double soft_tfidf_similarity_with_phrases_and_acronyms(size_t num_tokens1, char **tokens1, double *token_scores1, phrase_array *phrases1, uint32_array *ordinal_suffixes1, size_t num_tokens2, char **tokens2, double *token_scores2, phrase_array *phrases2, uint32_array *ordinal_suffixes2, phrase_array *acronym_alignments, phrase_array *multi_word_alignments, soft_tfidf_options_t options, size_t *num_matches) {
if (token_scores1 == NULL || token_scores2 == NULL) return 0.0;
if (num_tokens1 > num_tokens2 || (num_tokens1 == num_tokens2 && sum_token_lengths(num_tokens1, tokens1) > sum_token_lengths(num_tokens2, tokens2))) {
double *tmp_scores = token_scores1;
token_scores1 = token_scores2;
token_scores2 = tmp_scores;
char **tmp_tokens = tokens1;
tokens1 = tokens2;
tokens2 = tmp_tokens;
phrase_array *tmp_phrases = phrases1;
phrases1 = phrases2;
phrases2 = tmp_phrases;
uint32_array *tmp_suffixes = ordinal_suffixes1;
ordinal_suffixes1 = ordinal_suffixes2;
ordinal_suffixes2 = tmp_suffixes;
size_t tmp_num_tokens = num_tokens1;
num_tokens1 = num_tokens2;
num_tokens2 = tmp_num_tokens;
}
size_t len1 = num_tokens1;
size_t len2 = num_tokens2;
double total_sim = 0.0;
uint32_array **t1_tokens_unicode = NULL;
uint32_array **t2_tokens_unicode = NULL;
uint32_array *t1_unicode;
uint32_array *t2_unicode;
int64_array *phrase_memberships_array1 = NULL;
int64_array *phrase_memberships_array2 = NULL;
int64_t *phrase_memberships1 = NULL;
int64_t *phrase_memberships2 = NULL;
int64_array *acronym_memberships_array = NULL;
int64_t *acronym_memberships = NULL;
int64_array *multi_word_memberships_array = NULL;
int64_t *multi_word_memberships = NULL;
t1_tokens_unicode = calloc(len1, sizeof(uint32_array *));
if (t1_tokens_unicode == NULL) {
total_sim = -1.0;
goto return_soft_tfidf_score;
}
for (size_t i = 0; i < len1; i++) {
t1_unicode = unicode_codepoints(tokens1[i]);
if (t1_unicode == NULL) {
total_sim = -1.0;
goto return_soft_tfidf_score;
}
t1_tokens_unicode[i] = t1_unicode;
}
t2_tokens_unicode = calloc(len2, sizeof(uint32_array *));
if (t2_tokens_unicode == NULL) {
total_sim = -1.0;
goto return_soft_tfidf_score;
}
for (size_t j = 0; j < len2; j++) {
t2_unicode = unicode_codepoints(tokens2[j]);
if (t2_unicode == NULL) {
total_sim = -1.0;
goto return_soft_tfidf_score;
}
t2_tokens_unicode[j] = t2_unicode;
}
if (phrases1 != NULL && phrases2 != NULL) {
phrase_memberships_array1 = int64_array_new();
phrase_memberships_array2 = int64_array_new();
token_phrase_memberships(phrases1, phrase_memberships_array1, len1);
token_phrase_memberships(phrases2, phrase_memberships_array2, len2);
if (phrase_memberships_array1->n == len1) {
phrase_memberships1 = phrase_memberships_array1->a;
}
if (phrase_memberships_array2->n == len2) {
phrase_memberships2 = phrase_memberships_array2->a;
}
}
if (acronym_alignments != NULL) {
acronym_memberships_array = int64_array_new();
token_phrase_memberships(acronym_alignments, acronym_memberships_array, len2);
if (acronym_memberships_array->n == len2) {
acronym_memberships = acronym_memberships_array->a;
}
}
if (multi_word_alignments != NULL) {
multi_word_memberships_array = int64_array_new();
token_phrase_memberships(multi_word_alignments, multi_word_memberships_array, len2);
if (multi_word_memberships_array->n == len2) {
multi_word_memberships = multi_word_memberships_array->a;
