(self._master if self._duplicates is None else self._duplicates) all_pairs = pd.MultiIndex.from_product([range(m_sz), range(d_sz)], names=['master_side', 'dupe_side']) @@ -462,12 +479,12 @@ def _get_non_matches_list(self, suppress_warning=False) -> pd.DataFrame: missing_pairs = all_pairs.difference(matched_pairs) if missing_pairs.empty: return pd.DataFrame() - if (self._config.max_n_matches < d_sz) and not suppress_warning: - warnings.warn(f'WARNING: max_n_matches={self._config.max_n_matches} may be too small!\n' - f'\t\t Some zero-similarity matches returned may be false!\n' - f'\t\t To be absolutely certain all zero-similarity matches are true,\n' - f'\t\t try setting max_n_matches={d_sz} (the length of the Series parameter duplicates).\n' - f'\t\t To suppress this warning, set suppress_warning=True.') + if (self._max_n_matches < self._true_max_n_matches): + raise Exception(f'\nERROR: Cannot return zero-similarity matches since \n' + f'\t\t max_n_matches={self._max_n_matches} is too small!\n' + f'\t\t Try setting max_n_matches={self._true_max_n_matches} (the \n' + f'\t\t true maximum number of matches over all strings in master)\n' + f'\t\t or greater or do not set this kwarg at all.') missing_pairs = missing_pairs.to_frame(index=False) missing_pairs['similarity'] = 0 return missing_pairs @@ -513,8 +530,8 @@ def _get_nearest_matches(self, # For some weird reason, pandas' merge function changes int-datatype columns to float when NaN values # appear within them. So here we change them back to their original datatypes if possible: - if dupes_max_sim[master_id_label].dtype != self._master_id.dtype \ - and self._duplicates_id.dtype == self._master_id.dtype: + if dupes_max_sim[master_id_label].dtype != self._master_id.dtype and \ + self._duplicates_id.dtype == self._master_id.dtype: dupes_max_sim.loc[:, master_id_label] = \ dupes_max_sim.loc[:, master_id_label].astype(self._master_id.dtype) @@ -612,6 +629,13 @@ def _validate_group_rep_specs(self): f"Invalid option value for group_rep. The only permitted values are\n {group_rep_options}" ) + def _validate_tfidf_matrix_dtype(self): + dtype_options = (np.float32, np.float64) + if self._config.tfidf_matrix_dtype not in dtype_options: + raise Exception( + f"Invalid option value for tfidf_matrix_dtype. The only permitted values are\n {dtype_options}" + ) + def _validate_replace_na_and_drop(self): if self._config.ignore_index and self._config.replace_na: raise Exception("replace_na can only be set to True when ignore_index=False.") @@ -622,13 +646,16 @@ def _validate_replace_na_and_drop(self): ) @staticmethod - def _symmetrize_matrix_and_fix_diagonal(x_non_symmetric: csr_matrix) -> csr_matrix: - x_symmetric = x_non_symmetric.tolil() - r, c = x_symmetric.nonzero() - x_symmetric[c, r] = x_symmetric[r, c] - r = np.arange(x_symmetric.shape[0]) - x_symmetric[r, r] = 1 - return x_symmetric.tocsr() + def _fix_diagonal(m: lil_matrix) -> csr_matrix: + r = np.arange(m.shape[0]) + m[r, r] = 1 + return m + + @staticmethod + def _symmetrize_matrix(m_symmetric: lil_matrix) -> csr_matrix: + r, c = m_symmetric.nonzero() + m_symmetric[c, r] = m_symmetric[r, c] + return m_symmetric @staticmethod def _get_matches_list(matches: csr_matrix) -> pd.DataFrame: diff --git a/string_grouper/test/test_string_grouper.py b/string_grouper/test/test_string_grouper.py index 02b96dc4..f5f0aac8 100644 --- a/string_grouper/test/test_string_grouper.py +++ b/string_grouper/test/test_string_grouper.py @@ -3,17 +3,15 @@ import numpy as np from scipy.sparse.csr import csr_matrix from string_grouper.string_grouper import DEFAULT_MIN_SIMILARITY, \ - DEFAULT_MAX_N_MATCHES, DEFAULT_REGEX, \ - DEFAULT_NGRAM_SIZE, DEFAULT_N_PROCESSES, DEFAULT_IGNORE_CASE, \ + DEFAULT_REGEX, DEFAULT_NGRAM_SIZE, DEFAULT_N_PROCESSES, DEFAULT_IGNORE_CASE, \ StringGrouperConfig, StringGrouper, StringGrouperNotFitException, \ - match_most_similar, group_similar_strings, match_strings,\ + match_most_similar, group_similar_strings, match_strings, \ compute_pairwise_similarities from unittest.mock import patch -import warnings -def mock_symmetrize_matrix(a: csr_matrix) -> csr_matrix: - return a +def mock_symmetrize_matrix(x: csr_matrix) -> csr_matrix: + return x class SimpleExample(object): @@ -97,7 +95,7 @@ def test_config_defaults(self): """Empty initialisation should set default values""" config = StringGrouperConfig() self.assertEqual(config.min_similarity, DEFAULT_MIN_SIMILARITY) - self.assertEqual(config.max_n_matches, DEFAULT_MAX_N_MATCHES) + self.assertEqual(config.max_n_matches, None) self.assertEqual(config.regex, DEFAULT_REGEX) self.assertEqual(config.ngram_size, DEFAULT_NGRAM_SIZE) self.assertEqual(config.number_of_processes, DEFAULT_N_PROCESSES) @@ -135,6 +133,7 @@ def test_compute_pairwise_similarities(self): ], name='similarity' ) + expected_result = expected_result.astype(np.float32) pd.testing.assert_series_equal(expected_result, similarities) def test_compute_pairwise_similarities_data_integrity(self): @@ -202,7 +201,7 @@ def test_match_strings(self, mock_StringGouper): self.assertEqual(df, 'whatever') @patch( - 'string_grouper.string_grouper.StringGrouper._symmetrize_matrix_and_fix_diagonal', + 'string_grouper.string_grouper.StringGrouper._symmetrize_matrix', side_effect=mock_symmetrize_matrix ) def test_match_list_symmetry_without_symmetrize_function(self, mock_symmetrize_matrix_param): @@ -244,17 +243,17 @@ def test_match_list_symmetry_with_symmetrize_function(self): self.assertTrue(intersection.empty or len(upper) == len(upper_prime) == len(intersection)) @patch( - 'string_grouper.string_grouper.StringGrouper._symmetrize_matrix_and_fix_diagonal', + 'string_grouper.string_grouper.StringGrouper._fix_diagonal', side_effect=mock_symmetrize_matrix ) - def test_match_list_diagonal_without_the_fix(self, mock_symmetrize_matrix_param): + def test_match_list_diagonal_without_the_fix(self, mock_fix_diagonal): """test fails whenever _matches_list's number of self-joins is not equal to the number of strings""" # This bug is difficult to reproduce -- I mostly encounter it while working with very large datasets; # for small datasets setting max_n_matches=1 reproduces the bug simple_example = SimpleExample() df = simple_example.customers_df['Customer Name'] matches = match_strings(df, max_n_matches=1) - mock_symmetrize_matrix_param.assert_called_once() + mock_fix_diagonal.assert_called_once() num_self_joins = len(matches[matches['left_index'] == matches['right_index']]) num_strings = len(df) self.assertNotEqual(num_self_joins, num_strings) @@ -276,7 +275,7 @@ def test_zero_min_similarity(self): simple_example = SimpleExample() s_master = simple_example.customers_df['Customer Name'] s_dup = simple_example.whatever_series_1 - matches = match_strings(s_master, s_dup, max_n_matches=len(s_master), min_similarity=0) + matches = match_strings(s_master, s_dup, min_similarity=0) pd.testing.assert_frame_equal(simple_example.expected_result_with_zeroes, matches) def test_zero_min_similarity_small_max_n_matches(self): @@ -285,7 +284,6 @@ def test_zero_min_similarity_small_max_n_matches(self): simple_example = SimpleExample() s_master = simple_example.customers_df['Customer Name'] s_dup = simple_example.two_strings - warnings.simplefilter('error', UserWarning) with self.assertRaises(Exception): _ = match_strings(s_master, s_dup, max_n_matches=1, min_similarity=0) @@ -358,7 +356,7 @@ def test_build_matches(self): expected_matches = np.array([[1., 0., 0.], [0., 1., 0.], [0., 0., 0.]]) - np.testing.assert_array_equal(expected_matches, sg._build_matches(master, dupe).toarray()) + np.testing.assert_array_equal(expected_matches, sg._build_matches(master, dupe)[0].toarray()) def test_build_matches_list(self): """Should create the cosine similarity matrix of two series""" @@ -370,6 +368,7 @@ def test_build_matches_list(self): dupe_side = [0, 1] similarity = [1.0, 1.0] expected_df = pd.DataFrame({'master_side': master, 'dupe_side': dupe_side, 'similarity': similarity}) + expected_df.loc[:, 'similarity'] = expected_df.loc[:, 'similarity'].astype(sg._config.tfidf_matrix_dtype) pd.testing.assert_frame_equal(expected_df, sg._matches_list) def test_case_insensitive_build_matches_list(self): @@ -382,6 +381,7 @@ def test_case_insensitive_build_matches_list(self): dupe_side = [0, 1] similarity = [1.0, 1.0] expected_df = pd.DataFrame({'master_side': master, 'dupe_side': dupe_side, 'similarity': similarity}) + expected_df.loc[:, 'similarity'] = expected_df.loc[:, 'similarity'].astype(sg._config.tfidf_matrix_dtype) pd.testing.assert_frame_equal(expected_df, sg._matches_list) def test_get_matches_two_dataframes(self): @@ -396,6 +396,7 @@ def test_get_matches_two_dataframes(self): expected_df = pd.DataFrame({'left_index': left_index, 'left_side': left_side, 'similarity': similarity, 'right_side': right_side, 'right_index': right_index}) + expected_df.loc[:, 'similarity'] = expected_df.loc[:, 'similarity'].astype(sg._config.tfidf_matrix_dtype) pd.testing.assert_frame_equal(expected_df, sg.get_matches()) def test_get_matches_single(self): @@ -410,6 +411,7 @@ def test_get_matches_single(self): expected_df = pd.DataFrame({'left_index': left_index, 'left_side': left_side, 'similarity': similarity, 'right_side': right_side, 'right_index': right_index}) + expected_df.loc[:, 'similarity'] = expected_df.loc[:, 'similarity'].astype(sg._config.tfidf_matrix_dtype) pd.testing.assert_frame_equal(expected_df, sg.get_matches()) def test_get_matches_1_series_1_id_series(self): @@ -427,6 +429,7 @@ def test_get_matches_1_series_1_id_series(self): expected_df = pd.DataFrame({'left_index': left_index, 'left_side': left_side, 'left_id': left_side_id, 'similarity': similarity, 'right_id': right_side_id, 'right_side': right_side, 'right_index': right_index}) + expected_df.loc[:, 'similarity'] = expected_df.loc[:, 'similarity'].astype(sg._config.tfidf_matrix_dtype) pd.testing.assert_frame_equal(expected_df, sg.get_matches()) def test_get_matches_2_series_2_id_series(self): @@ -446,6 +449,7 @@ def test_get_matches_2_series_2_id_series(self): expected_df = pd.DataFrame({'left_index': left_index, 'left_side': left_side, 'left_id': left_side_id, 'similarity': similarity, 'right_id': right_side_id, 'right_side': right_side, 'right_index': right_index}) + expected_df.loc[:, 'similarity'] = expected_df.loc[:, 'similarity'].astype(sg._config.tfidf_matrix_dtype) pd.testing.assert_frame_equal(expected_df, sg.get_matches()) def test_get_matches_raises_exception_if_unexpected_options_given(self): From 166fe2e69aa5d20c2740aad1b15aa799afcc5d0c Mon Sep 17 00:00:00 2001 From: bergvca Date: Fri, 2 Jul 2021 15:18:16 +0200 Subject: [PATCH 03/13] Updated version number --- CHANGELOG.md | 2 +- setup.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index ed25a1c0..e73d33fd 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -7,7 +7,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 ## [Unreleased] -## [0.4.1?] - 2021-06-11 +## [0.5.0] - 2021-06-11 ### Added diff --git a/setup.py b/setup.py index 4b7dc00a..ec4bbb1a 100644 --- a/setup.py +++ b/setup.py @@ -9,7 +9,7 @@ setup( name='string_grouper', - version='0.4.0', + version='0.5.0', packages=['string_grouper'], license='MIT License', description='String grouper contains functions to do string matching using TF-IDF and the cossine similarity. ' From 0c08cefe664b7ef26e014920c58dabbeea631035 Mon Sep 17 00:00:00 2001 From: ParticularMiner <78448465+ParticularMiner@users.noreply.github.com> Date: Sun, 8 Aug 2021 21:33:23 +0200 Subject: [PATCH 04/13] included string_grouper_utils package specification in setup.py (#62) --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index ec4bbb1a..f52413ef 100644 --- a/setup.py +++ b/setup.py @@ -10,7 +10,7 @@ setup( name='string_grouper', version='0.5.0', - packages=['string_grouper'], + packages=['string_grouper', 'string_grouper_utils'], license='MIT License', description='String grouper contains functions to do string matching using TF-IDF and the cossine similarity. ' 'Based on https://bergvca.github.io/2017/10/14/super-fast-string-matching.html', From d0e099f3c809b1a475d20d0308514fead351f96b Mon Sep 17 00:00:00 2001 From: Particular Miner <78448465+ParticularMiner@users.noreply.github.com> Date: Mon, 20 Sep 2021 18:47:18 +0200 Subject: [PATCH 05/13] added blocking capabilities --- CHANGELOG.md | 10 + README.md | 55 ++ images/BlockMatrix_1_1.png | Bin 0 -> 446749 bytes images/BlockMatrix_1_2.png | Bin 0 -> 478688 bytes images/BlockMatrix_2_2.png | Bin 0 -> 537136 bytes images/BlockNumberSpaceExploration1.png | Bin 0 -> 54431 bytes images/Fuzzy_vs_Exact.png | Bin 0 -> 36075 bytes setup.py | 5 +- string_grouper/string_grouper.py | 675 ++++++++++++++++----- string_grouper/test/test_string_grouper.py | 252 +++++++- 10 files changed, 830 insertions(+), 167 deletions(-) create mode 100644 images/BlockMatrix_1_1.png create mode 100644 images/BlockMatrix_1_2.png create mode 100644 images/BlockMatrix_2_2.png create mode 100644 images/BlockNumberSpaceExploration1.png create mode 100644 images/Fuzzy_vs_Exact.png diff --git a/CHANGELOG.md b/CHANGELOG.md index e73d33fd..a1af8877 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -7,6 +7,16 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 ## [Unreleased] +## [0.6.0?] - 2021-09-21 + +### Added + +* matrix-blocking/splitting as a performance-enhancer (see README.md for details) +* new keyword arguments `force_symmetries` and `n_blocks` (see README.md for details) +* new dependency on packages `topn` and `sparse_dot_topn_for_blocks` to help with the matrix-blocking +* capability to reuse a previously initialized StringGrouper (that is, the corpus can now persist across high-level function calls like `match_strings()`) + + ## [0.5.0] - 2021-06-11 ### Added diff --git a/README.md b/README.md index 1b18c3c9..97769768 100644 --- a/README.md +++ b/README.md @@ -56,6 +56,8 @@ The permitted calling patterns of the four functions, and their return types, ar | `group_similar_strings`| `(strings_to_group, strings_id, **kwargs)`| `DataFrame` | | `compute_pairwise_similarities`| `(string_series_1, string_series_2, **kwargs)`| `Series` | +***New in version 0.6.0***: a new *optional* parameter, namely `corpus`, can now be specified for all of the above high-level functions. `corpus` is a `StringGrouper` instance that has already been initialized (and thus already contains a corpus). The input Series (`master`, `duplicates`, and so on) will thus be tokenized, or transformed into tf-idf matrices, using this corpus. + In the rest of this document the names, `Series` and `DataFrame`, refer to the familiar `pandas` object types. #### Parameters: @@ -145,6 +147,8 @@ All functions are built using a class **`StringGrouper`**. This class can be use * **`replace_na`**: For function `match_most_similar`, determines whether `NaN` values in index-columns are replaced or not by index-labels from `duplicates`. Defaults to `False`. (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md) for a demonstration.) * **`include_zeroes`**: When `min_similarity` ≤ 0, determines whether zero-similarity matches appear in the output. Defaults to `True`. (See [tutorials/zero_similarity.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/zero_similarity.md).) **Note:** If `include_zeroes` is `True` and the kwarg `max_n_matches` is set then it must be sufficiently high to capture ***all*** nonzero-similarity-matches, otherwise an error is raised and `string_grouper` suggests an alternative value for `max_n_matches`. To allow `string_grouper` to automatically use the appropriate value for `max_n_matches` then do not set this kwarg at all. * **`group_rep`**: For function `group_similar_strings`, determines how group-representatives are chosen. Allowed values are `'centroid'` (the default) and `'first'`. See [tutorials/group_representatives.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/group_representatives.md) for an explanation. + * **`force_symmetries`**: In cases where `duplicates` is `None`, specifies whether corrections should be made to the results to account for symmetry, thus compensating for those losses of numerical significance which violate the symmetries. Defaults to `True`. + * **`n_blocks`**: This parameter is a tuple of two `int`s provided to help boost performance, if possible, of processing large DataFrames (see [Subsection Performance](#perf)), by splitting the DataFrames into `n_blocks[0]` blocks for the left operand (of the underlying matrix multiplication) and into `n_blocks[1]` blocks for the right operand before performing the string-comparisons block-wise. Defaults to `None`, in which case automatic splitting occurs if an `OverflowError` would otherwise occur. ## Examples @@ -993,3 +997,54 @@ companies[companies.deduplicated_name.str.contains('PRICEWATERHOUSECOOPERS LLP') + +# Performance + +### Semilogx plots of run-times of `match_strings()` vs the number of blocks (`n_blocks[1]`) into which the right matrix-operand of the dataset (663 000 strings from sec__edgar_company_info.csv) was split before performing the string comparison. As shown in the legend, each plot corresponds to the number `n_blocks[0]` of blocks into which the left matrix-operand was split. + + +String comparison, as implemented by `string_grouper`, is essentially matrix +multiplication. A DataFrame of strings is converted (tokenized) into a +matrix. Then that matrix is multiplied by itself (or another) transposed. + +Here is an illustration of multiplication of two matrices ***D*** and ***M***T: +![Block Matrix 1 1](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/BlockMatrix_1_1.png) + +It turns out that when the matrix (or DataFrame) is very large, the computer +proceeds quite slowly with the multiplication (apparently due to the RAM being +too full). Some computers give up with an `OverflowError`. + +To circumvent this issue, `string_grouper` now allows the division of the DataFrame(s) +into smaller chunks (or blocks) and multiplies the chunks one pair at a time +instead to get the same result: + +![Block Matrix 2 2](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/BlockMatrix_2_2.png) + +But surprise ... the run-time of the process is sometimes drastically reduced +as a result. For example, the speed-up of the following call is about 500% +(here, the DataFrame is divided into 200 blocks on the right operand, that is, +1 block on the left × 200 on the right) compared to the same call with no +splitting \[`n_blocks=(1, 1)`, the default, which is what previous versions +(0.5.0 and earlier) of `string_grouper` did\]: + +```python +# A DataFrame of 668 000 records: +companies = pd.read_csv('data/sec__edgar_company_info.csv') + +# The following call is more than 6 times faster than earlier versions of +# match_strings() (that is, when n_blocks=(1, 1))! +match_strings(companies['Company Name')], n_blocks=(1, 200)) +``` + +Further exploration of the block number space has revealed that for any fixed +number of right blocks, the run-time gets longer the larger the number of left +blocks specified. For this reason, it is recommended *not* to split the left matrix. + +![Block Matrix 1 2](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/BlockMatrix_1_2.png) + +So what are the optimum block number values for any given DataFrame? 