1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
|
#include "Python.h"
#include "pycore_code.h" // _PyCode_GetVarnames()
#include "pycore_frame.h"
#include "pycore_pyerrors.h" // export _Py_UTF8_Edit_Cost()
#include "pycore_runtime.h" // _Py_ID()
#define MAX_CANDIDATE_ITEMS 750
#define MAX_STRING_SIZE 40
#define MOVE_COST 2
#define CASE_COST 1
#define LEAST_FIVE_BITS(n) ((n) & 31)
static inline int
substitution_cost(char a, char b)
{
if (LEAST_FIVE_BITS(a) != LEAST_FIVE_BITS(b)) {
// Not the same, not a case flip.
return MOVE_COST;
}
if (a == b) {
return 0;
}
if ('A' <= a && a <= 'Z') {
a += ('a' - 'A');
}
if ('A' <= b && b <= 'Z') {
b += ('a' - 'A');
}
if (a == b) {
return CASE_COST;
}
return MOVE_COST;
}
/* Calculate the Levenshtein distance between string1 and string2 */
static Py_ssize_t
levenshtein_distance(const char *a, size_t a_size,
const char *b, size_t b_size,
size_t max_cost, size_t *buffer)
{
// Both strings are the same (by identity)
if (a == b) {
return 0;
}
// Trim away common affixes.
while (a_size && b_size && a[0] == b[0]) {
a++; a_size--;
b++; b_size--;
}
while (a_size && b_size && a[a_size-1] == b[b_size-1]) {
a_size--;
b_size--;
}
if (a_size == 0 || b_size == 0) {
return (a_size + b_size) * MOVE_COST;
}
if (a_size > MAX_STRING_SIZE || b_size > MAX_STRING_SIZE) {
return max_cost + 1;
}
// Prefer shorter buffer
if (b_size < a_size) {
const char *t = a; a = b; b = t;
size_t t_size = a_size; a_size = b_size; b_size = t_size;
}
// quick fail when a match is impossible.
if ((b_size - a_size) * MOVE_COST > max_cost) {
return max_cost + 1;
}
// Instead of producing the whole traditional len(a)-by-len(b)
// matrix, we can update just one row in place.
// Initialize the buffer row
size_t tmp = MOVE_COST;
for (size_t i = 0; i < a_size; i++) {
// cost from b[:0] to a[:i+1]
buffer[i] = tmp;
tmp += MOVE_COST;
}
size_t result = 0;
for (size_t b_index = 0; b_index < b_size; b_index++) {
char code = b[b_index];
// cost(b[:b_index], a[:0]) == b_index * MOVE_COST
size_t distance = result = b_index * MOVE_COST;
size_t minimum = SIZE_MAX;
for (size_t index = 0; index < a_size; index++) {
// cost(b[:b_index+1], a[:index+1]) = min(
// // 1) substitute
// cost(b[:b_index], a[:index])
// + substitution_cost(b[b_index], a[index]),
// // 2) delete from b
// cost(b[:b_index], a[:index+1]) + MOVE_COST,
// // 3) delete from a
// cost(b[:b_index+1], a[index]) + MOVE_COST
// )
// 1) Previous distance in this row is cost(b[:b_index], a[:index])
size_t substitute = distance + substitution_cost(code, a[index]);
// 2) cost(b[:b_index], a[:index+1]) from previous row
distance = buffer[index];
// 3) existing result is cost(b[:b_index+1], a[index])
size_t insert_delete = Py_MIN(result, distance) + MOVE_COST;
result = Py_MIN(insert_delete, substitute);
// cost(b[:b_index+1], a[:index+1])
buffer[index] = result;
if (result < minimum) {
minimum = result;
}
}
if (minimum > max_cost) {
// Everything in this row is too big, so bail early.
return max_cost + 1;
}
}
return result;
}
PyObject *
_Py_CalculateSuggestions(PyObject *dir,
PyObject *name)
{
assert(!PyErr_Occurred());
assert(PyList_CheckExact(dir));
Py_ssize_t dir_size = PyList_GET_SIZE(dir);
if (dir_size >= MAX_CANDIDATE_ITEMS) {
return NULL;
}
Py_ssize_t suggestion_distance = PY_SSIZE_T_MAX;
PyObject *suggestion = NULL;
Py_ssize_t name_size;
const char *name_str = PyUnicode_AsUTF8AndSize(name, &name_size);
if (name_str == NULL) {
return NULL;
}
size_t *buffer = PyMem_New(size_t, MAX_STRING_SIZE);
if (buffer == NULL) {
return PyErr_NoMemory();
}
for (int i = 0; i < dir_size; ++i) {
PyObject *item = PyList_GET_ITEM(dir, i);
if (_PyUnicode_Equal(name, item)) {
continue;
}
Py_ssize_t item_size;
const char *item_str = PyUnicode_AsUTF8AndSize(item, &item_size);
if (item_str == NULL) {
PyMem_Free(buffer);
return NULL;
}
// No more than 1/3 of the involved characters should need changed.
Py_ssize_t max_distance = (name_size + item_size + 3) * MOVE_COST / 6;
// Don't take matches we've already beaten.
max_distance = Py_MIN(max_distance, suggestion_distance - 1);
Py_ssize_t current_distance =
levenshtein_distance(name_str, name_size, item_str,
item_size, max_distance, buffer);
if (current_distance > max_distance) {
continue;
}
if (!suggestion || current_distance < suggestion_distance) {
suggestion = item;
suggestion_distance = current_distance;
}
}
PyMem_Free(buffer);
return Py_XNewRef(suggestion);
}
Py_ssize_t
_Py_UTF8_Edit_Cost(PyObject *a, PyObject *b, Py_ssize_t max_cost)
{
assert(PyUnicode_Check(a) && PyUnicode_Check(b));
Py_ssize_t size_a, size_b;
const char *utf8_a = PyUnicode_AsUTF8AndSize(a, &size_a);
if (utf8_a == NULL) {
return -1;
}
const char *utf8_b = PyUnicode_AsUTF8AndSize(b, &size_b);
if (utf8_b == NULL) {
return -1;
}
if (max_cost == -1) {
max_cost = MOVE_COST * Py_MAX(size_a, size_b);
}
size_t *buffer = PyMem_New(size_t, MAX_STRING_SIZE);
if (buffer == NULL) {
PyErr_NoMemory();
return -1;
}
Py_ssize_t res = levenshtein_distance(utf8_a, size_a,
utf8_b, size_b, max_cost, buffer);
PyMem_Free(buffer);
return res;
}
|