}
}
uint32_t *suffixes1;
uint32_t *suffixes2;
if (ordinal_suffixes1 != NULL && ordinal_suffixes2 != NULL) {
suffixes1 = ordinal_suffixes1->a;
suffixes2 = ordinal_suffixes2->a;
}
double jaro_winkler_min = options.jaro_winkler_min;
size_t jaro_winkler_min_length = options.jaro_winkler_min_length;
size_t damerau_levenshtein_max = options.damerau_levenshtein_max;
size_t damerau_levenshtein_min_length = options.damerau_levenshtein_min_length;
size_t strict_abbreviation_min_length = options.strict_abbreviation_min_length;
bool possible_affine_gap_abbreviations = options.possible_affine_gap_abbreviations;
double norm1_offset = 0.0;
double norm2_offset = 0.0;
size_t matched_tokens = 0;
for (size_t i = 0; i < len1; i++) {
uint32_array *t1u = t1_tokens_unicode[i];
uint32_array *t2u;
double t1_score = token_scores1[i];
size_t t1_len = t1u->n;
log_debug("t1 = %s\n", tokens1[i]);
double max_sim = 0.0;
size_t min_dist = t1_len;
size_t argmax_sim = 0;
size_t argmin_dist = 0;
double argmin_dist_sim = 0.0;
size_t last_abbreviation = 0;
double last_abbreviation_sim = 0.0;
bool have_abbreviation = false;
bool have_strict_abbreviation = false;
bool have_acronym_match = false;
size_t last_ordinal_suffix = 0;
bool have_ordinal_suffix = false;
phrase_t acronym_phrase = NULL_PHRASE;
bool have_phrase_match = false;
int64_t pm1 = phrase_memberships1 != NULL ? phrase_memberships1[i] : NULL_PHRASE_MEMBERSHIP;
phrase_t p1 = pm1 >= 0 ? phrases1->a[pm1] : NULL_PHRASE;
phrase_t argmax_phrase = NULL_PHRASE;
uint32_t ordinal_suffix_i = 0;
if (suffixes1 != NULL) {
ordinal_suffix_i = suffixes1[i];
}
bool have_multi_word_match = false;
phrase_t multi_word_phrase = NULL_PHRASE;
bool use_jaro_winkler = t1_len >= jaro_winkler_min_length;
bool use_strict_abbreviation_sim = t1_len >= strict_abbreviation_min_length;
bool use_damerau_levenshtein = damerau_levenshtein_max > 0 && t1_len >= damerau_levenshtein_min_length;
log_debug("use_jaro_winkler = %d, use_damerau_levenshtein=%d\n", use_jaro_winkler, use_damerau_levenshtein);
bool have_equal = false;
canonical_match_t best_canonical_phrase_response = CANONICAL_NO_MATCH;
double t2_score;
log_debug("p1.len = %zu, i = %zu, p1.start = %zu\n", p1.len, i, p1.start);
if (p1.len > 0 && i > p1.start) {
log_debug("skipping token\n");
continue;
}
size_t slen1 = strlen(tokens1[i]);
for (size_t j = 0; j < len2; j++) {
t2u = t2_tokens_unicode[j];
log_debug("t2 = %s\n", tokens2[j]);
int64_t pm2 = phrase_memberships2 != NULL ? phrase_memberships2[j] : NULL_PHRASE_MEMBERSHIP;
phrase_t p2 = pm2 >= 0 ? phrases2->a[pm2] : NULL_PHRASE;
uint32_t ordinal_suffix_j = 0;
if (suffixes2 != NULL) {
ordinal_suffix_j = suffixes2[j];
}
canonical_match_t canonical_response = CANONICAL_NO_MATCH;
if (p1.len > 0 && p2.len > 0 && phrases_have_same_canonical(num_tokens1, tokens1, num_tokens2, tokens2, p1, p2, &canonical_response)) {
if (canonical_response > best_canonical_phrase_response) {
log_debug("canonical_response = %d\n", canonical_response);
best_canonical_phrase_response = canonical_response;
argmax_sim = j;
argmax_phrase = p2;
max_sim = 1.0;
have_phrase_match = true;
continue;
}
}
if (unicode_equals(t1u, t2u)) {
max_sim = 1.0;
argmax_sim = j;
have_equal = true;
break;
}
if (acronym_memberships != NULL) {
int64_t acronym_membership = acronym_memberships[j];