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' @@ -25,6 +25,7 @@ , 'scipy' , 'scikit-learn' , 'numpy' - , 'sparse_dot_topn>=0.3.1' + , 'sparse_dot_topn_for_blocks>=0.3.1' + , 'topn>=0.0.4' ] ) diff --git a/string_grouper/string_grouper.py b/string_grouper/string_grouper.py index d1612511..1c0bde17 100644 --- a/string_grouper/string_grouper.py +++ b/string_grouper/string_grouper.py @@ -7,9 +7,11 @@ from scipy.sparse.lil import lil_matrix from scipy.sparse.csgraph import connected_components from typing import Tuple, NamedTuple, List, Optional, Union -from sparse_dot_topn import awesome_cossim_topn +from sparse_dot_topn_for_blocks import awesome_cossim_topn +from topn import awesome_topn from functools import wraps + DEFAULT_NGRAM_SIZE: int = 3 DEFAULT_TFIDF_MATRIX_DTYPE: type = np.float32 # (only types np.float32 and np.float64 are allowed by sparse_dot_topn) DEFAULT_REGEX: str = r'[,-./]|\s' @@ -26,6 +28,10 @@ # similarity aggregate as group-representative: GROUP_REP_FIRST: str = 'first' # Option value to select the first string in each group as group-representative: DEFAULT_GROUP_REP: str = GROUP_REP_CENTROID # chooses group centroid as group-representative by default +DEFAULT_FORCE_SYMMETRIES: bool = True # Option value to specify whether corrections should be made to the results +# to account for symmetry thus compensating for those numerical errors that violate symmetry due to loss of +# significance +DEFAULT_N_BLOCKS: Tuple[int, int] = None # Option value to use to split dataset(s) into roughly equal-sized blocks # The following string constants are used by (but aren't [yet] options passed to) StringGrouper DEFAULT_COLUMN_NAME: str = 'side' # used to name non-index columns of the output of StringGrouper.get_matches @@ -39,102 +45,6 @@ # StringGrouper.get_nearest_matches GROUP_REP_PREFIX: str = 'group_rep_' # used to prefix and name columns of the output of StringGrouper._deduplicate -# High level functions - - -def compute_pairwise_similarities(string_series_1: pd.Series, - string_series_2: pd.Series, - **kwargs) -> pd.Series: - """ - Computes the similarity scores between two Series of strings row-wise. - - :param string_series_1: pandas.Series. The input Series of strings to be grouped - :param string_series_2: pandas.Series. The input Series of the IDs of the strings to be grouped - :param kwargs: All other keyword arguments are passed to StringGrouperConfig - :return: pandas.Series of similarity scores, the same length as string_series_1 and string_series_2 - """ - return StringGrouper(string_series_1, string_series_2, **kwargs).dot() - - -def group_similar_strings(strings_to_group: pd.Series, - string_ids: Optional[pd.Series] = None, - **kwargs) -> Union[pd.DataFrame, pd.Series]: - """ - If 'string_ids' is not given, finds all similar strings in 'strings_to_group' and returns a Series of - strings of the same length as 'strings_to_group'. For each group of similar strings a single string - is chosen as the 'master' string and is returned for each member of the group. - - For example the input Series: [foooo, foooob, bar] will return [foooo, foooo, bar]. Here 'foooo' and - 'foooob' are grouped together into group 'foooo' because they are found to be very similar. - - If string_ids is also given, a DataFrame of the strings and their corresponding IDs is instead returned. - - :param strings_to_group: pandas.Series. The input Series of strings to be grouped. - :param string_ids: pandas.Series. The input Series of the IDs of the strings to be grouped. (Optional) - :param kwargs: All other keyword arguments are passed to StringGrouperConfig. (Optional) - :return: pandas.Series or pandas.DataFrame. - """ - string_grouper = StringGrouper(strings_to_group, master_id=string_ids, **kwargs).fit() - return string_grouper.get_groups() - - -def match_most_similar(master: pd.Series, - duplicates: pd.Series, - master_id: Optional[pd.Series] = None, - duplicates_id: Optional[pd.Series] = None, - **kwargs) -> Union[pd.DataFrame, pd.Series]: - """ - If no IDs ('master_id' and 'duplicates_id') are given, returns a Series of strings of the same length - as 'duplicates' where for each string in duplicates the most similar string in 'master' is returned. - If there are no similar strings in master for a given string in duplicates - (there is no potential match where the cosine similarity is above the threshold [default: 0.8]) - the original string in duplicates is returned. - - For example the input Series [foooo, bar, baz] (master) and [foooob, bar, new] will return: - [foooo, bar, new]. - - If IDs (both 'master_id' and 'duplicates_id') are also given, returns a DataFrame of the same strings - output in the above case with their corresponding IDs. - - :param master: pandas.Series. Series of strings that the duplicates will be matched with. - :param duplicates: pandas.Series. Series of strings that will me matched with the master. - :param master_id: pandas.Series. Series of values that are IDs for master column rows. (Optional) - :param duplicates_id: pandas.Series. Series of values that are IDs for duplicates column rows. (Optional) - :param kwargs: All other keyword arguments are passed to StringGrouperConfig. (Optional) - :return: pandas.Series or pandas.DataFrame. - """ - string_grouper = StringGrouper(master, - duplicates=duplicates, - master_id=master_id, - duplicates_id=duplicates_id, - **kwargs).fit() - return string_grouper.get_groups() - - -def match_strings(master: pd.Series, - duplicates: Optional[pd.Series] = None, - master_id: Optional[pd.Series] = None, - duplicates_id: Optional[pd.Series] = None, - **kwargs) -> pd.DataFrame: - """ - Returns all highly similar strings. If only 'master' is given, it will return highly similar strings within master. - This can be seen as an self-join. If both master and duplicates is given, it will return highly similar strings - between master and duplicates. This can be seen as an inner-join. - - :param master: pandas.Series. Series of strings against which matches are calculated. - :param duplicates: pandas.Series. Series of strings that will be matched with master if given (Optional). - :param master_id: pandas.Series. Series of values that are IDs for master column rows (Optional). - :param duplicates_id: pandas.Series. Series of values that are IDs for duplicates column rows (Optional). - :param kwargs: All other keyword arguments are passed to StringGrouperConfig. - :return: pandas.Dataframe. - """ - string_grouper = StringGrouper(master, - duplicates=duplicates, - master_id=master_id, - duplicates_id=duplicates_id, - **kwargs).fit() - return string_grouper.get_matches() - class StringGrouperConfig(NamedTuple): r""" @@ -159,6 +69,13 @@ class StringGrouperConfig(NamedTuple): corresponding duplicates-index values. Defaults to False. :param group_rep: str. The scheme to select the group-representative. Default is 'centroid'. The other choice is 'first'. + :param force_symmetries: bool. In cases where duplicates is None, specifies whether corrections should be + made to the results to account for symmetry, thus compensating for those losses of numerical significance + which violate the symmetries. Defaults to True. + :param n_blocks: (int, int) This parameter is provided to help boost performance, if possible, of + processing large DataFrames, by splitting the DataFrames into n_blocks[0] blocks for the left + operand (of the underlying matrix multiplication) and into n_blocks[1] blocks for the right operand + before performing the string-comparisons block-wise. Defaults to None. """ ngram_size: int = DEFAULT_NGRAM_SIZE @@ -172,6 +89,8 @@ class StringGrouperConfig(NamedTuple): include_zeroes: bool = DEFAULT_INCLUDE_ZEROES replace_na: bool = DEFAULT_REPLACE_NA group_rep: str = DEFAULT_GROUP_REP + force_symmetries: bool = DEFAULT_FORCE_SYMMETRIES + n_blocks: Tuple[int, int] = DEFAULT_N_BLOCKS def validate_is_fit(f): @@ -212,36 +131,135 @@ def __init__(self, master: pd.Series, :param duplicates_id: pandas.Series. If set, contains ID values for each row in duplicates Series. :param kwargs: All other keyword arguments are passed to StringGrouperConfig """ - # Validate match strings input - if not StringGrouper._is_series_of_strings(master) or \ - (duplicates is not None and not StringGrouper._is_series_of_strings(duplicates)): - raise TypeError('Input does not consist of pandas.Series containing only Strings') + self._set_data(master, duplicates, master_id, duplicates_id) + self._set_options(**kwargs) + self._build_corpus() + + def _set_data(self, + master: pd.Series, + duplicates: Optional[pd.Series] = None, + master_id: Optional[pd.Series] = None, + duplicates_id: Optional[pd.Series] = None): + self.master = master + self.duplicates = duplicates + + self._right_DataFrame = self._master + if self._duplicates is None: + self._left_DataFrame = self._master + else: + self._left_DataFrame = self._duplicates + # Validate optional IDs input if not StringGrouper._is_input_data_combination_valid(duplicates, master_id, duplicates_id): raise Exception('List of data Series options is invalid') StringGrouper._validate_id_data(master, duplicates, master_id, duplicates_id) + self.master_id = master_id + self.duplicates_id = duplicates_id + self.is_build = False - self._master: pd.Series = master - self._duplicates: pd.Series = duplicates if duplicates is not None else None - self._master_id: pd.Series = master_id if master_id is not None else None - self._duplicates_id: pd.Series = duplicates_id if duplicates_id is not None else None - + def _set_options(self, **kwargs): self._config: StringGrouperConfig = StringGrouperConfig(**kwargs) + if self._config.max_n_matches is None: - self._max_n_matches = len(self._master) if self._duplicates is None else len(self._duplicates) + self.max_n_matches = len(self._master) else: - self._max_n_matches = self._config.max_n_matches + self.max_n_matches = self._config.max_n_matches self._validate_group_rep_specs() self._validate_tfidf_matrix_dtype() self._validate_replace_na_and_drop() - self.is_build = False # indicates if the grouper was fit or not + StringGrouper._validate_n_blocks(self._config.n_blocks) + self.is_build = False + + def _build_corpus(self): self._vectorizer = TfidfVectorizer(min_df=1, analyzer=self.n_grams, dtype=self._config.tfidf_matrix_dtype) # After the StringGrouper is built, _matches_list will contain the indices and similarities of the matches self._matches_list: pd.DataFrame = pd.DataFrame() # _true_max_n_matches will contain the true maximum number of matches over all strings in master if # self._config.min_similarity <= 0 self._true_max_n_matches = None + self._vectorizer = self._fit_vectorizer() + self.is_build = False # indicates if the grouper was fit or not + + def reset_data(self, + master: pd.Series, + duplicates: Optional[pd.Series] = None, + master_id: Optional[pd.Series] = None, + duplicates_id: Optional[pd.Series] = None): + """ + Sets the input Series of a StringGrouper instance without changing the underlying corpus. + :param master: pandas.Series. A Series of strings in which similar strings are searched, either against itself + or against the `duplicates` Series. + :param duplicates: pandas.Series. If set, for each string in duplicates a similar string is searched in Master. + :param master_id: pandas.Series. If set, contains ID values for each row in master Series. + :param duplicates_id: pandas.Series. If set, contains ID values for each row in duplicates Series. + :param kwargs: All other keyword arguments are passed to StringGrouperConfig + """ + self._set_data(master, duplicates, master_id, duplicates_id) + + def clear_data(self): + self._master = None + self._duplicates = None + self._master_id = None + self._duplicates_id = None + self._matches_list = None + self._left_DataFrame = None + self._right_DataFrame = None + self.is_build = False + + def update_options(self, **kwargs): + """ + Updates the kwargs of a StringGrouper object + :param **kwargs: any StringGrouper keyword=value argument pairs + """ + _ = StringGrouperConfig(**kwargs) + old_kwargs = self._config._asdict() + old_kwargs.update(kwargs) + self._set_options(**old_kwargs) + + @property + def master(self): + return self._master + + @master.setter + def master(self, master): + if not StringGrouper._is_series_of_strings(master): + raise TypeError('Master input does not consist of pandas.Series containing only Strings') + self._master = master + + @property + def duplicates(self): + return self._duplicates + + @duplicates.setter + def duplicates(self, duplicates): + if duplicates is not None and not StringGrouper._is_series_of_strings(duplicates): + raise TypeError('Duplicates input does not consist of pandas.Series containing only Strings') + self._duplicates = duplicates + + @property + def master_id(self): + return self._master_id + + @master_id.setter + def master_id(self, master_id): + self._master_id = master_id + + @property + def duplicates_id(self): + return self._duplicates_id + + @duplicates_id.setter + def duplicates_id(self, duplicates_id): + self._duplicates_id = duplicates_id + + @property + def max_n_matches(self): + return self._max_n_matches + + @max_n_matches.setter + def max_n_matches(self, max_n_matches): + self._max_n_matches = max_n_matches def n_grams(self, string: str) -> List[str]: """ @@ -256,26 +274,216 @@ def n_grams(self, string: str) -> List[str]: n_grams = zip(*[string[i:] for i in range(ngram_size)]) return [''.join(n_gram) for n_gram in n_grams] - def fit(self) -> 'StringGrouper': - """Builds the _matches list which contains string matches indices and similarity""" - master_matrix, duplicate_matrix = self._get_tf_idf_matrices() + def _fit_blockwise_manual(self, n_blocks=(1, 1)): + # Function to compute matrix product by optionally first dividing + # the DataFrames(s) into equal-sized blocks as much as possible. + + def divide_by(n, series): + # Returns an array of n rows and 2 columns. + # The columns denote the start and end of each of the n blocks. + # Note: zero-indexing is implied. + sz = len(series)//n + block_rem = np.full(n, 0, dtype=np.int64) + block_rem[:len(series) % n] = 1 + if sz > 0: + equal_block_sz = np.full(n, sz, dtype=np.int64) + equal_block_sz += block_rem + else: + equal_block_sz = block_rem[:len(series) % n] + equal_block_sz = np.cumsum(equal_block_sz) + equal_block_sz = np.tile(equal_block_sz, (2, 1)) + equal_block_sz[0, 0] = 0 + equal_block_sz[0, 1:] = equal_block_sz[1, :-1] + return equal_block_sz.T + + block_ranges_left = divide_by(n_blocks[0], self._left_DataFrame) + block_ranges_right = divide_by(n_blocks[1], self._right_DataFrame) + max_n_matches = self._max_n_matches + + self._true_max_n_matches = 0 + for left_block in block_ranges_left: + left_matrix = self._get_left_tf_idf_matrix(left_block) + nnz_rows = np.full(left_matrix.shape[0], 0, dtype=np.int32) + for right_block in block_ranges_right: + self._max_n_matches = min( + right_block[1] - right_block[0], + max_n_matches + ) + right_matrix = self._get_right_tf_idf_matrix(right_block) + + # Calculate the matches using the cosine similarity + matches, block_true_max_n_matches = self._build_matches( + left_matrix, right_matrix, nnz_rows + ) + + # build match-lists from matrix + r, c = matches.nonzero() + d = matches.data + (self._r, self._c, self._d) = ( + np.append(self._r, r + left_block[0]), + np.append(self._c, c + right_block[0]), + np.append(self._d, d) + ) + # end of inner loop + + self._true_max_n_matches = \ + max(block_true_max_n_matches, self._true_max_n_matches) + # end of outer loop + + self._max_n_matches = max_n_matches + return max(n_blocks) > 1 + + def _fit_blockwise_auto(self, + left_partition=(None, None), + right_partition=(None, None), + nnz_rows=None, + whoami=0): + # This is a recursive function! + # fit() has been extended here to enable StringGrouper to handle large + # datasets which otherwise would lead to an OverflowError + # The handling is achieved using block matrix multiplication. + def begin(partition): + return partition[0] if partition[0] is not None else 0 + + def end(partition, left=True): + if partition[1] is not None: + return partition[1] + + return len(self._left_DataFrame if left else self._right_DataFrame) + + left_matrix = self._get_left_tf_idf_matrix(left_partition) + right_matrix = self._get_right_tf_idf_matrix(right_partition) + + if whoami == 0: + # At the topmost level of recursion initialize nnz_rows + # which will be used to compute _true_max_n_matches + nnz_rows = np.full(left_matrix.shape[0], 0, dtype=np.int32) + self._true_max_n_matches = 0 + + try: + # Calculate the matches using the cosine similarity + matches, true_max_n_matches = self._build_matches( + left_matrix, right_matrix, nnz_rows[slice(*left_partition)]) + except OverflowError: + # Matrices too big! Try splitting: + left_matrix = None + right_matrix = None + max_n_matches = self._max_n_matches + + def split_partition(partition, left=True): + data_begin = begin(partition) + data_end = end(partition, left=left) + data_mid = data_begin + (data_end - data_begin)//2 + if data_mid > data_begin: + return [(data_begin, data_mid), (data_mid, data_end)] + else: + return [(data_begin, data_end)] + + left_halves = split_partition(left_partition, left=True) + right_halves = split_partition(right_partition, left=False) + for lhalf in left_halves: + for rhalf in right_halves: + self._max_n_matches = min( + rhalf[1] - rhalf[0], + max_n_matches + ) + _ = self._fit_blockwise_auto( + left_partition=lhalf, right_partition=rhalf, + nnz_rows=nnz_rows, + whoami=(whoami + 1) + ) + # end of inner loop + if whoami == 0: + self._true_max_n_matches = max( + np.amax(nnz_rows[slice(*lhalf)]), + self._true_max_n_matches + ) + # end of outer loop + self._max_n_matches = max_n_matches + return True + + # build match-lists from matrix + r, c = matches.nonzero() + d = matches.data + (self._r, self._c, self._d) = ( + np.append(self._r, r + begin(left_partition)), + np.append(self._c, c + begin(right_partition)), + np.append(self._d, d) + ) + if whoami == 0: + self._true_max_n_matches = true_max_n_matches + return False + + def fit(self, force_symmetries=None, n_blocks=None): + """ + Builds the _matches list which contains string-matches' indices and similarity + Updates and returns the StringGrouper object that called it. + """ + if force_symmetries is None: + force_symmetries = self._config.force_symmetries + StringGrouper._validate_n_blocks(n_blocks) + if n_blocks is None: + n_blocks = self._config.n_blocks + + # initialize match-lists + self._r = np.array([], dtype=np.int64) + self._c = np.array([], dtype=np.int64) + self._d = np.array([], dtype=self._config.tfidf_matrix_dtype) + self._matches_list = pd.DataFrame() + + # do the matching + if n_blocks is None: + split_occurred = self._fit_blockwise_auto() + else: + split_occurred = self._fit_blockwise_manual(n_blocks=n_blocks) + + # enforce symmetries? + if force_symmetries and (self._duplicates is None): + matrix_sz = len(self._master) + if split_occurred: + # trim the matches to max_n_matches + self._r, self._c, self._d = awesome_topn( + self._r, self._c, self._d, + ntop=self._max_n_matches, n_rows=matrix_sz, + n_jobs=self._config.number_of_processes + ) + matches = csr_matrix( + (self._d, self._c, self._r), + shape=(matrix_sz, matrix_sz) + ) + else: + matches = csr_matrix( + (self._d, (self._r, self._c)), + shape=(matrix_sz, matrix_sz) + ) - # Calculate the matches using the cosine similarity - matches, self._true_max_n_matches = self._build_matches(master_matrix, duplicate_matrix) + # release memory + self._r = self._c = self._d = np.array([]) - if self._duplicates is None: - # convert to lil format for best efficiency when setting matrix-elements + # convert to lil format for best efficiency when setting + # matrix-elements matches = matches.tolil() - # matrix diagonal elements must be exactly 1 (numerical precision errors introduced by - # floating-point computations in awesome_cossim_topn sometimes lead to unexpected results) + # matrix diagonal elements must be exactly 1 (numerical precision + # errors introduced by floating-point computations in + # awesome_cossim_topn sometimes lead to unexpected results) matches = StringGrouper._fix_diagonal(matches) - if self._max_n_matches < self._true_max_n_matches: - # the list of matches must be symmetric! (i.e., if A != B and A matches B; then B matches A) - matches = StringGrouper._symmetrize_matrix(matches) + # the list of matches must be symmetric! + # (i.e., if A != B and A matches B; then B matches A) + matches = StringGrouper._symmetrize_matrix(matches) matches = matches.tocsr() + self._matches_list = self._get_matches_list(matches) + else: + if split_occurred: + # trim the matches to max_n_matches + self._r, self._c, self._d = awesome_topn( + self._r, self._c, self._d, + ntop=self._max_n_matches, + n_jobs=self._config.number_of_processes + ) + self._matches_list = self._get_matches_list() + # release memory + self._r = self._c = self._d = np.array([]) - # build list from matrix - self._matches_list = self._get_matches_list(matches) self.is_build = True return self @@ -283,7 +491,7 @@ def dot(self) -> pd.Series: """Computes the row-wise similarity scores between strings in _master and _duplicates""" if len(self._master) != len(self._duplicates): raise Exception("To perform this function, both input Series must have the same length.") - master_matrix, duplicate_matrix = self._get_tf_idf_matrices() + master_matrix, duplicate_matrix = self._get_left_tf_idf_matrix(), self._get_right_tf_idf_matrix() # Calculate pairwise cosine similarities: pairwise_similarities = np.asarray(master_matrix.multiply(duplicate_matrix).sum(axis=1)).squeeze(axis=1) return pd.Series(pairwise_similarities, name='similarity', index=self._master.index) @@ -429,19 +637,19 @@ def remove_match(self, master_side: str, dupe_side: str) -> 'StringGrouper': )] return self - def _get_tf_idf_matrices(self) -> Tuple[csr_matrix, csr_matrix]: - # Fit the tf-idf vectorizer - self._vectorizer = self._fit_vectorizer() - # Build the two matrices - master_matrix = self._vectorizer.transform(self._master) - - if self._duplicates is not None: - duplicate_matrix = self._vectorizer.transform(self._duplicates) - # IF there is no duplicate matrix, we assume we want to match on the master matrix itself - else: - duplicate_matrix = master_matrix + def _get_left_tf_idf_matrix(self, partition=(None, None)): + # unlike _get_tf_idf_matrices(), _get_left_tf_idf_matrix + # does not set the corpus but rather + # builds a matrix using the existing corpus + return self._vectorizer.transform( + self._left_DataFrame.iloc[slice(*partition)]) - return master_matrix, duplicate_matrix + def _get_right_tf_idf_matrix(self, partition=(None, None)): + # unlike _get_tf_idf_matrices(), _get_right_tf_idf_matrix + # does not set the corpus but rather + # builds a matrix using the existing corpus + return self._vectorizer.transform( + self._right_DataFrame.iloc[slice(*partition)]) def _fit_vectorizer(self) -> TfidfVectorizer: # if both dupes and master string series are set - we concat them to fit the vectorizer on all @@ -453,23 +661,40 @@ def _fit_vectorizer(self) -> TfidfVectorizer: self._vectorizer.fit(strings) return self._vectorizer - def _build_matches(self, master_matrix: csr_matrix, duplicate_matrix: csr_matrix) -> csr_matrix: + def _build_matches(self, + left_matrix: csr_matrix, right_matrix: csr_matrix, + nnz_rows: np.ndarray = None) -> csr_matrix: """Builds the cossine similarity matrix of two csr matrices""" - tf_idf_matrix_1 = master_matrix - tf_idf_matrix_2 = duplicate_matrix.transpose() + right_matrix = right_matrix.transpose() + + if nnz_rows is None: + nnz_rows = np.full(left_matrix.shape[0], 0, dtype=np.int32) optional_kwargs = { 'return_best_ntop': True, 'use_threads': self._config.number_of_processes > 1, - 'n_jobs': self._config.number_of_processes - } + 'n_jobs': self._config.number_of_processes} return awesome_cossim_topn( - tf_idf_matrix_1, tf_idf_matrix_2, + left_matrix, right_matrix, self._max_n_matches, + nnz_rows, self._config.min_similarity, - **optional_kwargs - ) + **optional_kwargs) + + def _get_matches_list(self, + matches: Optional[csr_matrix] = None + ) -> pd.DataFrame: + """Returns a list of all the indices of matches""" + if matches is None: + r, c, d = self._r, self._c, self._d + else: + r, c = matches.nonzero() + d = matches.data + + return pd.DataFrame({'master_side': c, + 'dupe_side': r, + 'similarity': d}) def _get_non_matches_list(self) -> pd.DataFrame: """Returns a list of all the indices of non-matching pairs (with similarity set to 0)""" @@ -645,6 +870,21 @@ def _validate_replace_na_and_drop(self): "index if the number of index-levels does not equal the number of index-columns." ) + @staticmethod + def _validate_n_blocks(n_blocks): + errmsg = "Invalid option value for parameter n_blocks: " + "n_blocks must be None or a tuple of 2 integers greater than 0." + if n_blocks is None: + return + if not isinstance(n_blocks, tuple): + raise Exception(errmsg) + if len(n_blocks) != 2: + raise Exception(errmsg) + if not (isinstance(n_blocks[0], int) and isinstance(n_blocks[1], int)): + raise Exception(errmsg) + if (n_blocks[0] < 1) or (n_blocks[1] < 1): + raise Exception(errmsg) + @staticmethod def _fix_diagonal(m: lil_matrix) -> csr_matrix: r = np.arange(m.shape[0]) @@ -657,15 +897,6 @@ def _symmetrize_matrix(m_symmetric: lil_matrix) -> csr_matrix: m_symmetric[c, r] = m_symmetric[r, c] return m_symmetric - @staticmethod - def _get_matches_list(matches: csr_matrix) -> pd.DataFrame: - """Returns a list of all the indices of matches""" - r, c = matches.nonzero() - matches_list = pd.DataFrame({'master_side': r.astype(np.int64), - 'dupe_side': c.astype(np.int64), - 'similarity': matches.data}) - return matches_list - @staticmethod def _make_symmetric(new_matches: pd.DataFrame) -> pd.DataFrame: columns_switched = pd.DataFrame({'master_side': new_matches.dupe_side, @@ -711,3 +942,141 @@ def _validate_id_data(master, duplicates, master_id, duplicates_id): raise Exception('Both master and master_id must be pandas.Series of the same length.') if duplicates is not None and duplicates_id is not None and len(duplicates) != len(duplicates_id): raise Exception('Both duplicates and duplicates_id must be pandas.Series of the same length.') + + +# High level functions + + +def compute_pairwise_similarities(string_series_1: pd.Series, + string_series_2: pd.Series, + corpus: Optional[StringGrouper] = None, + **kwargs) -> pd.Series: + """ + Computes the similarity scores between two Series of strings row-wise. + + :param string_series_1: pandas.Series. The input Series of strings to be grouped + :param string_series_2: pandas.Series. The input Series of the IDs of the strings to be grouped + :param corpus: An already initialized StringGrouper object (thus already containing a corpus). + :param kwargs: All other keyword arguments are passed to StringGrouperConfig + :return: pandas.Series of similarity scores, the same length as string_series_1 and string_series_2 + """ + if not corpus: + corpus = StringGrouper(string_series_1, string_series_2, **kwargs) + else: + corpus.reset_data(string_series_1, string_series_2) + corpus.update_options(**kwargs) + return corpus.dot() + + +def group_similar_strings(strings_to_group: pd.Series, + string_ids: Optional[pd.Series] = None, + corpus: Optional[StringGrouper] = None, + **kwargs) -> Union[pd.DataFrame, pd.Series]: + """ + If 'string_ids' is not given, finds all similar strings in 'strings_to_group' and returns a Series of + strings of the same length as 'strings_to_group'. For each group of similar strings a single string + is chosen as the 'master' string and is returned for each member of the group. + + For example the input Series: [foooo, foooob, bar] will return [foooo, foooo, bar]. Here 'foooo' and + 'foooob' are grouped together into group 'foooo' because they are found to be very similar. + + If string_ids is also given, a DataFrame of the strings and their corresponding IDs is instead returned. + + :param strings_to_group: pandas.Series. The input Series of strings to be grouped. + :param string_ids: pandas.Series. The input Series of the IDs of the strings to be grouped. (Optional) + :param corpus: An already initialized StringGrouper object (thus already containing a corpus). + :param kwargs: All other keyword arguments are passed to StringGrouperConfig. (Optional) + :return: pandas.Series or pandas.DataFrame. + """ + if not corpus: + corpus = StringGrouper(strings_to_group, + master_id=string_ids, + **kwargs) + else: + corpus.reset_data(strings_to_group, master_id=string_ids) + corpus.update_options(**kwargs) + corpus = corpus.fit() + return corpus.get_groups() + + +def match_most_similar(master: pd.Series, + duplicates: pd.Series, + master_id: Optional[pd.Series] = None, + duplicates_id: Optional[pd.Series] = None, + corpus: Optional[StringGrouper] = None, + **kwargs) -> Union[pd.DataFrame, pd.Series]: + """ + If no IDs ('master_id' and 'duplicates_id') are given, returns a Series of strings of the same length + as 'duplicates' where for each string in duplicates the most similar string in 'master' is returned. + If there are no similar strings in master for a given string in duplicates + (there is no potential match where the cosine similarity is above the threshold [default: 0.8]) + the original string in duplicates is returned. + + For example the input Series [foooo, bar, baz] (master) and [foooob, bar, new] will return: + [foooo, bar, new]. + + If IDs (both 'master_id' and 'duplicates_id') are also given, returns a DataFrame of the same strings + output in the above case with their corresponding IDs. + + :param master: pandas.Series. Series of strings that the duplicates will be matched with. + :param duplicates: pandas.Series. Series of strings that will me matched with the master. + :param master_id: pandas.Series. Series of values that are IDs for master column rows. (Optional) + :param duplicates_id: pandas.Series. Series of values that are IDs for duplicates column rows. (Optional) + :param corpus: An already initialized StringGrouper object (thus already containing a corpus). + :param kwargs: All other keyword arguments are passed to StringGrouperConfig. (Optional) + :return: pandas.Series or pandas.DataFrame. + """ + new_max_n_matches = None + if 'max_n_matches' in kwargs: + new_max_n_matches = kwargs['max_n_matches'] + kwargs['max_n_matches'] = 1 + + if not corpus: + corpus = StringGrouper(master, + duplicates=duplicates, + master_id=master_id, + duplicates_id=duplicates_id, + **kwargs) + corpus = corpus.fit() + output = corpus.get_groups() + else: + corpus.reset_data(master, duplicates, master_id, duplicates_id) + old_max_n_matches = corpus.max_n_matches + corpus.update_options(**kwargs) + corpus = corpus.fit() + output = corpus.get_groups() + kwargs['max_n_matches'] = old_max_n_matches if new_max_n_matches is None else new_max_n_matches + corpus.update_options(**kwargs) + return output + + +def match_strings(master: pd.Series, + duplicates: Optional[pd.Series] = None, + master_id: Optional[pd.Series] = None, + duplicates_id: Optional[pd.Series] = None, + corpus: Optional[StringGrouper] = None, + **kwargs) -> pd.DataFrame: + """ + Returns all highly similar strings. If only 'master' is given, it will return highly similar strings within master. + This can be seen as an self-join. If both master and duplicates is given, it will return highly similar strings + between master and duplicates. This can be seen as an inner-join. + + :param master: pandas.Series. Series of strings against which matches are calculated. + :param duplicates: pandas.Series. Series of strings that will be matched with master if given (Optional). + :param master_id: pandas.Series. Series of values that are IDs for master column rows (Optional). + :param duplicates_id: pandas.Series. Series of values that are IDs for duplicates column rows (Optional). + :param corpus: An already initialized StringGrouper object (thus already containing a corpus). + :param kwargs: All other keyword arguments are passed to StringGrouperConfig. + :return: pandas.Dataframe. + """ + if not corpus: + corpus = StringGrouper(master, + duplicates=duplicates, + master_id=master_id, + duplicates_id=duplicates_id, + **kwargs) + else: + corpus.reset_data(master, duplicates, master_id, duplicates_id) + corpus.update_options(**kwargs) + corpus = corpus.fit() + return corpus.get_matches() diff --git a/string_grouper/test/test_string_grouper.py b/string_grouper/test/test_string_grouper.py index f5f0aac8..a71fe1be 100644 --- a/string_grouper/test/test_string_grouper.py +++ b/string_grouper/test/test_string_grouper.py @@ -116,6 +116,210 @@ def test_config_non_default_values(self): class StringGrouperTest(unittest.TestCase): + + def test_auto_blocking_single_DataFrame(self): + """tests whether automatic blocking yields consistent results""" + # This function will force an OverflowError to occur when + # the input Series have a combined length above a given number: + # OverflowThreshold. This will in turn trigger automatic splitting + # of the Series/matrices into smaller blocks + + sort_cols = ['right_index', 'left_index'] + + def fix_row_order(df): + return df.sort_values(sort_cols).reset_index(drop=True) + + simple_example = SimpleExample() + df1 = simple_example.customers_df2['Customer Name'] + + # first do manual blocking + sg = StringGrouper(df1, min_similarity=0.1) + pd.testing.assert_series_equal(sg.master, df1) + self.assertEqual(sg.duplicates, None) + self.assertEqual(sg.master_id, None) + self.assertEqual(sg.duplicates_id, None) + self.assertEqual(sg.max_n_matches, len(df1)) + + matches = fix_row_order(match_strings(df1, corpus=sg, n_blocks=(1, 1))) + self.assertEqual(sg._config.n_blocks, (1, 1)) + + # next test auto blocking by forcing an OverflowError when the + # combined Series' lengths is 3 + sg.clear_data() + self.assertEqual(sg.master, None) + sg.reset_data(df1) + pd.testing.assert_series_equal(sg.master, df1) + sg.update_options(n_blocks=None) + self.assertEqual(sg._config.n_blocks, None) + + # Create a custom wrapper for this StringGrouper instance's + # _build_matches() which will later be used to mock _build_matches(). + # Note that we have to define the mock function here because + # _build_matches() is a non-static function of StringGrouper + # and needs access to the specific StringGrouper instance sg + # created here. + def mock_build_matches(OverflowThreshold, + real_build_matches=sg._build_matches): + def wrapper(left_matrix, + right_matrix, + nnz_rows=None): + if (left_matrix.shape[0] + right_matrix.shape[0]) > \ + OverflowThreshold: + raise OverflowError + return real_build_matches(left_matrix, right_matrix, nnz_rows) + return wrapper + + # Now let the mock package "wrap the custom wrapper". (So + # after this we will have two wrappers with one nested within + # the other.) The mock package's wrapper gives access to the + # mock object's methods like call_count(), and so on. + def do_test_with(OverflowThreshold): + nonlocal sg # allows reference to sg, as sg will be modified below + with patch.object( + StringGrouper, '_build_matches', + wraps=mock_build_matches(OverflowThreshold) + ) as sg.mock_build_matches: + sg = sg.fit() + matches_auto = fix_row_order(sg.get_matches()) + assert sg.mock_build_matches.call_count > 0 + pd.testing.assert_frame_equal(matches, matches_auto) + + do_test_with(OverflowThreshold=10) + do_test_with(OverflowThreshold=5) + do_test_with(OverflowThreshold=3) + do_test_with(OverflowThreshold=2) + + def test_n_blocks_single_DataFrame(self): + """tests whether manual blocking yields consistent results""" + sort_cols = ['right_index', 'left_index'] + + def fix_row_order(df): + return df.sort_values(sort_cols).reset_index(drop=True) + + simple_example = SimpleExample() + df1 = simple_example.customers_df2['Customer Name'] + + matches11 = fix_row_order(match_strings(df1, min_similarity=0.1)) + + matches12 = fix_row_order( + match_strings(df1, n_blocks=(1, 2), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches12) + + matches13 = fix_row_order( + match_strings(df1, n_blocks=(1, 3), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches13) + + matches14 = fix_row_order( + match_strings(df1, n_blocks=(1, 4), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches14) + + matches15 = fix_row_order( + match_strings(df1, n_blocks=(1, 5), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches15) + + matches16 = fix_row_order( + match_strings(df1, n_blocks=(1, 6), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches16) + + matches17 = fix_row_order( + match_strings(df1, n_blocks=(1, 7), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches17) + + matches18 = fix_row_order( + match_strings(df1, n_blocks=(1, 8), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches18) + + matches21 = fix_row_order( + match_strings(df1, n_blocks=(2, 1), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches21) + + matches22 = fix_row_order( + match_strings(df1, n_blocks=(2, 2), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches22) + + matches32 = fix_row_order( + match_strings(df1, n_blocks=(3, 2), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches32) + + def test_n_blocks_both_DataFrames(self): + """tests whether manual blocking yields consistent results""" + sort_cols = ['right_index', 'left_index'] + + def fix_row_order(df): + return df.sort_values(sort_cols).reset_index(drop=True) + + simple_example = SimpleExample() + df1 = simple_example.customers_df['Customer Name'] + df2 = simple_example.customers_df2['Customer Name'] + + matches11 = fix_row_order(match_strings(df1, df2, min_similarity=0.1)) + + matches12 = fix_row_order( + match_strings(df1, df2, n_blocks=(1, 2), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches12) + + matches13 = fix_row_order( + match_strings(df1, df2, n_blocks=(1, 3), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches13) + + matches14 = fix_row_order( + match_strings(df1, df2, n_blocks=(1, 4), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches14) + + matches15 = fix_row_order( + match_strings(df1, df2, n_blocks=(1, 5), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches15) + + matches16 = fix_row_order( + match_strings(df1, df2, n_blocks=(1, 6), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches16) + + matches17 = fix_row_order( + match_strings(df1, df2, n_blocks=(1, 7), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches17) + + matches18 = fix_row_order( + match_strings(df1, df2, n_blocks=(1, 8), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches18) + + matches21 = fix_row_order( + match_strings(df1, df2, n_blocks=(2, 1), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches21) + + matches22 = fix_row_order( + match_strings(df1, df2, n_blocks=(2, 2), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches22) + + matches32 = fix_row_order( + match_strings(df1, df2, n_blocks=(3, 2), min_similarity=0.1)) + pd.testing.assert_frame_equal(matches11, matches32) + + def test_n_blocks_bad_option_value(self): + """Tests that bad option values for n_blocks are caught""" + simple_example = SimpleExample() + df1 = simple_example.customers_df2['Customer Name'] + with self.assertRaises(Exception): + _ = match_strings(df1, n_blocks=2) + with self.assertRaises(Exception): + _ = match_strings(df1, n_blocks=(0, 2)) + with self.assertRaises(Exception): + _ = match_strings(df1, n_blocks=(1, 2.5)) + with self.assertRaises(Exception): + _ = match_strings(df1, n_blocks=(1, 2, 3)) + with self.assertRaises(Exception): + _ = match_strings(df1, n_blocks=(1, )) + + def test_tfidf_dtype_bad_option_value(self): + """Tests that bad option values for n_blocks are caught""" + simple_example = SimpleExample() + df1 = simple_example.customers_df2['Customer Name'] + with self.assertRaises(Exception): + _ = match_strings(df1, tfidf_matrix_dtype=None) + with self.assertRaises(Exception): + _ = match_strings(df1, tfidf_matrix_dtype=0) + with self.assertRaises(Exception): + _ = match_strings(df1, tfidf_matrix_dtype='whatever') + def test_compute_pairwise_similarities(self): """tests the high-level function compute_pairwise_similarities""" simple_example = SimpleExample() @@ -135,6 +339,9 @@ def test_compute_pairwise_similarities(self): ) expected_result = expected_result.astype(np.float32) pd.testing.assert_series_equal(expected_result, similarities) + sg = StringGrouper(df1, df2) + similarities = compute_pairwise_similarities(df1, df2, corpus=sg) + pd.testing.assert_series_equal(expected_result, similarities) def test_compute_pairwise_similarities_data_integrity(self): """tests that an exception is raised whenever the lengths of the two input series of the high-level function @@ -297,7 +504,7 @@ def test_get_non_matches_empty_case(self): def test_n_grams_case_unchanged(self): """Should return all ngrams in a string with case""" - test_series = pd.Series(pd.Series(['aa'])) + test_series = pd.Series(pd.Series(['aaa'])) # Explicit do not ignore case sg = StringGrouper(test_series, ignore_case=False) expected_result = ['McD', 'cDo', 'Don', 'ona', 'nal', 'ald', 'lds'] @@ -305,7 +512,7 @@ def test_n_grams_case_unchanged(self): def test_n_grams_ignore_case_to_lower(self): """Should return all case insensitive ngrams in a string""" - test_series = pd.Series(pd.Series(['aa'])) + test_series = pd.Series(pd.Series(['aaa'])) # Explicit ignore case sg = StringGrouper(test_series, ignore_case=True) expected_result = ['mcd', 'cdo', 'don', 'ona', 'nal', 'ald', 'lds'] @@ -313,7 +520,7 @@ def test_n_grams_ignore_case_to_lower(self): def test_n_grams_ignore_case_to_lower_with_defaults(self): """Should return all case insensitive ngrams in a string""" - test_series = pd.Series(pd.Series(['aa'])) + test_series = pd.Series(pd.Series(['aaa'])) # Implicit default case (i.e. default behaviour) sg = StringGrouper(test_series) expected_result = ['mcd', 'cdo', 'don', 'ona', 'nal', 'ald', 'lds'] @@ -323,7 +530,7 @@ def test_build_matrix(self): """Should create a csr matrix only master""" test_series = pd.Series(['foo', 'bar', 'baz']) sg = StringGrouper(test_series) - master, dupe = sg._get_tf_idf_matrices() + master, dupe = sg._get_right_tf_idf_matrix(), sg._get_left_tf_idf_matrix() c = csr_matrix([[0., 0., 1.], [1., 0., 0.], [0., 1., 0.]]) @@ -335,7 +542,7 @@ def test_build_matrix_master_and_duplicates(self): test_series_1 = pd.Series(['foo', 'bar', 'baz']) test_series_2 = pd.Series(['foo', 'bar', 'bop']) sg = StringGrouper(test_series_1, test_series_2) - master, dupe = sg._get_tf_idf_matrices() + master, dupe = sg._get_right_tf_idf_matrix(), sg._get_left_tf_idf_matrix() master_expected = csr_matrix([[0., 0., 0., 1.], [1., 0., 0., 0.], [0., 1., 0., 0.]]) @@ -351,7 +558,7 @@ def test_build_matches(self): test_series_1 = pd.Series(['foo', 'bar', 'baz']) test_series_2 = pd.Series(['foo', 'bar', 'bop']) sg = StringGrouper(test_series_1, test_series_2) - master, dupe = sg._get_tf_idf_matrices() + master, dupe = sg._get_right_tf_idf_matrix(), sg._get_left_tf_idf_matrix() expected_matches = np.array([[1., 0., 0.], [0., 1., 0.], @@ -405,8 +612,8 @@ def test_get_matches_single(self): sg = sg.fit() left_side = ['foo', 'foo', 'bar', 'baz', 'foo', 'foo'] right_side = ['foo', 'foo', 'bar', 'baz', 'foo', 'foo'] - left_index = [0, 0, 1, 2, 3, 3] - right_index = [0, 3, 1, 2, 0, 3] + left_index = [0, 3, 1, 2, 0, 3] + right_index = [0, 0, 1, 2, 3, 3] similarity = [1.0, 1.0, 1.0, 1.0, 1.0, 1.0] expected_df = pd.DataFrame({'left_index': left_index, 'left_side': left_side, 'similarity': similarity, @@ -420,11 +627,11 @@ def test_get_matches_1_series_1_id_series(self): sg = StringGrouper(test_series_1, master_id=test_series_id_1) sg = sg.fit() left_side = ['foo', 'foo', 'bar', 'baz', 'foo', 'foo'] - left_side_id = ['A0', 'A0', 'A1', 'A2', 'A3', 'A3'] - left_index = [0, 0, 1, 2, 3, 3] + left_side_id = ['A0', 'A3', 'A1', 'A2', 'A0', 'A3'] + left_index = [0, 3, 1, 2, 0, 3] right_side = ['foo', 'foo', 'bar', 'baz', 'foo', 'foo'] - right_side_id = ['A0', 'A3', 'A1', 'A2', 'A0', 'A3'] - right_index = [0, 3, 1, 2, 0, 3] + right_side_id = ['A0', 'A0', 'A1', 'A2', 'A3', 'A3'] + right_index = [0, 0, 1, 2, 3, 3] similarity = [1.0, 1.0, 1.0, 1.0, 1.0, 1.0] expected_df = pd.DataFrame({'left_index': left_index, 'left_side': left_side, 'left_id': left_side_id, 'similarity': similarity, @@ -496,6 +703,16 @@ def test_get_groups_single_df_group_rep_default(self): ignore_index=True ) ) + sg = StringGrouper(customers_df['Customer Name']) + pd.testing.assert_series_equal( + simple_example.expected_result_centroid, + group_similar_strings( + customers_df['Customer Name'], + corpus=sg, + min_similarity=0.6, + ignore_index=True + ) + ) def test_get_groups_single_valued_series(self): """This test ensures that get_groups() returns a single-valued DataFrame or Series object @@ -524,6 +741,15 @@ def test_get_groups_single_valued_series(self): min_similarity=0.6 ) ) + pd.testing.assert_frame_equal( + pd.DataFrame([(0, "hello")], columns=['most_similar_index', 'most_similar_master']), + match_most_similar( + pd.Series(["hello"]), + pd.Series(["hello"]), + min_similarity=0.6, + max_n_matches=20 + ) + ) pd.testing.assert_series_equal( pd.Series(["hello"], name='most_similar_master'), match_most_similar( @@ -606,6 +832,8 @@ def test_get_groups_two_df(self): result = sg.get_groups() expected_result = pd.Series(['foooo', 'bar', 'baz', 'foooo'], name='most_similar_master') pd.testing.assert_series_equal(expected_result, result) + result = match_most_similar(test_series_1, test_series_2, corpus=sg) + pd.testing.assert_series_equal(expected_result, result) def test_get_groups_2_string_series_2_id_series(self): """Should return a pd.DataFrame object with the length of the dupes. The series will contain the master string From c6d29cbf8b45c26b6d33812b8341efc296046ad6 Mon Sep 17 00:00:00 2001 From: Particular Miner <78448465+ParticularMiner@users.noreply.github.com> Date: Mon, 27 Sep 2021 12:42:13 +0200 Subject: [PATCH 06/13] added contour plot of runtime per string-pair comparison --- CHANGELOG.md | 6 +- README.md | 39 ++- RuntimeContourPlot.ipynb | 436 ++++++++++++++++++++++++++++ images/ScaledRuntimeContourPlot.png | Bin 0 -> 62842 bytes images/ScaledTimePerComparison.png | Bin 0 -> 210378 bytes 5 files changed, 468 insertions(+), 13 deletions(-) create mode 100644 RuntimeContourPlot.ipynb create mode 100644 images/ScaledRuntimeContourPlot.png create mode 100644 images/ScaledTimePerComparison.png diff --git a/CHANGELOG.md b/CHANGELOG.md index a1af8877..7b77f8bd 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -11,10 +11,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 ### Added -* matrix-blocking/splitting as a performance-enhancer (see README.md for details) -* new keyword arguments `force_symmetries` and `n_blocks` (see README.md for details) +* matrix-blocking/splitting as a performance-enhancer (see [README.md](https://github.com/ParticularMiner/string_grouper/tree/block#performance) for details) +* new keyword arguments `force_symmetries` and `n_blocks` (see [README.md](https://github.com/ParticularMiner/string_grouper/tree/block#kwargs) for details) * new dependency on packages `topn` and `sparse_dot_topn_for_blocks` to help with the matrix-blocking -* capability to reuse a previously initialized StringGrouper (that is, the corpus can now persist across high-level function calls like `match_strings()`) +* capability to reuse a previously initialized StringGrouper (that is, the corpus can now persist across high-level function calls like `match_strings()`. See [README.md](https://github.com/ParticularMiner/string_grouper/tree/block#corpus) for details.) ## [0.5.0] - 2021-06-11 diff --git a/README.md b/README.md index 97769768..e84e8cf1 100644 --- a/README.md +++ b/README.md @@ -56,7 +56,7 @@ The permitted calling patterns of the four functions, and their return types, ar | `group_similar_strings`| `(strings_to_group, strings_id, **kwargs)`| `DataFrame` | | `compute_pairwise_similarities`| `(string_series_1, string_series_2, **kwargs)`| `Series` | -***New in version 0.6.0***: a new *optional* parameter, namely `corpus`, can now be specified for all of the above high-level functions. `corpus` is a `StringGrouper` instance that has already been initialized (and thus already contains a corpus). The input Series (`master`, `duplicates`, and so on) will thus be tokenized, or transformed into tf-idf matrices, using this corpus. +***New in version 0.6.0***: a new *optional* parameter, namely `corpus`, can now be specified for all of the above high-level functions. `corpus` is a `StringGrouper` instance that has already been initialized (and thus already contains a corpus). The input Series (`master`, `duplicates`, and so on) will thus be tokenized, or transformed into tf-idf matrices, using this corpus. In the rest of this document the names, `Series` and `DataFrame`, refer to the familiar `pandas` object types. #### Parameters: @@ -1000,8 +1000,8 @@ companies[companies.deduplicated_name.str.contains('PRICEWATERHOUSECOOPERS LLP') # Performance -### Semilogx plots of run-times of `match_strings()` vs the number of blocks (`n_blocks[1]`) into which the right matrix-operand of the dataset (663 000 strings from sec__edgar_company_info.csv) was split before performing the string comparison. As shown in the legend, each plot corresponds to the number `n_blocks[0]` of blocks into which the left matrix-operand was split. - +### Semilogx plots of run-times of `match_strings()` vs the number of blocks (`n_blocks[1]`) into which the right matrix-operand of the dataset (663 000 strings from sec__edgar_company_info.csv) was split before performing the string comparison. As shown in the legend, each plot corresponds to the number `n_blocks[0]` of blocks into which the left matrix-operand was split. +![Semilogx](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/BlockNumberSpaceExploration1.png) String comparison, as implemented by `string_grouper`, is essentially matrix multiplication. A DataFrame of strings is converted (tokenized) into a @@ -1010,11 +1010,11 @@ matrix. Then that matrix is multiplied by itself (or another) transposed. Here is an illustration of multiplication of two matrices ***D*** and ***M***T: ![Block Matrix 1 1](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/BlockMatrix_1_1.png) -It turns out that when the matrix (or DataFrame) is very large, the computer +It turns out that when the matrix (or Series) is very large, the computer proceeds quite slowly with the multiplication (apparently due to the RAM being too full). Some computers give up with an `OverflowError`. -To circumvent this issue, `string_grouper` now allows the division of the DataFrame(s) +To circumvent this issue, `string_grouper` now allows the division of the Series into smaller chunks (or blocks) and multiplies the chunks one pair at a time instead to get the same result: @@ -1022,7 +1022,7 @@ instead to get the same result: But surprise ... the run-time of the process is sometimes drastically reduced as a result. For example, the speed-up of the following call is about 500% -(here, the DataFrame is divided into 200 blocks on the right operand, that is, +(here, the Series is divided into 200 blocks on the right operand, that is, 1 block on the left × 200 on the right) compared to the same call with no splitting \[`n_blocks=(1, 1)`, the default, which is what previous versions (0.5.0 and earlier) of `string_grouper` did\]: @@ -1036,15 +1036,34 @@ companies = pd.read_csv('data/sec__edgar_company_info.csv') match_strings(companies['Company Name')], n_blocks=(1, 200)) ``` -Further exploration of the block number space has revealed that for any fixed +Further exploration of the block number space ([see plot above](#Semilogx)) has revealed that for any fixed number of right blocks, the run-time gets longer the larger the number of left blocks specified. For this reason, it is recommended *not* to split the left matrix. ![Block Matrix 1 2](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/BlockMatrix_1_2.png) -So what are the optimum block number values for any given DataFrame? That is -anyone's guess, and the answer may vary from computer to computer. +[Below is a log-log-log contour plot](#ContourPlot) of the + +   ***runtime per string-pair comparison*** += ***runtime*** / (***Left Operand Size*** × ***Right Operand Size***) + +scaled by its value +at ***Left Operand Size*** = 5000 and ***Right Operand Size*** = 5000. Note that ***Operand Size*** +is the number of strings in that operand, and ***runtime*** is the time taken for the following call to run: +```python +match_strings(right_Series, left_Series) # take note of the parameter order! +``` +where `left_Series` and `right_Series`, corresponding to ***Left Operand*** and ***Right Operand*** respectively, are random subsets of the Series `companies['Company Name')]` from the +[sec__edgar_company_info.csv](https://www.kaggle.com/dattapiy/sec-edgar-companies-list/version/1) sample data file. + + ![ContourPlot](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/ScaledRuntimeContourPlot.png) + +It can be seen that when `right_Series` is roughly the size of 80 000, the runtime per string-pair comparison is at +its lowest for any fixed `left_Series` size. This knowledge could serve as a guide for choosing the optimum block numbers — +namely those that divide the Series into blocks of size roughly equal to 80 000 for the right operand (or `right_Series`). + +So what are the optimum block number values for any given Series? That is +anyone's guess, and may likely depend on the data itself. Furthermore, the answer may vary from computer to computer. We however encourage the user to make judicious use of the `n_blocks` parameter to boost performance of `string_grouper`. - diff --git a/RuntimeContourPlot.ipynb b/RuntimeContourPlot.ipynb new file mode 100644 index 00000000..b7899533 --- /dev/null +++ b/RuntimeContourPlot.ipynb @@ -0,0 +1,436 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 99, + "id": "military-shooting", + "metadata": { + "execution": { + "iopub.execute_input": "2021-09-27T11:54:37.711977Z", + "iopub.status.busy": "2021-09-27T11:54:37.711977Z", + "iopub.status.idle": "2021-09-27T11:54:37.963830Z", + "shell.execute_reply": "2021-09-27T11:54:37.962831Z", + "shell.execute_reply.started": "2021-09-27T11:54:37.711977Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f6ce330840764321bf7908f8c716e96d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Text(12.222363377404328, 10.950406535472453, 'optimum')" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib widget\n", + "from mpl_toolkits import mplot3d\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "# fig, ax = plt.subplots()\n", + "\n", + "with open('runtime_means_xy_5e4-5e5.npy', 'rb') as f:\n", + " means = np.load(f)\n", + " X = np.load(f)\n", + " Y = np.load(f)\n", + "\n", + "with open('runtime_means_x_5e4-5e5_y_5e3-5e4.npy', 'rb') as f:\n", + " means21 = np.load(f)\n", + " X21 = np.load(f)\n", + " Y21 = np.load(f)\n", + "\n", + "with open('runtime_means_x_5e3-5e4_y_5e3-5e4.npy', 'rb') as f:\n", + " means11 = np.load(f)\n", + " X11 = np.load(f)\n", + " Y11 = np.load(f)\n", + "\n", + "with open('runtime_means_x_5e3-5e4_y_5e4-5e5.npy', 'rb') as f:\n", + " means12 = np.load(f)\n", + " X12 = np.load(f)\n", + " Y12 = np.load(f)\n", + "\n", + "with open('runtime_means_x_5e3-5e5_y_5.5e4-9.5e4.npy', 'rb') as f:\n", + " means1_2 = np.load(f)\n", + " X1_2 = np.load(f)\n", + " Y1_2 = np.load(f)\n", + "\n", + "s = 1\n", + "X = np.append(X11[:-1], X)\n", + "YY = np.append(Y11, Y1_2)\n", + "Y = np.append(YY, Y)\n", + "xx, yy = np.meshgrid(X, Y)\n", + "xx = xx.astype(float)\n", + "yy = yy.astype(float)\n", + "\n", + "zz = np.hstack((np.vstack((means11[:-1, :].T, means1_2[:9, :].T, means12[:-1, :].T)), np.vstack((means21[:, :].T, means1_2[9:, :].T, means.T))))\n", + "zz = (xx[0, 0]*yy[0, 0]/zz[0, 0])*zz[::s, ::s]/(xx*yy)\n", + "\n", + "xx = np.log(xx)\n", + "yy = np.log(yy)\n", + "zz = np.log(zz)\n", + "\n", + "z_upper = np.log(10)\n", + "for i in np.arange(len(X)):\n", + " for j in np.arange(len(Y)):\n", + " if zz[j, i] > z_upper:\n", + " zz[j, i] = np.NaN\n", + " else:\n", + " pass\n", + "fig = plt.figure()\n", + "# ax = plt.axes(projection='3d')\n", + "ax = plt.axes()\n", + "ax.set_xlabel('Left Operand Size', color='black')\n", + "ax.set_ylabel('Right Operand Size', color='black')\n", + "# ax.set_zlabel('Runtime per Comparison', color='g');\n", + "\n", + "d = len(X)//5\n", + "xsel = [0, 9, 18]\n", + "ax.xaxis.major.formatter._useMathText = True\n", + "ax.set_xticks(np.log(X), minor=True)\n", + "ax.set_xticks(np.log(X[xsel]))\n", + "ax.set_xticklabels(X[xsel])\n", + "ax.tick_params(axis='y', which='major', direction='out', length=5, width=1, colors='black', grid_color='r', grid_alpha=1.0, reset=True)\n", + "ax.tick_params(axis='x', which='major', direction='out', length=5, width=1, colors='black', grid_color='r', grid_alpha=1.0)\n", + "# ax.tick_params(axis='z', which='major', direction='out', length=5000, width=8, colors='g', grid_color='r', grid_alpha=1.0)\n", + "ysel = [0, 9, 28]\n", + "ax.set_yticks(np.log(np.append(Y[0:10], Y[19:29])), minor=True)\n", + "ax.set_yticks(np.log(Y[ysel]))\n", + "ax.set_yticklabels(Y[ysel])\n", + "ax.get_xaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: r'$5\\times 10^{' + f'{int(x/np.log(10))}' + '}$'))\n", + "ax.get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: r'$5\\times 10^{' + f'{int(x/np.log(10))}' + '}$'))\n", + "# ax.get_xaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", + "# ax.ticklabel_format(axis='x', style='sci')\n", + "dz10 = 0.1\n", + "dz100 = 0.01\n", + "zticks = np.append(np.arange(dz100, 0.1, dz100), np.arange(dz10, 1 + dz10, dz10))\n", + "# plt.zticks(np.log(zticks), zticks)\n", + "#ax.set_zticks(np.log(zticks), minor=True)\n", + "zsel = [0, 4, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18]\n", + "# ax.set_zticks(np.log(zticks[zsel]), minor=False)\n", + "# ax.set_zticklabels(np.round(zticks[zsel], 2), minor=False)\n", + "#ax.set_zlim(0, z_upper)\n", + "img = ax.contourf(xx[::s, ::s], yy[::s, ::s], zz, 20, cmap='Reds_r')\n", + "cbar = fig.colorbar(img, ticks=np.log(zticks[zsel]).tolist());\n", + "min_index = np.unravel_index(np.argmin(zz),np.shape(zz))\n", + "# cbar.set_ticks(np.log(zticks), minor=True)\n", + "# cbar.ax.set_yticks(np.log(zticks[zsel]).tolist())\n", + "cbar.ax.set_yticklabels([f'{t:.2f}' for t in zticks[zsel[2:]]])\n", + "#ax.plot_wireframe(xx[::s, ::s], yy[::s, ::s], zz, rstride=1, cstride=1)\n", + "ax.set_title('scaled runtime per string-pair comparison');\n", + "ax.annotate('optimum',\n", + " xy=(np.log(X[min_index[1]]), np.log(Y[min_index[0]])),\n", + " xytext=(np.log(X[min_index[1]]) - 0.9, np.log(Y[min_index[0]]) - 0.4),\n", + " arrowprops=dict(facecolor='black', shrink=0.005))\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "naughty-african", + "metadata": { + "execution": { + "iopub.execute_input": "2021-09-27T11:49:41.201863Z", + "iopub.status.busy": "2021-09-27T11:49:41.201863Z", + "iopub.status.idle": "2021-09-27T11:49:41.216855Z", + "shell.execute_reply": "2021-09-27T11:49:41.214855Z", + "shell.execute_reply.started": "2021-09-27T11:49:41.201863Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 5000, 10000, 15000, 20000, 25000, 30000, 35000, 40000,\n", + " 45000, 50000, 55000, 60000, 65000, 70000, 75000, 80000,\n", + " 85000, 90000, 95000, 50000, 100000, 150000, 200000, 250000,\n", + " 300000, 350000, 400000, 450000, 500000])" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Y" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "danish-citizenship", + "metadata": { + "execution": { + "iopub.execute_input": "2021-09-27T11:59:43.115406Z", + "iopub.status.busy": "2021-09-27T11:59:43.114407Z", + "iopub.status.idle": "2021-09-27T11:59:43.704480Z", + "shell.execute_reply": "2021-09-27T11:59:43.703479Z", + "shell.execute_reply.started": "2021-09-27T11:59:43.115406Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "05eafcb30dda484c8c7cb1238f7450be", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib widget\n", + "from mpl_toolkits import mplot3d\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "# fig, ax = plt.subplots()\n", + "\n", + "with open('runtime_means_xy_5e4-5e5.npy', 'rb') as f:\n", + " means = np.load(f)\n", + " X = np.load(f)\n", + " Y = np.load(f)\n", + "\n", + "with open('runtime_means_x_5e4-5e5_y_5e3-5e4.npy', 'rb') as f:\n", + " means21 = np.load(f)\n", + " X21 = np.load(f)\n", + " Y21 = np.load(f)\n", + "\n", + "with open('runtime_means_x_5e3-5e4_y_5e3-5e4.npy', 'rb') as f:\n", + " means11 = np.load(f)\n", + " X11 = np.load(f)\n", + " Y11 = np.load(f)\n", + "\n", + "with open('runtime_means_x_5e3-5e4_y_5e4-5e5.npy', 'rb') as f:\n", + " means12 = np.load(f)\n", + " X12 = np.load(f)\n", + " Y12 = np.load(f)\n", + "\n", + "with open('runtime_means_x_5e3-5e5_y_5.5e4-9.5e4.npy', 'rb') as f:\n", + " means1_2 = np.load(f)\n", + " X1_2 = np.load(f)\n", + " Y1_2 = np.load(f)\n", + "\n", + "s = 1\n", + "X = np.append(X11[:-1], X)\n", + "YY = np.append(Y11, Y1_2)\n", + "Y = np.append(YY, Y)\n", + "xx, yy = np.meshgrid(X, Y)\n", + "xx = xx.astype(float)\n", + "yy = yy.astype(float)\n", + "\n", + "zz = np.hstack((np.vstack((means11[:-1, :].T, means1_2[:9, :].T, means12[:-1, :].T)), np.vstack((means21[:, :].T, means1_2[9:, :].T, means.T))))\n", + "zz = (xx[0, 0]*yy[0, 0]/zz[0, 0])*zz[::s, ::s]/(xx*yy)\n", + "\n", + "xx = np.log(xx)\n", + "yy = np.log(yy)\n", + "zz = np.log(zz)\n", + "\n", + "z_upper = np.log(10)\n", + "for i in np.arange(len(X)):\n", + " for j in np.arange(len(Y)):\n", + " if zz[j, i] > z_upper:\n", + " zz[j, i] = np.NaN\n", + " else:\n", + " pass\n", + "fig = plt.figure()\n", + "ax = plt.axes(projection='3d')\n", + "ax.set_xlabel('Left Operand Size', color='b')\n", + "ax.set_ylabel('Right Operand Size', color='r')\n", + "ax.set_zlabel('Runtime per Comparison', color='g');\n", + "\n", + "d = len(X)//5\n", + "xsel = [0, 9, 18]\n", + "ax.xaxis.major.formatter._useMathText = True\n", + "ax.set_xticks(np.log(X), minor=True)\n", + "ax.set_xticks(np.log(X[xsel]))\n", + "ax.set_xticklabels(X[xsel])\n", + "ax.tick_params(axis='y', which='major', direction='out', length=5000, width=8, colors='r', grid_color='r', grid_alpha=1.0, reset=True)\n", + "ax.tick_params(axis='x', which='major', direction='out', length=5000, width=8, colors='b', grid_color='r', grid_alpha=1.0)\n", + "ax.tick_params(axis='z', which='major', direction='out', length=5000, width=8, colors='g', grid_color='r', grid_alpha=1.0)\n", + "ysel = [0, 9, 28]\n", + "ax.set_yticks(np.log(Y), minor=True)\n", + "ax.set_yticks(np.log(Y[ysel]))\n", + "ax.set_yticklabels(Y[ysel])\n", + "ax.get_xaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: r'$5\\times 10^{' + f'{int(x/np.log(10))}' + '}$'))\n", + "ax.get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: r'$5\\times 10^{' + f'{int(x/np.log(10))}' + '}$'))\n", + "# ax.get_xaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", + "# ax.ticklabel_format(axis='x', style='sci')\n", + "dz10 = 0.1\n", + "dz100 = 0.01\n", + "zticks = np.append(np.arange(dz100, 0.1, dz100), np.arange(dz10, 1 + dz10, dz10))\n", + "# plt.zticks(np.log(zticks), zticks)\n", + "ax.set_zticks(np.log(zticks), minor=True)\n", + "zsel = [0, 4, 9, 13, 18]\n", + "ax.set_zticks(np.log(zticks[zsel]), minor=False)\n", + "ax.set_zticklabels(np.round(zticks[zsel], 2), minor=False)\n", + "#ax.set_zlim(0, z_upper)\n", + "ax.plot_surface(xx[::s, ::s], yy[::s, ::s], zz, rstride=1, cstride=1, cmap='Reds_r', edgecolor='none')\n", + "#ax.contourf(xx[::s, ::s], yy[::s, ::s], zz, levels=20, cmap='Reds_r')\n", + "#ax.plot_wireframe(xx[::s, ::s], yy[::s, ::s], zz, rstride=1, cstride=1)\n", + "#ax.set_title('surface');\n", + "\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "sticky-closer", + "metadata": { + "execution": { + "iopub.execute_input": "2021-09-26T17:54:37.555772Z", + "iopub.status.busy": "2021-09-26T17:54:37.555772Z", + "iopub.status.idle": "2021-09-26T17:54:37.564766Z", + "shell.execute_reply": "2021-09-26T17:54:37.563767Z", + "shell.execute_reply.started": "2021-09-26T17:54:37.555772Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(15, 18)" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unravel_index(np.argmin(zz, axis=None), zz.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "fitting-bristol", + "metadata": { + "execution": { + "iopub.execute_input": "2021-09-26T18:00:39.938966Z", + "iopub.status.busy": "2021-09-26T18:00:39.938966Z", + "iopub.status.idle": "2021-09-26T18:00:39.954956Z", + "shell.execute_reply": "2021-09-26T18:00:39.952957Z", + "shell.execute_reply.started": "2021-09-26T18:00:39.938966Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "11.350406535472453" + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yy[15, 18]" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "attached-jacksonville", + "metadata": { + "execution": { + "iopub.execute_input": "2021-09-26T18:04:29.965483Z", + "iopub.status.busy": "2021-09-26T18:04:29.965483Z", + "iopub.status.idle": "2021-09-26T18:04:29.986468Z", + "shell.execute_reply": "2021-09-26T18:04:29.985469Z", + "shell.execute_reply.started": "2021-09-26T18:04:29.965483Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(499999.9999999997, 85000.0)" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(np.exp(xx[15, 18]), np.exp(yy[15, 18]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "julian-backup", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/images/ScaledRuntimeContourPlot.png 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z7p`M|z)(1~9{|X5dNT;&!?Dv{I>$Wz@db%l0Qq5oiAlFVI*g(zK;6y2mY=&DEv^xB zCQW+oUO=?$6p?r{-npX3tq!PUhyr{E))=Z^-wX+4?n%FyZIcfW>k7c#8!PFRkAFF9 zG1!Y-Z;qVZ-w`tgM9fSHN+9e4quNlSKK*3-fLrz$Ws=SyEZG_V?ct4B!I#iABkCY% z6r|LA&3Dv`QXcBjdlf$0b9ln#01P1!z+}`*>t54;0|PK>@VEeYeDYbnz%Rx95(hwz zLd9t{%-{tnKIpfD6EIK(17*Eiq(jm6e}Df+=pUW_F{wW*>R;ga11Nv+^p89F|L~^Y akEmx$1oWxDHwsXJA8mC#Y^mzC;Qs*9PEFAO literal 0 HcmV?d00001 From ab4f6ffd32f9a098f1728154005b81b0855351c4 Mon Sep 17 00:00:00 2001 From: ParticularMiner <78448465+ParticularMiner@users.noreply.github.com> Date: Tue, 28 Sep 2021 13:11:37 +0200 Subject: [PATCH 07/13] added contour plot of runtime per string-pair comparison --- README.md | 24 +- RuntimeContourPlot.ipynb | 436 --------------------- images/ScaledRuntimeContourPlot.png | Bin 62842 -> 55794 bytes string_grouper/test/test_string_grouper.py | 35 +- 4 files changed, 36 insertions(+), 459 deletions(-) delete mode 100644 RuntimeContourPlot.ipynb diff --git a/README.md b/README.md index e84e8cf1..0d075ab5 100644 --- a/README.md +++ b/README.md @@ -1048,22 +1048,30 @@ blocks specified. For this reason, it is recommended *not* to split the left ma = ***runtime*** / (***Left Operand Size*** × ***Right Operand Size***) scaled by its value -at ***Left Operand Size*** = 5000 and ***Right Operand Size*** = 5000. Note that ***Operand Size*** +at ***Left Operand Size*** = ***Right Operand Size*** = 5000. Note that ***Operand Size*** is the number of strings in that operand, and ***runtime*** is the time taken for the following call to run: ```python -match_strings(right_Series, left_Series) # take note of the parameter order! +# note the parameter order! +match_strings(right_Series, left_Series, n_blocks=(1, 1)) ``` where `left_Series` and `right_Series`, corresponding to ***Left Operand*** and ***Right Operand*** respectively, are random subsets of the Series `companies['Company Name')]` from the [sec__edgar_company_info.csv](https://www.kaggle.com/dattapiy/sec-edgar-companies-list/version/1) sample data file. ![ContourPlot](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/ScaledRuntimeContourPlot.png) -It can be seen that when `right_Series` is roughly the size of 80 000, the runtime per string-pair comparison is at -its lowest for any fixed `left_Series` size. This knowledge could serve as a guide for choosing the optimum block numbers — -namely those that divide the Series into blocks of size roughly equal to 80 000 for the right operand (or `right_Series`). +It can be seen that when `right_Series` is roughly the size of 80 000 (denoted by the +white dashed line in the contour plot above), the runtime per string-pair comparison is at +its lowest for any fixed `left_Series` size. Above ***Right Operand Size*** = 80 000, the +matrix-multiplication routine begins to feel the limits of the computer's +available memory space and thus its performance deteriorates, as evidenced by the increase +in runtime per string-pair comparison there (above the white dashed line). This knowledge +could serve as a guide for choosing the optimum block numbers — +namely those that divide the Series into blocks of size roughly equal to +80 000 for the right operand (or `right_Series`). -So what are the optimum block number values for any given Series? That is -anyone's guess, and may likely depend on the data itself. Furthermore, the answer may vary from computer to computer. +So what are the optimum block number values for *any* given Series? That is +anyone's guess, and may likely depend on the data itself. Furthermore, as hinted above, +the answer may vary from computer to computer. We however encourage the user to make judicious use of the `n_blocks` -parameter to boost performance of `string_grouper`. +parameter to boost performance of `string_grouper` whenever possible. diff --git a/RuntimeContourPlot.ipynb b/RuntimeContourPlot.ipynb deleted file mode 100644 index b7899533..00000000 --- a/RuntimeContourPlot.ipynb +++ /dev/null @@ -1,436 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 99, - "id": "military-shooting", - "metadata": { - "execution": { - "iopub.execute_input": "2021-09-27T11:54:37.711977Z", - "iopub.status.busy": "2021-09-27T11:54:37.711977Z", - "iopub.status.idle": "2021-09-27T11:54:37.963830Z", - "shell.execute_reply": "2021-09-27T11:54:37.962831Z", - "shell.execute_reply.started": "2021-09-27T11:54:37.711977Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f6ce330840764321bf7908f8c716e96d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "Text(12.222363377404328, 10.950406535472453, 'optimum')" - ] - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "%matplotlib widget\n", - "from mpl_toolkits import mplot3d\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", - "\n", - "# fig, ax = plt.subplots()\n", - "\n", - "with open('runtime_means_xy_5e4-5e5.npy', 'rb') as f:\n", - " means = np.load(f)\n", - " X = np.load(f)\n", - " Y = np.load(f)\n", - "\n", - "with open('runtime_means_x_5e4-5e5_y_5e3-5e4.npy', 'rb') as f:\n", - " means21 = np.load(f)\n", - " X21 = np.load(f)\n", - " Y21 = np.load(f)\n", - "\n", - "with open('runtime_means_x_5e3-5e4_y_5e3-5e4.npy', 'rb') as f:\n", - " means11 = np.load(f)\n", - " X11 = np.load(f)\n", - " Y11 = np.load(f)\n", - "\n", - "with open('runtime_means_x_5e3-5e4_y_5e4-5e5.npy', 'rb') as f:\n", - " means12 = np.load(f)\n", - " X12 = np.load(f)\n", - " Y12 = np.load(f)\n", - "\n", - "with open('runtime_means_x_5e3-5e5_y_5.5e4-9.5e4.npy', 'rb') as f:\n", - " means1_2 = np.load(f)\n", - " X1_2 = np.load(f)\n", - " Y1_2 = np.load(f)\n", - "\n", - "s = 1\n", - "X = np.append(X11[:-1], X)\n", - "YY = np.append(Y11, Y1_2)\n", - "Y = np.append(YY, Y)\n", - "xx, yy = np.meshgrid(X, Y)\n", - "xx = xx.astype(float)\n", - "yy = yy.astype(float)\n", - "\n", - "zz = np.hstack((np.vstack((means11[:-1, :].T, means1_2[:9, :].T, means12[:-1, :].T)), np.vstack((means21[:, :].T, means1_2[9:, :].T, means.T))))\n", - "zz = (xx[0, 0]*yy[0, 0]/zz[0, 0])*zz[::s, ::s]/(xx*yy)\n", - "\n", - "xx = np.log(xx)\n", - "yy = np.log(yy)\n", - "zz = np.log(zz)\n", - "\n", - "z_upper = np.log(10)\n", - "for i in np.arange(len(X)):\n", - " for j in np.arange(len(Y)):\n", - " if zz[j, i] > z_upper:\n", - " zz[j, i] = np.NaN\n", - " else:\n", - " pass\n", - "fig = plt.figure()\n", - "# ax = plt.axes(projection='3d')\n", - "ax = plt.axes()\n", - "ax.set_xlabel('Left Operand Size', color='black')\n", - "ax.set_ylabel('Right Operand Size', color='black')\n", - "# ax.set_zlabel('Runtime per Comparison', color='g');\n", - "\n", - "d = len(X)//5\n", - "xsel = [0, 9, 18]\n", - "ax.xaxis.major.formatter._useMathText = True\n", - "ax.set_xticks(np.log(X), minor=True)\n", - "ax.set_xticks(np.log(X[xsel]))\n", - "ax.set_xticklabels(X[xsel])\n", - "ax.tick_params(axis='y', which='major', direction='out', length=5, width=1, colors='black', grid_color='r', grid_alpha=1.0, reset=True)\n", - "ax.tick_params(axis='x', which='major', direction='out', length=5, width=1, colors='black', grid_color='r', grid_alpha=1.0)\n", - "# ax.tick_params(axis='z', which='major', direction='out', length=5000, width=8, colors='g', grid_color='r', grid_alpha=1.0)\n", - "ysel = [0, 9, 28]\n", - "ax.set_yticks(np.log(np.append(Y[0:10], Y[19:29])), minor=True)\n", - "ax.set_yticks(np.log(Y[ysel]))\n", - "ax.set_yticklabels(Y[ysel])\n", - "ax.get_xaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: r'$5\\times 10^{' + f'{int(x/np.log(10))}' + '}$'))\n", - "ax.get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: r'$5\\times 10^{' + f'{int(x/np.log(10))}' + '}$'))\n", - "# ax.get_xaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", - "# ax.ticklabel_format(axis='x', style='sci')\n", - "dz10 = 0.1\n", - "dz100 = 0.01\n", - "zticks = np.append(np.arange(dz100, 0.1, dz100), np.arange(dz10, 1 + dz10, dz10))\n", - "# plt.zticks(np.log(zticks), zticks)\n", - "#ax.set_zticks(np.log(zticks), minor=True)\n", - "zsel = [0, 4, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18]\n", - "# ax.set_zticks(np.log(zticks[zsel]), minor=False)\n", - "# ax.set_zticklabels(np.round(zticks[zsel], 2), minor=False)\n", - "#ax.set_zlim(0, z_upper)\n", - "img = ax.contourf(xx[::s, ::s], yy[::s, ::s], zz, 20, cmap='Reds_r')\n", - "cbar = fig.colorbar(img, ticks=np.log(zticks[zsel]).tolist());\n", - "min_index = np.unravel_index(np.argmin(zz),np.shape(zz))\n", - "# cbar.set_ticks(np.log(zticks), minor=True)\n", - "# cbar.ax.set_yticks(np.log(zticks[zsel]).tolist())\n", - "cbar.ax.set_yticklabels([f'{t:.2f}' for t in zticks[zsel[2:]]])\n", - "#ax.plot_wireframe(xx[::s, ::s], yy[::s, ::s], zz, rstride=1, cstride=1)\n", - "ax.set_title('scaled runtime per string-pair comparison');\n", - "ax.annotate('optimum',\n", - " xy=(np.log(X[min_index[1]]), np.log(Y[min_index[0]])),\n", - " xytext=(np.log(X[min_index[1]]) - 0.9, np.log(Y[min_index[0]]) - 0.4),\n", - " arrowprops=dict(facecolor='black', shrink=0.005))\n", - "# plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "id": "naughty-african", - "metadata": { - "execution": { - "iopub.execute_input": "2021-09-27T11:49:41.201863Z", - "iopub.status.busy": "2021-09-27T11:49:41.201863Z", - "iopub.status.idle": "2021-09-27T11:49:41.216855Z", - "shell.execute_reply": "2021-09-27T11:49:41.214855Z", - "shell.execute_reply.started": "2021-09-27T11:49:41.201863Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 5000, 10000, 15000, 20000, 25000, 30000, 35000, 40000,\n", - " 45000, 50000, 55000, 60000, 65000, 70000, 75000, 80000,\n", - " 85000, 90000, 95000, 50000, 100000, 150000, 200000, 250000,\n", - " 300000, 350000, 400000, 450000, 500000])" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Y" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "id": "danish-citizenship", - "metadata": { - "execution": { - "iopub.execute_input": "2021-09-27T11:59:43.115406Z", - "iopub.status.busy": "2021-09-27T11:59:43.114407Z", - "iopub.status.idle": "2021-09-27T11:59:43.704480Z", - "shell.execute_reply": "2021-09-27T11:59:43.703479Z", - "shell.execute_reply.started": "2021-09-27T11:59:43.115406Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "05eafcb30dda484c8c7cb1238f7450be", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "%matplotlib widget\n", - "from mpl_toolkits import mplot3d\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", - "\n", - "# fig, ax = plt.subplots()\n", - "\n", - "with open('runtime_means_xy_5e4-5e5.npy', 'rb') as f:\n", - " means = np.load(f)\n", - " X = np.load(f)\n", - " Y = np.load(f)\n", - "\n", - "with open('runtime_means_x_5e4-5e5_y_5e3-5e4.npy', 'rb') as f:\n", - " means21 = np.load(f)\n", - " X21 = np.load(f)\n", - " Y21 = np.load(f)\n", - "\n", - "with open('runtime_means_x_5e3-5e4_y_5e3-5e4.npy', 'rb') as f:\n", - " means11 = np.load(f)\n", - " X11 = np.load(f)\n", - " Y11 = np.load(f)\n", - "\n", - "with open('runtime_means_x_5e3-5e4_y_5e4-5e5.npy', 'rb') as f:\n", - " means12 = np.load(f)\n", - " X12 = np.load(f)\n", - " Y12 = np.load(f)\n", - "\n", - "with open('runtime_means_x_5e3-5e5_y_5.5e4-9.5e4.npy', 'rb') as f:\n", - " means1_2 = np.load(f)\n", - " X1_2 = np.load(f)\n", - " Y1_2 = np.load(f)\n", - "\n", - "s = 1\n", - "X = np.append(X11[:-1], X)\n", - "YY = np.append(Y11, Y1_2)\n", - "Y = np.append(YY, Y)\n", - "xx, yy = np.meshgrid(X, Y)\n", - "xx = xx.astype(float)\n", - "yy = yy.astype(float)\n", - "\n", - "zz = np.hstack((np.vstack((means11[:-1, :].T, means1_2[:9, :].T, means12[:-1, :].T)), np.vstack((means21[:, :].T, means1_2[9:, :].T, means.T))))\n", - "zz = (xx[0, 0]*yy[0, 0]/zz[0, 0])*zz[::s, ::s]/(xx*yy)\n", - "\n", - "xx = np.log(xx)\n", - "yy = np.log(yy)\n", - "zz = np.log(zz)\n", - "\n", - "z_upper = np.log(10)\n", - "for i in np.arange(len(X)):\n", - " for j in np.arange(len(Y)):\n", - " if zz[j, i] > z_upper:\n", - " zz[j, i] = np.NaN\n", - " else:\n", - " pass\n", - "fig = plt.figure()\n", - "ax = plt.axes(projection='3d')\n", - "ax.set_xlabel('Left Operand Size', color='b')\n", - "ax.set_ylabel('Right Operand Size', color='r')\n", - "ax.set_zlabel('Runtime per Comparison', color='g');\n", - "\n", - "d = len(X)//5\n", - "xsel = [0, 9, 18]\n", - "ax.xaxis.major.formatter._useMathText = True\n", - "ax.set_xticks(np.log(X), minor=True)\n", - "ax.set_xticks(np.log(X[xsel]))\n", - "ax.set_xticklabels(X[xsel])\n", - "ax.tick_params(axis='y', which='major', direction='out', length=5000, width=8, colors='r', grid_color='r', grid_alpha=1.0, reset=True)\n", - "ax.tick_params(axis='x', which='major', direction='out', length=5000, width=8, colors='b', grid_color='r', grid_alpha=1.0)\n", - "ax.tick_params(axis='z', which='major', direction='out', length=5000, width=8, colors='g', grid_color='r', grid_alpha=1.0)\n", - "ysel = [0, 9, 28]\n", - "ax.set_yticks(np.log(Y), minor=True)\n", - "ax.set_yticks(np.log(Y[ysel]))\n", - "ax.set_yticklabels(Y[ysel])\n", - "ax.get_xaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: r'$5\\times 10^{' + f'{int(x/np.log(10))}' + '}$'))\n", - "ax.get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: r'$5\\times 10^{' + f'{int(x/np.log(10))}' + '}$'))\n", - "# ax.get_xaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n", - "# ax.ticklabel_format(axis='x', style='sci')\n", - "dz10 = 0.1\n", - "dz100 = 0.01\n", - "zticks = np.append(np.arange(dz100, 0.1, dz100), np.arange(dz10, 1 + dz10, dz10))\n", - "# plt.zticks(np.log(zticks), zticks)\n", - "ax.set_zticks(np.log(zticks), minor=True)\n", - "zsel = [0, 4, 9, 13, 18]\n", - "ax.set_zticks(np.log(zticks[zsel]), minor=False)\n", - "ax.set_zticklabels(np.round(zticks[zsel], 2), minor=False)\n", - "#ax.set_zlim(0, z_upper)\n", - "ax.plot_surface(xx[::s, ::s], yy[::s, ::s], zz, rstride=1, cstride=1, cmap='Reds_r', edgecolor='none')\n", - "#ax.contourf(xx[::s, ::s], yy[::s, ::s], zz, levels=20, cmap='Reds_r')\n", - "#ax.plot_wireframe(xx[::s, ::s], yy[::s, ::s], zz, rstride=1, cstride=1)\n", - "#ax.set_title('surface');\n", - "\n", - "# plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 158, - "id": "sticky-closer", - "metadata": { - "execution": { - "iopub.execute_input": "2021-09-26T17:54:37.555772Z", - "iopub.status.busy": "2021-09-26T17:54:37.555772Z", - "iopub.status.idle": "2021-09-26T17:54:37.564766Z", - "shell.execute_reply": "2021-09-26T17:54:37.563767Z", - "shell.execute_reply.started": "2021-09-26T17:54:37.555772Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(15, 18)" - ] - }, - "execution_count": 158, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.unravel_index(np.argmin(zz, axis=None), zz.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 163, - "id": "fitting-bristol", - "metadata": { - "execution": { - "iopub.execute_input": "2021-09-26T18:00:39.938966Z", - "iopub.status.busy": "2021-09-26T18:00:39.938966Z", - "iopub.status.idle": "2021-09-26T18:00:39.954956Z", - "shell.execute_reply": "2021-09-26T18:00:39.952957Z", - "shell.execute_reply.started": "2021-09-26T18:00:39.938966Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "11.350406535472453" - ] - }, - "execution_count": 163, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "yy[15, 18]" - ] - }, - { - "cell_type": "code", - "execution_count": 166, - "id": "attached-jacksonville", - "metadata": { - "execution": { - "iopub.execute_input": "2021-09-26T18:04:29.965483Z", - "iopub.status.busy": "2021-09-26T18:04:29.965483Z", - "iopub.status.idle": "2021-09-26T18:04:29.986468Z", - "shell.execute_reply": "2021-09-26T18:04:29.985469Z", - "shell.execute_reply.started": "2021-09-26T18:04:29.965483Z" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(499999.9999999997, 85000.0)" - ] - }, - "execution_count": 166, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(np.exp(xx[15, 18]), np.exp(yy[15, 18]))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "julian-backup", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff 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ekq6*%_^I(wXJH3$B?}zg0)?vKpxJCHBak$zQn3i1%M6^nu7z`Qb}T+eqO?wq6GL*$zU<}L z=nHB`W4O@DYKvv96#EqLBGP+|Bhkf)O01s2Sgcj>XUN1T=F#V7((9Ip{UfoRw_9i` z6^Rd98u9*O5wOA}@`^ziY2{DbWaSl*mCOMZ8bg@d!f(85|Ah>z$fODvSHwU)&TKzB zic+B#Ou~}0*}NhNMX#n~1zSqY#uClz+5x+%t%1vnURsBC*zfh|$5CJM{B$@Cm{n)n z#u>f6gmTC&8`!=0Mb7bNYvbX*f{`rArsoPZ<`L2`T(4Z?xvgDK=<4Yvd<5LMIqtgF zq_)g&5_BP)xoAPfv-dlMU+;_$^o7E}tIzS9T@4;;hmUvu(8T(b*xjNeG4aBE+OJG4 z>&alIkQzhoz@MYeBpi!8{fCyqz1W!q$8cR^CYYDTxwxl^S77Dc%#I!tcfvJwLqM*e z6vs`Xr(o6;3Y<0;219>oYp8Rhns3oB33F>F-E=w%S3HF=4VV-% zV+|WYUL%|n`19gXmpYQGcdLD8f$Rs~h$XVR%Ru|8Vnk>Y)C!D%8-_iiyyF@A13`7m zm)obN<~F+hUv>Buf_D|lc*W50^247klr;g>T HTL=FeSP~ey diff --git a/string_grouper/test/test_string_grouper.py b/string_grouper/test/test_string_grouper.py index a71fe1be..1a1bff53 100644 --- a/string_grouper/test/test_string_grouper.py +++ b/string_grouper/test/test_string_grouper.py @@ -7,7 +7,7 @@ StringGrouperConfig, StringGrouper, StringGrouperNotFitException, \ match_most_similar, group_similar_strings, match_strings, \ compute_pairwise_similarities -from unittest.mock import patch +from unittest.mock import patch, Mock def mock_symmetrize_matrix(x: csr_matrix) -> csr_matrix: @@ -153,7 +153,8 @@ def fix_row_order(df): self.assertEqual(sg._config.n_blocks, None) # Create a custom wrapper for this StringGrouper instance's - # _build_matches() which will later be used to mock _build_matches(). + # _build_matches() method which will later be used to + # mock _build_matches(). # Note that we have to define the mock function here because # _build_matches() is a non-static function of StringGrouper # and needs access to the specific StringGrouper instance sg @@ -169,21 +170,25 @@ def wrapper(left_matrix, return real_build_matches(left_matrix, right_matrix, nnz_rows) return wrapper - # Now let the mock package "wrap the custom wrapper". (So - # after this we will have two wrappers with one nested within - # the other.) The mock package's wrapper gives access to the - # mock object's methods like call_count(), and so on. def do_test_with(OverflowThreshold): nonlocal sg # allows reference to sg, as sg will be modified below - with patch.object( - StringGrouper, '_build_matches', - wraps=mock_build_matches(OverflowThreshold) - ) as sg.mock_build_matches: - sg = sg.fit() - matches_auto = fix_row_order(sg.get_matches()) - assert sg.mock_build_matches.call_count > 0 - pd.testing.assert_frame_equal(matches, matches_auto) - + # Now let us mock sg._build_matches: + sg._build_matches = Mock(side_effect=mock_build_matches(OverflowThreshold)) + sg = sg.fit() + # Note that _build_matches is called more than once if and only if + # a split occurred (that is, there was more than one pair of + # matrix-blocks multiplied) + if len(sg._left_DataFrame) + len(sg._right_DataFrame) > \ + OverflowThreshold: + # Assert that split occurred: + self.assertGreater(sg._build_matches.call_count, 1) + else: + # Assert that split did not occur: + self.assertEqual(sg._build_matches.call_count, 1) + matches_auto = fix_row_order(sg.get_matches()) + pd.testing.assert_frame_equal(matches, matches_auto) + + do_test_with(OverflowThreshold=100) do_test_with(OverflowThreshold=10) do_test_with(OverflowThreshold=5) do_test_with(OverflowThreshold=3) From 0c04f441a560744853754bbf5760ff9aefecdc99 Mon Sep 17 00:00:00 2001 From: Particular Miner <78448465+ParticularMiner@users.noreply.github.com> Date: Wed, 29 Sep 2021 11:45:29 +0200 Subject: [PATCH 08/13] restored high-level functions and type-specifications --- string_grouper/string_grouper.py | 400 ++++++++++++--------- string_grouper/test/test_string_grouper.py | 34 +- 2 files changed, 239 insertions(+), 195 deletions(-) diff --git a/string_grouper/string_grouper.py b/string_grouper/string_grouper.py index 1c0bde17..b0fddd1f 100644 --- a/string_grouper/string_grouper.py +++ b/string_grouper/string_grouper.py @@ -46,6 +46,110 @@ GROUP_REP_PREFIX: str = 'group_rep_' # used to prefix and name columns of the output of StringGrouper._deduplicate +# High level functions + + +def compute_pairwise_similarities(string_series_1: pd.Series, + string_series_2: pd.Series, + **kwargs) -> pd.Series: + """ + Computes the similarity scores between two Series of strings row-wise. + + :param string_series_1: pandas.Series. The input Series of strings to be grouped + :param string_series_2: pandas.Series. The input Series of the IDs of the strings to be grouped + :param kwargs: All other keyword arguments are passed to StringGrouperConfig + :return: pandas.Series of similarity scores, the same length as string_series_1 and string_series_2 + """ + sg = StringGrouper(string_series_1, string_series_2, **kwargs) + return sg.dot() + + +def group_similar_strings(strings_to_group: pd.Series, + string_ids: Optional[pd.Series] = None, + **kwargs) -> Union[pd.DataFrame, pd.Series]: + """ + If 'string_ids' is not given, finds all similar strings in 'strings_to_group' and returns a Series of + strings of the same length as 'strings_to_group'. For each group of similar strings a single string + is chosen as the 'master' string and is returned for each member of the group. + + For example the input Series: [foooo, foooob, bar] will return [foooo, foooo, bar]. Here 'foooo' and + 'foooob' are grouped together into group 'foooo' because they are found to be very similar. + + If string_ids is also given, a DataFrame of the strings and their corresponding IDs is instead returned. + + :param strings_to_group: pandas.Series. The input Series of strings to be grouped. + :param string_ids: pandas.Series. The input Series of the IDs of the strings to be grouped. (Optional) + :param kwargs: All other keyword arguments are passed to StringGrouperConfig. (Optional) + :return: pandas.Series or pandas.DataFrame. + """ + sg = StringGrouper(strings_to_group, + master_id=string_ids, + **kwargs) + sg = sg.fit() + return sg.get_groups() + + +def match_most_similar(master: pd.Series, + duplicates: pd.Series, + master_id: Optional[pd.Series] = None, + duplicates_id: Optional[pd.Series] = None, + **kwargs) -> Union[pd.DataFrame, pd.Series]: + """ + If no IDs ('master_id' and 'duplicates_id') are given, returns a Series of strings of the same length + as 'duplicates' where for each string in duplicates the most similar string in 'master' is returned. + If there are no similar strings in master for a given string in duplicates + (there is no potential match where the cosine similarity is above the threshold [default: 0.8]) + the original string in duplicates is returned. + + For example the input Series [foooo, bar, baz] (master) and [foooob, bar, new] will return: + [foooo, bar, new]. + + If IDs (both 'master_id' and 'duplicates_id') are also given, returns a DataFrame of the same strings + output in the above case with their corresponding IDs. + + :param master: pandas.Series. Series of strings that the duplicates will be matched with. + :param duplicates: pandas.Series. Series of strings that will me matched with the master. + :param master_id: pandas.Series. Series of values that are IDs for master column rows. (Optional) + :param duplicates_id: pandas.Series. Series of values that are IDs for duplicates column rows. (Optional) + :param kwargs: All other keyword arguments are passed to StringGrouperConfig. (Optional) + :return: pandas.Series or pandas.DataFrame. + """ + kwargs['max_n_matches'] = 1 + sg = StringGrouper(master, + duplicates=duplicates, + master_id=master_id, + duplicates_id=duplicates_id, + **kwargs) + sg = sg.fit() + return sg.get_groups() + + +def match_strings(master: pd.Series, + duplicates: Optional[pd.Series] = None, + master_id: Optional[pd.Series] = None, + duplicates_id: Optional[pd.Series] = None, + **kwargs) -> pd.DataFrame: + """ + Returns all highly similar strings. If only 'master' is given, it will return highly similar strings within master. + This can be seen as an self-join. If both master and duplicates is given, it will return highly similar strings + between master and duplicates. This can be seen as an inner-join. + + :param master: pandas.Series. Series of strings against which matches are calculated. + :param duplicates: pandas.Series. Series of strings that will be matched with master if given (Optional). + :param master_id: pandas.Series. Series of values that are IDs for master column rows (Optional). + :param duplicates_id: pandas.Series. Series of values that are IDs for duplicates column rows (Optional). + :param kwargs: All other keyword arguments are passed to StringGrouperConfig. + :return: pandas.Dataframe. + """ + sg = StringGrouper(master, + duplicates=duplicates, + master_id=master_id, + duplicates_id=duplicates_id, + **kwargs) + sg = sg.fit() + return sg.get_matches() + + class StringGrouperConfig(NamedTuple): r""" Class with configuration variables. @@ -140,30 +244,33 @@ def _set_data(self, duplicates: Optional[pd.Series] = None, master_id: Optional[pd.Series] = None, duplicates_id: Optional[pd.Series] = None): + # Validate input strings data self.master = master self.duplicates = duplicates + # Validate optional IDs input + if not StringGrouper._is_input_data_combination_valid(duplicates, master_id, duplicates_id): + raise Exception('List of data Series options is invalid') + StringGrouper._validate_id_data(master, duplicates, master_id, duplicates_id) + self._master_id: Optional[pd.Series] = master_id + self._duplicates_id: Optional[pd.Series] = duplicates_id + + # Set some private members self._right_DataFrame = self._master if self._duplicates is None: self._left_DataFrame = self._master else: self._left_DataFrame = self._duplicates - # Validate optional IDs input - if not StringGrouper._is_input_data_combination_valid(duplicates, master_id, duplicates_id): - raise Exception('List of data Series options is invalid') - StringGrouper._validate_id_data(master, duplicates, master_id, duplicates_id) - self.master_id = master_id - self.duplicates_id = duplicates_id self.is_build = False def _set_options(self, **kwargs): self._config: StringGrouperConfig = StringGrouperConfig(**kwargs) if self._config.max_n_matches is None: - self.max_n_matches = len(self._master) + self._max_n_matches = len(self._master) else: - self.max_n_matches = self._config.max_n_matches + self._max_n_matches = self._config.max_n_matches self._validate_group_rep_specs() self._validate_tfidf_matrix_dtype() @@ -225,7 +332,7 @@ def master(self): def master(self, master): if not StringGrouper._is_series_of_strings(master): raise TypeError('Master input does not consist of pandas.Series containing only Strings') - self._master = master + self._master: pd.Series = master @property def duplicates(self): @@ -235,31 +342,7 @@ def duplicates(self): def duplicates(self, duplicates): if duplicates is not None and not StringGrouper._is_series_of_strings(duplicates): raise TypeError('Duplicates input does not consist of pandas.Series containing only Strings') - self._duplicates = duplicates - - @property - def master_id(self): - return self._master_id - - @master_id.setter - def master_id(self, master_id): - self._master_id = master_id - - @property - def duplicates_id(self): - return self._duplicates_id - - @duplicates_id.setter - def duplicates_id(self, duplicates_id): - self._duplicates_id = duplicates_id - - @property - def max_n_matches(self): - return self._max_n_matches - - @max_n_matches.setter - def max_n_matches(self, max_n_matches): - self._max_n_matches = max_n_matches + self._duplicates: Optional[pd.Series] = duplicates def n_grams(self, string: str) -> List[str]: """ @@ -366,8 +449,7 @@ def end(partition, left=True): left_matrix, right_matrix, nnz_rows[slice(*left_partition)]) except OverflowError: # Matrices too big! Try splitting: - left_matrix = None - right_matrix = None + del left_matrix, right_matrix max_n_matches = self._max_n_matches def split_partition(partition, left=True): @@ -598,6 +680,114 @@ def get_groups(self, replace_na = self._config.replace_na return self._get_nearest_matches(ignore_index=ignore_index, replace_na=replace_na) + def match_strings(self, + master: pd.Series, + duplicates: Optional[pd.Series] = None, + master_id: Optional[pd.Series] = None, + duplicates_id: Optional[pd.Series] = None, + **kwargs) -> pd.DataFrame: + """ + Returns all highly similar strings without rebuilding the corpus. + If only 'master' is given, it will return highly similar strings within master. + This can be seen as an self-join. If both master and duplicates is given, it will return highly similar strings + between master and duplicates. This can be seen as an inner-join. + + :param master: pandas.Series. Series of strings against which matches are calculated. + :param duplicates: pandas.Series. Series of strings that will be matched with master if given (Optional). + :param master_id: pandas.Series. Series of values that are IDs for master column rows (Optional). + :param duplicates_id: pandas.Series. Series of values that are IDs for duplicates column rows (Optional). + :param kwargs: All other keyword arguments are passed to StringGrouperConfig. + :return: pandas.Dataframe. + """ + self.reset_data(master, duplicates, master_id, duplicates_id) + self.update_options(**kwargs) + self = self.fit() + return self.get_matches() + + def match_most_similar(self, + master: pd.Series, + duplicates: pd.Series, + master_id: Optional[pd.Series] = None, + duplicates_id: Optional[pd.Series] = None, + **kwargs) -> Union[pd.DataFrame, pd.Series]: + """ + If no IDs ('master_id' and 'duplicates_id') are given, returns, without rebuilding the corpus, a + Series of strings of the same length as 'duplicates' where for each string in duplicates the most + similar string in 'master' is returned. + If there are no similar strings in master for a given string in duplicates + (there is no potential match where the cosine similarity is above the threshold [default: 0.8]) + the original string in duplicates is returned. + + For example the input Series [foooo, bar, baz] (master) and [foooob, bar, new] will return: + [foooo, bar, new]. + + If IDs (both 'master_id' and 'duplicates_id') are also given, returns a DataFrame of the same strings + output in the above case with their corresponding IDs. + + :param master: pandas.Series. Series of strings that the duplicates will be matched with. + :param duplicates: pandas.Series. Series of strings that will me matched with the master. + :param master_id: pandas.Series. Series of values that are IDs for master column rows. (Optional) + :param duplicates_id: pandas.Series. Series of values that are IDs for duplicates column rows. (Optional) + :param kwargs: All other keyword arguments are passed to StringGrouperConfig. (Optional) + :return: pandas.Series or pandas.DataFrame. + """ + self.reset_data(master, duplicates, master_id, duplicates_id) + + old_max_n_matches = self._max_n_matches + new_max_n_matches = None + if 'max_n_matches' in kwargs: + new_max_n_matches = kwargs['max_n_matches'] + kwargs['max_n_matches'] = 1 + self.update_options(**kwargs) + + self = self.fit() + output = self.get_groups() + + kwargs['max_n_matches'] = old_max_n_matches if new_max_n_matches is None else new_max_n_matches + self.update_options(**kwargs) + return output + + def group_similar_strings(self, + strings_to_group: pd.Series, + string_ids: Optional[pd.Series] = None, + **kwargs) -> Union[pd.DataFrame, pd.Series]: + """ + If 'string_ids' is not given, finds all similar strings in 'strings_to_group' without rebuilding the + corpus and returns a Series of strings of the same length as 'strings_to_group'. For each group of + similar strings a single string is chosen as the 'master' string and is returned for each member of + the group. + + For example the input Series: [foooo, foooob, bar] will return [foooo, foooo, bar]. Here 'foooo' and + 'foooob' are grouped together into group 'foooo' because they are found to be very similar. + + If string_ids is also given, a DataFrame of the strings and their corresponding IDs is instead returned. + + :param strings_to_group: pandas.Series. The input Series of strings to be grouped. + :param string_ids: pandas.Series. The input Series of the IDs of the strings to be grouped. (Optional) + :param kwargs: All other keyword arguments are passed to StringGrouperConfig. (Optional) + :return: pandas.Series or pandas.DataFrame. + """ + self.reset_data(strings_to_group, master_id=string_ids) + self.update_options(**kwargs) + self = self.fit() + return self.get_groups() + + def compute_pairwise_similarities(self, + string_series_1: pd.Series, + string_series_2: pd.Series, + **kwargs) -> pd.Series: + """ + Computes the similarity scores between two Series of strings row-wise without rebuilding the corpus. + + :param string_series_1: pandas.Series. The input Series of strings to be grouped + :param string_series_2: pandas.Series. The input Series of the IDs of the strings to be grouped + :param kwargs: All other keyword arguments are passed to StringGrouperConfig + :return: pandas.Series of similarity scores, the same length as string_series_1 and string_series_2 + """ + self.reset_data(string_series_1, string_series_2) + self.update_options(**kwargs) + return self.dot() + @validate_is_fit def add_match(self, master_side: str, dupe_side: str) -> 'StringGrouper': """Adds a match if it wasn't found by the fit function""" @@ -942,141 +1132,3 @@ def _validate_id_data(master, duplicates, master_id, duplicates_id): raise Exception('Both master and master_id must be pandas.Series of the same length.') if duplicates is not None and duplicates_id is not None and len(duplicates) != len(duplicates_id): raise Exception('Both duplicates and duplicates_id must be pandas.Series of the same length.') - - -# High level functions - - -def compute_pairwise_similarities(string_series_1: pd.Series, - string_series_2: pd.Series, - corpus: Optional[StringGrouper] = None, - **kwargs) -> pd.Series: - """ - Computes the similarity scores between two Series of strings row-wise. - - :param string_series_1: pandas.Series. The input Series of strings to be grouped - :param string_series_2: pandas.Series. The input Series of the IDs of the strings to be grouped - :param corpus: An already initialized StringGrouper object (thus already containing a corpus). - :param kwargs: All other keyword arguments are passed to StringGrouperConfig - :return: pandas.Series of similarity scores, the same length as string_series_1 and string_series_2 - """ - if not corpus: - corpus = StringGrouper(string_series_1, string_series_2, **kwargs) - else: - corpus.reset_data(string_series_1, string_series_2) - corpus.update_options(**kwargs) - return corpus.dot() - - -def group_similar_strings(strings_to_group: pd.Series, - string_ids: Optional[pd.Series] = None, - corpus: Optional[StringGrouper] = None, - **kwargs) -> Union[pd.DataFrame, pd.Series]: - """ - If 'string_ids' is not given, finds all similar strings in 'strings_to_group' and returns a Series of - strings of the same length as 'strings_to_group'. For each group of similar strings a single string - is chosen as the 'master' string and is returned for each member of the group. - - For example the input Series: [foooo, foooob, bar] will return [foooo, foooo, bar]. Here 'foooo' and - 'foooob' are grouped together into group 'foooo' because they are found to be very similar. - - If string_ids is also given, a DataFrame of the strings and their corresponding IDs is instead returned. - - :param strings_to_group: pandas.Series. The input Series of strings to be grouped. - :param string_ids: pandas.Series. The input Series of the IDs of the strings to be grouped. (Optional) - :param corpus: An already initialized StringGrouper object (thus already containing a corpus). - :param kwargs: All other keyword arguments are passed to StringGrouperConfig. (Optional) - :return: pandas.Series or pandas.DataFrame. - """ - if not corpus: - corpus = StringGrouper(strings_to_group, - master_id=string_ids, - **kwargs) - else: - corpus.reset_data(strings_to_group, master_id=string_ids) - corpus.update_options(**kwargs) - corpus = corpus.fit() - return corpus.get_groups() - - -def match_most_similar(master: pd.Series, - duplicates: pd.Series, - master_id: Optional[pd.Series] = None, - duplicates_id: Optional[pd.Series] = None, - corpus: Optional[StringGrouper] = None, - **kwargs) -> Union[pd.DataFrame, pd.Series]: - """ - If no IDs ('master_id' and 'duplicates_id') are given, returns a Series of strings of the same length - as 'duplicates' where for each string in duplicates the most similar string in 'master' is returned. - If there are no similar strings in master for a given string in duplicates - (there is no potential match where the cosine similarity is above the threshold [default: 0.8]) - the original string in duplicates is returned. - - For example the input Series [foooo, bar, baz] (master) and [foooob, bar, new] will return: - [foooo, bar, new]. - - If IDs (both 'master_id' and 'duplicates_id') are also given, returns a DataFrame of the same strings - output in the above case with their corresponding IDs. - - :param master: pandas.Series. Series of strings that the duplicates will be matched with. - :param duplicates: pandas.Series. Series of strings that will me matched with the master. - :param master_id: pandas.Series. Series of values that are IDs for master column rows. (Optional) - :param duplicates_id: pandas.Series. Series of values that are IDs for duplicates column rows. (Optional) - :param corpus: An already initialized StringGrouper object (thus already containing a corpus). - :param kwargs: All other keyword arguments are passed to StringGrouperConfig. (Optional) - :return: pandas.Series or pandas.DataFrame. - """ - new_max_n_matches = None - if 'max_n_matches' in kwargs: - new_max_n_matches = kwargs['max_n_matches'] - kwargs['max_n_matches'] = 1 - - if not corpus: - corpus = StringGrouper(master, - duplicates=duplicates, - master_id=master_id, - duplicates_id=duplicates_id, - **kwargs) - corpus = corpus.fit() - output = corpus.get_groups() - else: - corpus.reset_data(master, duplicates, master_id, duplicates_id) - old_max_n_matches = corpus.max_n_matches - corpus.update_options(**kwargs) - corpus = corpus.fit() - output = corpus.get_groups() - kwargs['max_n_matches'] = old_max_n_matches if new_max_n_matches is None else new_max_n_matches - corpus.update_options(**kwargs) - return output - - -def match_strings(master: pd.Series, - duplicates: Optional[pd.Series] = None, - master_id: Optional[pd.Series] = None, - duplicates_id: Optional[pd.Series] = None, - corpus: Optional[StringGrouper] = None, - **kwargs) -> pd.DataFrame: - """ - Returns all highly similar strings. If only 'master' is given, it will return highly similar strings within master. - This can be seen as an self-join. If both master and duplicates is given, it will return highly similar strings - between master and duplicates. This can be seen as an inner-join. - - :param master: pandas.Series. Series of strings against which matches are calculated. - :param duplicates: pandas.Series. Series of strings that will be matched with master if given (Optional). - :param master_id: pandas.Series. Series of values that are IDs for master column rows (Optional). - :param duplicates_id: pandas.Series. Series of values that are IDs for duplicates column rows (Optional). - :param corpus: An already initialized StringGrouper object (thus already containing a corpus). - :param kwargs: All other keyword arguments are passed to StringGrouperConfig. - :return: pandas.Dataframe. - """ - if not corpus: - corpus = StringGrouper(master, - duplicates=duplicates, - master_id=master_id, - duplicates_id=duplicates_id, - **kwargs) - else: - corpus.reset_data(master, duplicates, master_id, duplicates_id) - corpus.update_options(**kwargs) - corpus = corpus.fit() - return corpus.get_matches() diff --git a/string_grouper/test/test_string_grouper.py b/string_grouper/test/test_string_grouper.py index 1a1bff53..21100445 100644 --- a/string_grouper/test/test_string_grouper.py +++ b/string_grouper/test/test_string_grouper.py @@ -136,22 +136,10 @@ def fix_row_order(df): sg = StringGrouper(df1, min_similarity=0.1) pd.testing.assert_series_equal(sg.master, df1) self.assertEqual(sg.duplicates, None) - self.assertEqual(sg.master_id, None) - self.assertEqual(sg.duplicates_id, None) - self.assertEqual(sg.max_n_matches, len(df1)) - matches = fix_row_order(match_strings(df1, corpus=sg, n_blocks=(1, 1))) + matches = fix_row_order(sg.match_strings(df1, n_blocks=(1, 1))) self.assertEqual(sg._config.n_blocks, (1, 1)) - # next test auto blocking by forcing an OverflowError when the - # combined Series' lengths is 3 - sg.clear_data() - self.assertEqual(sg.master, None) - sg.reset_data(df1) - pd.testing.assert_series_equal(sg.master, df1) - sg.update_options(n_blocks=None) - self.assertEqual(sg._config.n_blocks, None) - # Create a custom wrapper for this StringGrouper instance's # _build_matches() method which will later be used to # mock _build_matches(). @@ -174,7 +162,11 @@ def do_test_with(OverflowThreshold): nonlocal sg # allows reference to sg, as sg will be modified below # Now let us mock sg._build_matches: sg._build_matches = Mock(side_effect=mock_build_matches(OverflowThreshold)) - sg = sg.fit() + sg.clear_data() + matches_auto = fix_row_order(sg.match_strings(df1, n_blocks=None)) + pd.testing.assert_series_equal(sg.master, df1) + pd.testing.assert_frame_equal(matches, matches_auto) + self.assertEqual(sg._config.n_blocks, None) # Note that _build_matches is called more than once if and only if # a split occurred (that is, there was more than one pair of # matrix-blocks multiplied) @@ -185,10 +177,11 @@ def do_test_with(OverflowThreshold): else: # Assert that split did not occur: self.assertEqual(sg._build_matches.call_count, 1) - matches_auto = fix_row_order(sg.get_matches()) - pd.testing.assert_frame_equal(matches, matches_auto) - do_test_with(OverflowThreshold=100) + # now test auto blocking by forcing an OverflowError when the + # combined Series' lengths is greater than 10, 5, 3, 2 + + do_test_with(OverflowThreshold=100) # does not trigger auto blocking do_test_with(OverflowThreshold=10) do_test_with(OverflowThreshold=5) do_test_with(OverflowThreshold=3) @@ -345,7 +338,7 @@ def test_compute_pairwise_similarities(self): expected_result = expected_result.astype(np.float32) pd.testing.assert_series_equal(expected_result, similarities) sg = StringGrouper(df1, df2) - similarities = compute_pairwise_similarities(df1, df2, corpus=sg) + similarities = sg.compute_pairwise_similarities(df1, df2) pd.testing.assert_series_equal(expected_result, similarities) def test_compute_pairwise_similarities_data_integrity(self): @@ -711,9 +704,8 @@ def test_get_groups_single_df_group_rep_default(self): sg = StringGrouper(customers_df['Customer Name']) pd.testing.assert_series_equal( simple_example.expected_result_centroid, - group_similar_strings( + sg.group_similar_strings( customers_df['Customer Name'], - corpus=sg, min_similarity=0.6, ignore_index=True ) @@ -837,7 +829,7 @@ def test_get_groups_two_df(self): result = sg.get_groups() expected_result = pd.Series(['foooo', 'bar', 'baz', 'foooo'], name='most_similar_master') pd.testing.assert_series_equal(expected_result, result) - result = match_most_similar(test_series_1, test_series_2, corpus=sg) + result = sg.match_most_similar(test_series_1, test_series_2, max_n_matches=3) pd.testing.assert_series_equal(expected_result, result) def test_get_groups_2_string_series_2_id_series(self): From e04f3173129c2f67952c62fbea06e7c91749200b Mon Sep 17 00:00:00 2001 From: Particular Miner <78448465+ParticularMiner@users.noreply.github.com> Date: Wed, 29 Sep 2021 14:17:53 +0200 Subject: [PATCH 09/13] modified README.md --- README.md | 29 ++++++++++++++++++---------- images/ScaledRuntimeContourPlot.png | Bin 55794 -> 63985 bytes 2 files changed, 19 insertions(+), 10 deletions(-) diff --git a/README.md b/README.md index 0d075ab5..0df77bf5 100644 --- a/README.md +++ b/README.md @@ -143,6 +143,7 @@ All functions are built using a class **`StringGrouper`**. This class can be use Defaults to `0.8` * **`number_of_processes`**: The number of processes used by the cosine similarity calculation. Defaults to `number of cores on a machine - 1.` + * **`ignore_case`**: Determines whether or not letter case in strings should be ignored. Defaults to `True`. * **`ignore_index`**: Determines whether indexes are ignored or not. If `False` (the default), index-columns will appear in the output, otherwise not. (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md) for a demonstration.) * **`replace_na`**: For function `match_most_similar`, determines whether `NaN` values in index-columns are replaced or not by index-labels from `duplicates`. Defaults to `False`. (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md) for a demonstration.) * **`include_zeroes`**: When `min_similarity` ≤ 0, determines whether zero-similarity matches appear in the output. Defaults to `True`. (See [tutorials/zero_similarity.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/zero_similarity.md).) **Note:** If `include_zeroes` is `True` and the kwarg `max_n_matches` is set then it must be sufficiently high to capture ***all*** nonzero-similarity-matches, otherwise an error is raised and `string_grouper` suggests an alternative value for `max_n_matches`. To allow `string_grouper` to automatically use the appropriate value for `max_n_matches` then do not set this kwarg at all. @@ -1004,7 +1005,7 @@ companies[companies.deduplicated_name.str.contains('PRICEWATERHOUSECOOPERS LLP') ![Semilogx](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/BlockNumberSpaceExploration1.png) String comparison, as implemented by `string_grouper`, is essentially matrix -multiplication. A DataFrame of strings is converted (tokenized) into a +multiplication. A pandas Series of strings is converted (tokenized) into a matrix. Then that matrix is multiplied by itself (or another) transposed. Here is an illustration of multiplication of two matrices ***D*** and ***M***T: @@ -1042,30 +1043,38 @@ blocks specified. For this reason, it is recommended *not* to split the left ma ![Block Matrix 1 2](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/BlockMatrix_1_2.png) -[Below is a log-log-log contour plot](#ContourPlot) of the +In general, -   ***runtime per string-pair comparison*** -= ***runtime*** / (***Left Operand Size*** × ***Right Operand Size***) +   ***total runtime*** = `n_blocks[0]` × `n_blocks[1]` × ***mean runtime per block-pair*** -scaled by its value -at ***Left Operand Size*** = ***Right Operand Size*** = 5000. Note that ***Operand Size*** -is the number of strings in that operand, and ***runtime*** is the time taken for the following call to run: +                          = ***Left Operand Size*** × ***Right Operand Size*** × + +                               ***mean runtime per block-pair*** / (***Left Block Size*** × ***Right Block Size***) + +So for given left and right operands, minimizing the ***total runtime*** is the same as minimizing the + +   ***runtime per string-pair comparison*** ≝
                              ***mean runtime per block-pair*** / (***Left Block Size*** × ***Right Block Size***) + + +[Below is a log-log-log contour plot](#ContourPlot) of the ***runtime per string-pair comparison*** scaled by its value +at ***Left Block Size*** = ***Right Block Size*** = 5000. Here, ***Block Size*** +is the number of strings in that block, and ***mean runtime per block-pair*** is the time taken for the following call to run: ```python # note the parameter order! match_strings(right_Series, left_Series, n_blocks=(1, 1)) ``` -where `left_Series` and `right_Series`, corresponding to ***Left Operand*** and ***Right Operand*** respectively, are random subsets of the Series `companies['Company Name')]` from the +where `left_Series` and `right_Series`, corresponding to ***Left Block*** and ***Right Block*** respectively, are random subsets of the Series `companies['Company Name')]` from the [sec__edgar_company_info.csv](https://www.kaggle.com/dattapiy/sec-edgar-companies-list/version/1) sample data file. ![ContourPlot](https://raw.githubusercontent.com/ParticularMiner/string_grouper/block/images/ScaledRuntimeContourPlot.png) It can be seen that when `right_Series` is roughly the size of 80 000 (denoted by the white dashed line in the contour plot above), the runtime per string-pair comparison is at -its lowest for any fixed `left_Series` size. Above ***Right Operand Size*** = 80 000, the +its lowest for any fixed `left_Series` size. Above ***Right Block Size*** = 80 000, the matrix-multiplication routine begins to feel the limits of the computer's available memory space and thus its performance deteriorates, as evidenced by the increase in runtime per string-pair comparison there (above the white dashed line). 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z&|HY&1l`{*T`*?@U%oo8Q)cvQdI!>1m6$5sDk@kOH5a4as8p!HoPLL-7bCx3{O{3h&~kHl4i*A`*WZ>a#=tTx4kbvt|Os&{9V9CL+j*<$@!+pXxmjJHP!uU z_$n#pybUqD8r9eLp5vjuzCL75k8iBNc#s7IyPkM?%pLz|s3P3%@Px?KCs29PZQ;EH zK%H8-T*$uIW4pWq#w)4FU@aHVhqxA3+_`%?F{@EEi7GPFpk*&m^T80LgS{<>bclpP(8e+sk_qhBq8Kc>lKKg7csEes^YnN;pW1zO4-oKI;+`p86PY!Q9_E$XhaI`YVufNUN~X1m4yOhtl7_G zB01)h%-n|#t+vkOcvgCqG2T`Ze2kz#G-VT!WoNuMZox8$?Ro`&$r1ydH5KOxTFTyXfg33CX{nopOQ|MCBU5F-tLHkeCOc&A5$OS>PWFGaK?1l4tz?0ahfn^#A|> From dc6734a11bb9005c6cf7d351b3e79bee0820354c Mon Sep 17 00:00:00 2001 From: Particular Miner <78448465+ParticularMiner@users.noreply.github.com> Date: Fri, 1 Oct 2021 22:49:07 +0200 Subject: [PATCH 10/13] introduced awesome_hstack_topn to optimize horizontal block-stacking --- README.md | 14 +- setup.py | 2 +- string_grouper/string_grouper.py | 157 +++++++++------------ string_grouper/test/test_string_grouper.py | 5 +- 4 files changed, 85 insertions(+), 93 deletions(-) diff --git a/README.md b/README.md index 0df77bf5..b9fe4953 100644 --- a/README.md +++ b/README.md @@ -56,8 +56,6 @@ The permitted calling patterns of the four functions, and their return types, ar | `group_similar_strings`| `(strings_to_group, strings_id, **kwargs)`| `DataFrame` | | `compute_pairwise_similarities`| `(string_series_1, string_series_2, **kwargs)`| `Series` | -***New in version 0.6.0***: a new *optional* parameter, namely `corpus`, can now be specified for all of the above high-level functions. `corpus` is a `StringGrouper` instance that has already been initialized (and thus already contains a corpus). The input Series (`master`, `duplicates`, and so on) will thus be tokenized, or transformed into tf-idf matrices, using this corpus. - In the rest of this document the names, `Series` and `DataFrame`, refer to the familiar `pandas` object types. #### Parameters: @@ -72,6 +70,18 @@ In the rest of this document the names, `Series` and `DataFrame`, refer to the f |**`string_series_1(_2)`** | A `Series` of strings each of which is to be compared with its corresponding string in `string_series_2(_1)`. | |**`**kwargs`** | Keyword arguments (see [below](#kwargs)).| +***New in version 0.6.0***: each of the high-level functions listed above also has a `StringGrouper` method counterpart of the same name and parameters. Calling such a method of any instance of `StringGrouper` will not rebuild the instance's underlying corpus to make string-comparisons but rather use it to perform the string-comparisons. The input Series to the method (`master`, `duplicates`, and so on) will thus be encoded, or transformed, into tf-idf matrices, using this corpus. For example: +```python +# Build a corpus using strings in the pandas Series master: +sg = StringGrouper(master) +# The following method-calls will compare strings first in +# pandas Series new_master_1 and next in new_master_2 +# using the corpus already built above without rebuilding or +# changing it in any way: +matches1 = sg.match_strings(new_master_1) +matches2 = sg.match_strings(new_master_2) +``` + #### Functions: * #### `match_strings` diff --git a/setup.py b/setup.py index fbadfc16..40cf19df 100644 --- a/setup.py +++ b/setup.py @@ -26,6 +26,6 @@ , 'scikit-learn' , 'numpy' , 'sparse_dot_topn_for_blocks>=0.3.1' - , 'topn>=0.0.4' + , 'topn>=0.0.6' ] ) diff --git a/string_grouper/string_grouper.py b/string_grouper/string_grouper.py index b0fddd1f..a6ec40d5 100644 --- a/string_grouper/string_grouper.py +++ b/string_grouper/string_grouper.py @@ -3,12 +3,13 @@ import re import multiprocessing from sklearn.feature_extraction.text import TfidfVectorizer +from scipy.sparse import vstack from scipy.sparse.csr import csr_matrix from scipy.sparse.lil import lil_matrix from scipy.sparse.csgraph import connected_components from typing import Tuple, NamedTuple, List, Optional, Union from sparse_dot_topn_for_blocks import awesome_cossim_topn -from topn import awesome_topn +from topn import awesome_hstack_topn from functools import wraps @@ -381,45 +382,55 @@ def divide_by(n, series): block_ranges_left = divide_by(n_blocks[0], self._left_DataFrame) block_ranges_right = divide_by(n_blocks[1], self._right_DataFrame) - max_n_matches = self._max_n_matches self._true_max_n_matches = 0 + vblocks = [] for left_block in block_ranges_left: left_matrix = self._get_left_tf_idf_matrix(left_block) nnz_rows = np.full(left_matrix.shape[0], 0, dtype=np.int32) + hblocks = [] for right_block in block_ranges_right: - self._max_n_matches = min( - right_block[1] - right_block[0], - max_n_matches - ) right_matrix = self._get_right_tf_idf_matrix(right_block) # Calculate the matches using the cosine similarity + # Note: awesome_cossim_topn will sort each row only when + # _max_n_matches < size of right_block or sort=True matches, block_true_max_n_matches = self._build_matches( - left_matrix, right_matrix, nnz_rows - ) - - # build match-lists from matrix - r, c = matches.nonzero() - d = matches.data - (self._r, self._c, self._d) = ( - np.append(self._r, r + left_block[0]), - np.append(self._c, c + right_block[0]), - np.append(self._d, d) + left_matrix, right_matrix, nnz_rows, sort=(len(block_ranges_right) == 1) ) + hblocks.append(matches) # end of inner loop self._true_max_n_matches = \ max(block_true_max_n_matches, self._true_max_n_matches) + if len(block_ranges_right) > 1: + # Note: awesome_hstack_topn will sort each row only when + # _max_n_matches < length of _right_DataFrame or sort=True + vblocks.append( + awesome_hstack_topn( + hblocks, + self._max_n_matches, + sort=True, + use_threads=self._config.number_of_processes > 1, + n_jobs=self._config.number_of_processes + ) + ) + else: + vblocks.append(hblocks[0]) + del hblocks + del matches # end of outer loop - self._max_n_matches = max_n_matches - return max(n_blocks) > 1 + if len(block_ranges_left) > 1: + return vstack(vblocks) + else: + return vblocks[0] def _fit_blockwise_auto(self, left_partition=(None, None), right_partition=(None, None), nnz_rows=None, + sort=True, whoami=0): # This is a recursive function! # fit() has been extended here to enable StringGrouper to handle large @@ -446,11 +457,11 @@ def end(partition, left=True): try: # Calculate the matches using the cosine similarity matches, true_max_n_matches = self._build_matches( - left_matrix, right_matrix, nnz_rows[slice(*left_partition)]) + left_matrix, right_matrix, nnz_rows[slice(*left_partition)], + sort=sort) except OverflowError: # Matrices too big! Try splitting: del left_matrix, right_matrix - max_n_matches = self._max_n_matches def split_partition(partition, left=True): data_begin = begin(partition) @@ -463,38 +474,49 @@ def split_partition(partition, left=True): left_halves = split_partition(left_partition, left=True) right_halves = split_partition(right_partition, left=False) + vblocks = [] for lhalf in left_halves: + hblocks = [] for rhalf in right_halves: - self._max_n_matches = min( - rhalf[1] - rhalf[0], - max_n_matches - ) - _ = self._fit_blockwise_auto( + # Note: awesome_cossim_topn will sort each row only when + # _max_n_matches < size of right_partition or sort=True + matches = self._fit_blockwise_auto( left_partition=lhalf, right_partition=rhalf, nnz_rows=nnz_rows, + sort=((whoami == 0) and (len(right_halves) == 1)), whoami=(whoami + 1) ) + hblocks.append(matches) # end of inner loop if whoami == 0: self._true_max_n_matches = max( np.amax(nnz_rows[slice(*lhalf)]), self._true_max_n_matches ) + if len(right_halves) > 1: + # Note: awesome_hstack_topn will sort each row only when + # _max_n_matches < length of _right_DataFrame or sort=True + vblocks.append( + awesome_hstack_topn( + hblocks, + self._max_n_matches, + sort=(whoami == 0), + use_threads=self._config.number_of_processes > 1, + n_jobs=self._config.number_of_processes + ) + ) + else: + vblocks.append(hblocks[0]) + del hblocks # end of outer loop - self._max_n_matches = max_n_matches - return True + if len(left_halves) > 1: + return vstack(vblocks) + else: + return vblocks[0] - # build match-lists from matrix - r, c = matches.nonzero() - d = matches.data - (self._r, self._c, self._d) = ( - np.append(self._r, r + begin(left_partition)), - np.append(self._c, c + begin(right_partition)), - np.append(self._d, d) - ) if whoami == 0: self._true_max_n_matches = true_max_n_matches - return False + return matches def fit(self, force_symmetries=None, n_blocks=None): """ @@ -507,41 +529,14 @@ def fit(self, force_symmetries=None, n_blocks=None): if n_blocks is None: n_blocks = self._config.n_blocks - # initialize match-lists - self._r = np.array([], dtype=np.int64) - self._c = np.array([], dtype=np.int64) - self._d = np.array([], dtype=self._config.tfidf_matrix_dtype) - self._matches_list = pd.DataFrame() - # do the matching if n_blocks is None: - split_occurred = self._fit_blockwise_auto() + matches = self._fit_blockwise_auto() else: - split_occurred = self._fit_blockwise_manual(n_blocks=n_blocks) + matches = self._fit_blockwise_manual(n_blocks=n_blocks) # enforce symmetries? if force_symmetries and (self._duplicates is None): - matrix_sz = len(self._master) - if split_occurred: - # trim the matches to max_n_matches - self._r, self._c, self._d = awesome_topn( - self._r, self._c, self._d, - ntop=self._max_n_matches, n_rows=matrix_sz, - n_jobs=self._config.number_of_processes - ) - matches = csr_matrix( - (self._d, self._c, self._r), - shape=(matrix_sz, matrix_sz) - ) - else: - matches = csr_matrix( - (self._d, (self._r, self._c)), - shape=(matrix_sz, matrix_sz) - ) - - # release memory - self._r = self._c = self._d = np.array([]) - # convert to lil format for best efficiency when setting # matrix-elements matches = matches.tolil() @@ -553,19 +548,7 @@ def fit(self, force_symmetries=None, n_blocks=None): # (i.e., if A != B and A matches B; then B matches A) matches = StringGrouper._symmetrize_matrix(matches) matches = matches.tocsr() - self._matches_list = self._get_matches_list(matches) - else: - if split_occurred: - # trim the matches to max_n_matches - self._r, self._c, self._d = awesome_topn( - self._r, self._c, self._d, - ntop=self._max_n_matches, - n_jobs=self._config.number_of_processes - ) - self._matches_list = self._get_matches_list() - # release memory - self._r = self._c = self._d = np.array([]) - + self._matches_list = self._get_matches_list(matches) self.is_build = True return self @@ -853,7 +836,8 @@ def _fit_vectorizer(self) -> TfidfVectorizer: def _build_matches(self, left_matrix: csr_matrix, right_matrix: csr_matrix, - nnz_rows: np.ndarray = None) -> csr_matrix: + nnz_rows: np.ndarray = None, + sort: bool = True) -> csr_matrix: """Builds the cossine similarity matrix of two csr matrices""" right_matrix = right_matrix.transpose() @@ -862,6 +846,7 @@ def _build_matches(self, optional_kwargs = { 'return_best_ntop': True, + 'sort': sort, 'use_threads': self._config.number_of_processes > 1, 'n_jobs': self._config.number_of_processes} @@ -873,17 +858,13 @@ def _build_matches(self, **optional_kwargs) def _get_matches_list(self, - matches: Optional[csr_matrix] = None + matches: csr_matrix ) -> pd.DataFrame: """Returns a list of all the indices of matches""" - if matches is None: - r, c, d = self._r, self._c, self._d - else: - r, c = matches.nonzero() - d = matches.data - - return pd.DataFrame({'master_side': c, - 'dupe_side': r, + r, c = matches.nonzero() + d = matches.data + return pd.DataFrame({'master_side': c.astype(np.int64), + 'dupe_side': r.astype(np.int64), 'similarity': d}) def _get_non_matches_list(self) -> pd.DataFrame: diff --git a/string_grouper/test/test_string_grouper.py b/string_grouper/test/test_string_grouper.py index 21100445..6d8b4d75 100644 --- a/string_grouper/test/test_string_grouper.py +++ b/string_grouper/test/test_string_grouper.py @@ -151,11 +151,12 @@ def mock_build_matches(OverflowThreshold, real_build_matches=sg._build_matches): def wrapper(left_matrix, right_matrix, - nnz_rows=None): + nnz_rows=None, + sort=True): if (left_matrix.shape[0] + right_matrix.shape[0]) > \ OverflowThreshold: raise OverflowError - return real_build_matches(left_matrix, right_matrix, nnz_rows) + return real_build_matches(left_matrix, right_matrix, nnz_rows, sort) return wrapper def do_test_with(OverflowThreshold): From 3e4fe6ef97c638e3f94d74530736433ac03a2900 Mon Sep 17 00:00:00 2001 From: Particular Miner <78448465+ParticularMiner@users.noreply.github.com> Date: Wed, 6 Oct 2021 22:00:14 +0200 Subject: [PATCH 11/13] moved class members' first appearance to __init__() fixed _fix_diagonal() and _symmetrize_matrix() --- README.md | 6 +- string_grouper/__init__.py | 2 +- string_grouper/string_grouper.py | 68 ++++++++++++++-------- string_grouper/test/test_string_grouper.py | 2 +- 4 files changed, 48 insertions(+), 30 deletions(-) diff --git a/README.md b/README.md index b9fe4953..270b4e26 100644 --- a/README.md +++ b/README.md @@ -146,14 +146,14 @@ All functions are built using a class **`StringGrouper`**. This class can be use All keyword arguments not mentioned in the function definitions above are used to update the default settings. The following optional arguments can be used: * **`ngram_size`**: The amount of characters in each n-gram. Default is `3`. + * **`regex`**: The regex string used to clean-up the input string. Default is `r"[,-./]|\s"`. + * **`ignore_case`**: Determines whether or not letter case in strings should be ignored. Defaults to `True`. * **`tfidf_matrix_dtype`**: The datatype for the tf-idf values of the matrix components. Allowed values are `numpy.float32` and `numpy.float64`. Default is `numpy.float32`. (Note: `numpy.float32` often leads to faster processing and a smaller memory footprint albeit less numerical precision than `numpy.float64`.) - * **`regex`**: The regex string used to clean-up the input string. Default is `"[,-./]|\s"`. - * **`max_n_matches`**: The maximum number of matches allowed per string in `master`. Default is the number of strings in `duplicates` (or `master`, if `duplicates` is not given). + * **`max_n_matches`**: The maximum number of matching strings in `master` allowed per string in `duplicates`. Default is the total number of strings in `master`. * **`min_similarity`**: The minimum cosine similarity for two strings to be considered a match. Defaults to `0.8` * **`number_of_processes`**: The number of processes used by the cosine similarity calculation. Defaults to `number of cores on a machine - 1.` - * **`ignore_case`**: Determines whether or not letter case in strings should be ignored. Defaults to `True`. * **`ignore_index`**: Determines whether indexes are ignored or not. If `False` (the default), index-columns will appear in the output, otherwise not. (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md) for a demonstration.) * **`replace_na`**: For function `match_most_similar`, determines whether `NaN` values in index-columns are replaced or not by index-labels from `duplicates`. Defaults to `False`. (See [tutorials/ignore_index_and_replace_na.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/ignore_index_and_replace_na.md) for a demonstration.) * **`include_zeroes`**: When `min_similarity` ≤ 0, determines whether zero-similarity matches appear in the output. Defaults to `True`. (See [tutorials/zero_similarity.md](https://github.com/Bergvca/string_grouper/blob/master/tutorials/zero_similarity.md).) **Note:** If `include_zeroes` is `True` and the kwarg `max_n_matches` is set then it must be sufficiently high to capture ***all*** nonzero-similarity-matches, otherwise an error is raised and `string_grouper` suggests an alternative value for `max_n_matches`. To allow `string_grouper` to automatically use the appropriate value for `max_n_matches` then do not set this kwarg at all. diff --git a/string_grouper/__init__.py b/string_grouper/__init__.py index 84e3abd8..3b872b9b 100644 --- a/string_grouper/__init__.py +++ b/string_grouper/__init__.py @@ -1,2 +1,2 @@ from .string_grouper import compute_pairwise_similarities, group_similar_strings, match_most_similar, match_strings, \ -StringGrouperConfig, StringGrouper + StringGrouperConfig, StringGrouper diff --git a/string_grouper/string_grouper.py b/string_grouper/string_grouper.py index a6ec40d5..eb7e2178 100644 --- a/string_grouper/string_grouper.py +++ b/string_grouper/string_grouper.py @@ -161,7 +161,8 @@ class StringGrouperConfig(NamedTuple): (Note: np.float32 often leads to faster processing and a smaller memory footprint albeit less precision than np.float64.) :param regex: str. The regex string used to cleanup the input string. Default is '[,-./]|\s'. - :param max_n_matches: int. The maximum number of matches allowed per string. Default is 20. + :param max_n_matches: int. The maximum number of matching strings in master allowed per string in duplicates. + Default is the total number of strings in master. :param min_similarity: float. The minimum cosine similarity for two strings to be considered a match. Defaults to 0.8. :param number_of_processes: int. The number of processes used by the cosine similarity calculation. @@ -236,6 +237,27 @@ def __init__(self, master: pd.Series, :param duplicates_id: pandas.Series. If set, contains ID values for each row in duplicates Series. :param kwargs: All other keyword arguments are passed to StringGrouperConfig """ + # private members: + self.is_build = False + + self._master: pd.DataFrame = pd.DataFrame() + self._duplicates: Optional[pd.Series] = None + self._master_id: Optional[pd.Series] = None + self._duplicates_id: Optional[pd.Series] = None + + self._right_Series: pd.DataFrame = pd.DataFrame() + self._left_Series: pd.DataFrame = pd.DataFrame() + + # After the StringGrouper is fit, _matches_list will contain the indices and similarities of the matches + self._matches_list: pd.DataFrame = pd.DataFrame() + # _true_max_n_matches will contain the true maximum number of matches over all strings in master if + # self._config.min_similarity <= 0 + self._true_max_n_matches: int = 0 + self._max_n_matches: int = 0 + + self._config: StringGrouperConfig = StringGrouperConfig(**kwargs) + + # initialize the members: self._set_data(master, duplicates, master_id, duplicates_id) self._set_options(**kwargs) self._build_corpus() @@ -253,20 +275,20 @@ def _set_data(self, if not StringGrouper._is_input_data_combination_valid(duplicates, master_id, duplicates_id): raise Exception('List of data Series options is invalid') StringGrouper._validate_id_data(master, duplicates, master_id, duplicates_id) - self._master_id: Optional[pd.Series] = master_id - self._duplicates_id: Optional[pd.Series] = duplicates_id + self._master_id = master_id + self._duplicates_id = duplicates_id # Set some private members - self._right_DataFrame = self._master + self._right_Series = self._master if self._duplicates is None: - self._left_DataFrame = self._master + self._left_Series = self._master else: - self._left_DataFrame = self._duplicates + self._left_Series = self._duplicates self.is_build = False def _set_options(self, **kwargs): - self._config: StringGrouperConfig = StringGrouperConfig(**kwargs) + self._config = StringGrouperConfig(**kwargs) if self._config.max_n_matches is None: self._max_n_matches = len(self._master) @@ -281,11 +303,6 @@ def _set_options(self, **kwargs): def _build_corpus(self): self._vectorizer = TfidfVectorizer(min_df=1, analyzer=self.n_grams, dtype=self._config.tfidf_matrix_dtype) - # After the StringGrouper is built, _matches_list will contain the indices and similarities of the matches - self._matches_list: pd.DataFrame = pd.DataFrame() - # _true_max_n_matches will contain the true maximum number of matches over all strings in master if - # self._config.min_similarity <= 0 - self._true_max_n_matches = None self._vectorizer = self._fit_vectorizer() self.is_build = False # indicates if the grouper was fit or not @@ -311,8 +328,8 @@ def clear_data(self): self._master_id = None self._duplicates_id = None self._matches_list = None - self._left_DataFrame = None - self._right_DataFrame = None + self._left_Series = None + self._right_Series = None self.is_build = False def update_options(self, **kwargs): @@ -333,7 +350,7 @@ def master(self): def master(self, master): if not StringGrouper._is_series_of_strings(master): raise TypeError('Master input does not consist of pandas.Series containing only Strings') - self._master: pd.Series = master + self._master = master @property def duplicates(self): @@ -343,7 +360,7 @@ def duplicates(self): def duplicates(self, duplicates): if duplicates is not None and not StringGrouper._is_series_of_strings(duplicates): raise TypeError('Duplicates input does not consist of pandas.Series containing only Strings') - self._duplicates: Optional[pd.Series] = duplicates + self._duplicates = duplicates def n_grams(self, string: str) -> List[str]: """ @@ -380,10 +397,11 @@ def divide_by(n, series): equal_block_sz[0, 1:] = equal_block_sz[1, :-1] return equal_block_sz.T - block_ranges_left = divide_by(n_blocks[0], self._left_DataFrame) - block_ranges_right = divide_by(n_blocks[1], self._right_DataFrame) + block_ranges_left = divide_by(n_blocks[0], self._left_Series) + block_ranges_right = divide_by(n_blocks[1], self._right_Series) self._true_max_n_matches = 0 + block_true_max_n_matches = 0 vblocks = [] for left_block in block_ranges_left: left_matrix = self._get_left_tf_idf_matrix(left_block) @@ -405,7 +423,7 @@ def divide_by(n, series): max(block_true_max_n_matches, self._true_max_n_matches) if len(block_ranges_right) > 1: # Note: awesome_hstack_topn will sort each row only when - # _max_n_matches < length of _right_DataFrame or sort=True + # _max_n_matches < length of _right_Series or sort=True vblocks.append( awesome_hstack_topn( hblocks, @@ -443,7 +461,7 @@ def end(partition, left=True): if partition[1] is not None: return partition[1] - return len(self._left_DataFrame if left else self._right_DataFrame) + return len(self._left_Series if left else self._right_Series) left_matrix = self._get_left_tf_idf_matrix(left_partition) right_matrix = self._get_right_tf_idf_matrix(right_partition) @@ -495,7 +513,7 @@ def split_partition(partition, left=True): ) if len(right_halves) > 1: # Note: awesome_hstack_topn will sort each row only when - # _max_n_matches < length of _right_DataFrame or sort=True + # _max_n_matches < length of _right_Series or sort=True vblocks.append( awesome_hstack_topn( hblocks, @@ -815,14 +833,14 @@ def _get_left_tf_idf_matrix(self, partition=(None, None)): # does not set the corpus but rather # builds a matrix using the existing corpus return self._vectorizer.transform( - self._left_DataFrame.iloc[slice(*partition)]) + self._left_Series.iloc[slice(*partition)]) def _get_right_tf_idf_matrix(self, partition=(None, None)): # unlike _get_tf_idf_matrices(), _get_right_tf_idf_matrix # does not set the corpus but rather # builds a matrix using the existing corpus return self._vectorizer.transform( - self._right_DataFrame.iloc[slice(*partition)]) + self._right_Series.iloc[slice(*partition)]) def _fit_vectorizer(self) -> TfidfVectorizer: # if both dupes and master string series are set - we concat them to fit the vectorizer on all @@ -1057,13 +1075,13 @@ def _validate_n_blocks(n_blocks): raise Exception(errmsg) @staticmethod - def _fix_diagonal(m: lil_matrix) -> csr_matrix: + def _fix_diagonal(m: lil_matrix) -> lil_matrix: r = np.arange(m.shape[0]) m[r, r] = 1 return m @staticmethod - def _symmetrize_matrix(m_symmetric: lil_matrix) -> csr_matrix: + def _symmetrize_matrix(m_symmetric: lil_matrix) -> lil_matrix: r, c = m_symmetric.nonzero() m_symmetric[c, r] = m_symmetric[r, c] return m_symmetric diff --git a/string_grouper/test/test_string_grouper.py b/string_grouper/test/test_string_grouper.py index 6d8b4d75..4f804a54 100644 --- a/string_grouper/test/test_string_grouper.py +++ b/string_grouper/test/test_string_grouper.py @@ -171,7 +171,7 @@ def do_test_with(OverflowThreshold): # Note that _build_matches is called more than once if and only if # a split occurred (that is, there was more than one pair of # matrix-blocks multiplied) - if len(sg._left_DataFrame) + len(sg._right_DataFrame) > \ + if len(sg._left_Series) + len(sg._right_Series) > \ OverflowThreshold: # Assert that split occurred: self.assertGreater(sg._build_matches.call_count, 1) From 9721b1b94115a505d4c010cc502d19d400d9c76a Mon Sep 17 00:00:00 2001 From: Particular Miner <78448465+ParticularMiner@users.noreply.github.com> Date: Tue, 12 Oct 2021 07:23:05 +0200 Subject: [PATCH 12/13] added warning messages when OverflowError occurs. --- setup.py | 2 +- string_grouper/string_grouper.py | 27 +++++++++---- string_grouper/test/test_string_grouper.py | 46 +++++++++++++++++++++- 3 files changed, 65 insertions(+), 10 deletions(-) diff --git a/setup.py b/setup.py index 40cf19df..cad6d08a 100644 --- a/setup.py +++ b/setup.py @@ -26,6 +26,6 @@ , 'scikit-learn' , 'numpy' , 'sparse_dot_topn_for_blocks>=0.3.1' - , 'topn>=0.0.6' + , 'topn>=0.0.7' ] ) diff --git a/string_grouper/string_grouper.py b/string_grouper/string_grouper.py index eb7e2178..63986354 100644 --- a/string_grouper/string_grouper.py +++ b/string_grouper/string_grouper.py @@ -2,6 +2,7 @@ import numpy as np import re import multiprocessing +import warnings from sklearn.feature_extraction.text import TfidfVectorizer from scipy.sparse import vstack from scipy.sparse.csr import csr_matrix @@ -409,13 +410,19 @@ def divide_by(n, series): hblocks = [] for right_block in block_ranges_right: right_matrix = self._get_right_tf_idf_matrix(right_block) - - # Calculate the matches using the cosine similarity - # Note: awesome_cossim_topn will sort each row only when - # _max_n_matches < size of right_block or sort=True - matches, block_true_max_n_matches = self._build_matches( - left_matrix, right_matrix, nnz_rows, sort=(len(block_ranges_right) == 1) - ) + try: + # Calculate the matches using the cosine similarity + # Note: awesome_cossim_topn will sort each row only when + # _max_n_matches < size of right_block or sort=True + matches, block_true_max_n_matches = self._build_matches( + left_matrix, right_matrix, nnz_rows, sort=(len(block_ranges_right) == 1) + ) + except OverflowError as oe: + import sys + raise (type(oe)(f"{str(oe)} Use the n_blocks parameter to split-up " + f"the data into smaller chunks. The current values" + f"(n_blocks = {n_blocks}) are too small.") + .with_traceback(sys.exc_info()[2])) hblocks.append(matches) # end of inner loop @@ -478,6 +485,12 @@ def end(partition, left=True): left_matrix, right_matrix, nnz_rows[slice(*left_partition)], sort=sort) except OverflowError: + warnings.warn("An OverflowError occurred but is being " + "handled. The input data will be automatically " + "split-up into smaller chunks which will then be " + "processed one chunk at a time. To prevent " + "OverflowError, use the n_blocks parameter to split-up " + "the data manually into small enough chunks.") # Matrices too big! Try splitting: del left_matrix, right_matrix diff --git a/string_grouper/test/test_string_grouper.py b/string_grouper/test/test_string_grouper.py index 4f804a54..b159646b 100644 --- a/string_grouper/test/test_string_grouper.py +++ b/string_grouper/test/test_string_grouper.py @@ -122,7 +122,7 @@ def test_auto_blocking_single_DataFrame(self): # This function will force an OverflowError to occur when # the input Series have a combined length above a given number: # OverflowThreshold. This will in turn trigger automatic splitting - # of the Series/matrices into smaller blocks + # of the Series/matrices into smaller blocks when n_blocks = None sort_cols = ['right_index', 'left_index'] @@ -143,7 +143,7 @@ def fix_row_order(df): # Create a custom wrapper for this StringGrouper instance's # _build_matches() method which will later be used to # mock _build_matches(). - # Note that we have to define the mock function here because + # Note that we have to define the wrapper here because # _build_matches() is a non-static function of StringGrouper # and needs access to the specific StringGrouper instance sg # created here. @@ -240,6 +240,48 @@ def fix_row_order(df): match_strings(df1, n_blocks=(3, 2), min_similarity=0.1)) pd.testing.assert_frame_equal(matches11, matches32) + # Create a custom wrapper for this StringGrouper instance's + # _build_matches() method which will later be used to + # mock _build_matches(). + # Note that we have to define the wrapper here because + # _build_matches() is a non-static function of StringGrouper + # and needs access to the specific StringGrouper instance sg + # created here. + sg = StringGrouper(df1, min_similarity=0.1) + + def mock_build_matches(OverflowThreshold, + real_build_matches=sg._build_matches): + def wrapper(left_matrix, + right_matrix, + nnz_rows=None, + sort=True): + if (left_matrix.shape[0] + right_matrix.shape[0]) > \ + OverflowThreshold: + raise OverflowError + return real_build_matches(left_matrix, right_matrix, nnz_rows, sort) + return wrapper + + def test_overflow_error_with(OverflowThreshold, n_blocks): + nonlocal sg + sg._build_matches = Mock(side_effect=mock_build_matches(OverflowThreshold)) + sg.clear_data() + max_left_block_size = (len(df1)//n_blocks[0] + + (1 if len(df1) % n_blocks[0] > 0 else 0)) + max_right_block_size = (len(df1)//n_blocks[1] + + (1 if len(df1) % n_blocks[1] > 0 else 0)) + if (max_left_block_size + max_right_block_size) > OverflowThreshold: + with self.assertRaises(Exception): + _ = sg.match_strings(df1, n_blocks=n_blocks) + else: + matches_manual = fix_row_order(sg.match_strings(df1, n_blocks=n_blocks)) + pd.testing.assert_frame_equal(matches11, matches_manual) + + test_overflow_error_with(OverflowThreshold=100, n_blocks=(1, 1)) + test_overflow_error_with(OverflowThreshold=10, n_blocks=(1, 1)) + test_overflow_error_with(OverflowThreshold=10, n_blocks=(2, 1)) + test_overflow_error_with(OverflowThreshold=10, n_blocks=(1, 2)) + test_overflow_error_with(OverflowThreshold=10, n_blocks=(4, 4)) + def test_n_blocks_both_DataFrames(self): """tests whether manual blocking yields consistent results""" sort_cols = ['right_index', 'left_index'] From e6392a59c2cf8237f9fa0cb4ecf1a280bfc58b49 Mon Sep 17 00:00:00 2001 From: Particular Miner <78448465+ParticularMiner@users.noreply.github.com> Date: Wed, 13 Oct 2021 20:14:02 +0200 Subject: [PATCH 13/13] used qemu to test memory constraints --- .github/workflows/test.yml | 5 ++- time_match_strings.py | 63 ++++++++++++++++++++++++++++++++++++++ 2 files changed, 67 insertions(+), 1 deletion(-) create mode 100644 time_match_strings.py diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index b29917e6..db3e1fbc 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -11,7 +11,7 @@ jobs: strategy: matrix: python-version: [3.7, 3.8, 3.9] - os: [ubuntu-latest, windows-latest] + os: [ubuntu-latest] steps: - uses: actions/checkout@v2 @@ -23,8 +23,11 @@ jobs: - name: Install dev-package run: | + sudo apt-get install qemu tree python -m pip install --upgrade pip pip install -v -e . + qemu-x86_64 -R 20M python time_match_strings.py + - name: Run tests run: python -m unittest diff --git a/time_match_strings.py b/time_match_strings.py new file mode 100644 index 00000000..ee87b204 --- /dev/null +++ b/time_match_strings.py @@ -0,0 +1,63 @@ +import pandas as pd +import numpy as np +from string_grouper import match_strings +import random +import time +import os + +# mem_limit = '1G' +# procgov = r'C:\Users\heamu\Source\Repos\process-governor\ProcessGovernor\bin\x64\Debug\procgov.exe' +# os.popen(f'{procgov} -r -m {mem_limit} -p {os.getpid()}') +# time.sleep(1) +progress = 0 +do_print = True +companies = pd.read_csv('data/sec__edgar_company_info.csv') +x0 = 10000 +Nx = 10000 +dNx = 1000 +Nx2 = 500000 +dNx2 = 50000 +y0 = 10000 +Ny = 10000 +dNy = 10000 +ns = 10 +# X = np.append(np.arange(dNx, Nx + 1, dNx), np.arange(dNx2 + dNx2, Nx2 + 1, dNx2)) +X = np.arange(x0, Nx + 1, dNx) +Y = np.arange(y0, Ny + 1, dNy) +means = np.full((len(X), len(Y)), 0) +for s in range(ns): + dgrid = [] + i = 1 + _ = print('[', flush=True, end='') if do_print else None + for x in X: + left_df = companies['Company Name'].iloc[random.sample(range(len(companies)), k = x)] + if i > 1: + _ = print(', ', flush=True) if do_print else None + dseries = [] + stdseries = [] + _ = print('[', flush=True, end='') if do_print else None + j = 1 + for y in Y: + if j > 1: + _ = print(', ', flush=True, end='') if do_print else None + right_df = companies['Company Name'].iloc[random.sample(range(len(companies)), k = y)] + t0 = time.time() + _ = match_strings(right_df, left_df, n_blocks=(1, 1)) + t1 = time.time() + dseries += [(t1 - t0)/60] + progress += 1.0/(ns*len(X)*len(Y)) + # print(f'Progress {progress:.1%}', end='\x1b[1K\r') + _ = print(f'{dseries[-1]}', flush=True, end='') if do_print else None + # _ = print('.', flush=True, end='') if not do_print else None + j += 1 + _ = print(']', flush=True, end='') if do_print else None + dgrid += [dseries] + i += 1 + # _ = print(f'{i}/{len(X)}', flush=True) if not do_print else None + _ = print(']', flush=True) if do_print else None + means = (np.asarray(dgrid) + s*means)/(s + 1) + with open(f'runtime_means_x_{x0}-{Nx}_y_{y0}-{Ny}.npy', 'wb') as f: + np.save(f, means) + np.save(f, X) + np.save(f, Y) + #send_me_mail()

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