log_debug("acronym_membership = %zd\n", acronym_membership);
if (acronym_membership >= 0) {
acronym_phrase = acronym_alignments->a[acronym_membership];
uint32_t acronym_match_index = acronym_phrase.data;
if (acronym_match_index == i) {
max_sim = 1.0;
argmax_sim = j;
have_acronym_match = true;
log_debug("have acronym match\n");
break;
}
}
}
if (multi_word_memberships != NULL) {
int64_t multi_word_membership = multi_word_memberships[j];
log_debug("multi_word_membership = %zd\n", multi_word_membership);
if (multi_word_membership >= 0) {
multi_word_phrase = multi_word_alignments->a[multi_word_membership];
uint32_t multi_word_match_index = multi_word_phrase.data;
if (multi_word_match_index == i) {
max_sim = 1.0;
argmax_sim = j;
have_multi_word_match = true;
log_debug("have multi-word match\n");
break;
}
}
}
double jaro_winkler = jaro_winkler_distance_unicode(t1u, t2u);
if (jaro_winkler > max_sim) {
max_sim = jaro_winkler;
argmax_sim = j;
}
if (use_damerau_levenshtein) {
size_t replace_cost = 0;
ssize_t dist = damerau_levenshtein_distance_unicode(t1u, t2u, replace_cost);
if (dist >= 0 && dist < min_dist) {
min_dist = (size_t)dist;
argmin_dist = j;
argmin_dist_sim = jaro_winkler;
}
}
if (possible_affine_gap_abbreviations) {
bool is_abbreviation = possible_abbreviation_unicode(t1u, t2u);
if (is_abbreviation) {
last_abbreviation = j;
last_abbreviation_sim = jaro_winkler;
have_abbreviation = true;
if (use_strict_abbreviation_sim && possible_abbreviation_unicode_strict(t1u, t2u)) {
last_abbreviation_sim = last_abbreviation_sim > options.strict_abbreviation_sim ? last_abbreviation_sim : options.strict_abbreviation_sim;
}
}
}
if (ordinal_suffix_i > 0) {
size_t slen2 = strlen(tokens2[j]);
if (utf8_common_prefix_len(tokens1[i], tokens2[j], slen2) == slen2) {
last_ordinal_suffix = j;
have_ordinal_suffix = true;
}
} else if (ordinal_suffix_j > 0) {
if (utf8_common_prefix_len(tokens1[i], tokens2[j], slen1) == slen1) {
last_ordinal_suffix = j;
have_ordinal_suffix = true;
}
}
}
// Note: here edit distance, affine gap and abbreviations are only used in the thresholding process.
// Jaro-Winkler is still used to calculate similarity
if (!have_acronym_match && !have_phrase_match && !have_multi_word_match) {
if (have_equal || (use_jaro_winkler && (max_sim > jaro_winkler_min || double_equals(max_sim, jaro_winkler_min)))) {
log_debug("jaro-winkler, max_sim = %f\n", max_sim);
t2_score = token_scores2[argmax_sim];
double jaro_winkler_sim = 0.0;
if (have_abbreviation && argmax_sim == last_abbreviation) {
double abbrev_sim = last_abbreviation_sim > max_sim ? last_abbreviation_sim : max_sim;
log_debug("have abbreviation, max(max_sim, last_abbreviation_sim) = %f\n", abbrev_sim);
double max_score = 0.0;
if (t1_score > t2_score || double_equals(t1_score, t2_score)) {
norm2_offset += (t1_score * t1_score) - (t2_score * t2_score);
log_debug("t1_score >= t2_score, norm2_offset = %f\n", norm2_offset);
max_score = t1_score;
} else {
norm1_offset += (t2_score * t2_score) - (t1_score * t1_score);
log_debug("t2_score > t1_score, norm1_offset = %f\n", norm1_offset);
max_score = t2_score;
}
jaro_winkler_sim = abbrev_sim * max_score * max_score;
} else {
jaro_winkler_sim = max_sim * t1_score * t2_score;
log_debug("t1_score = %f, t2_score = %f, jaro_winkler_sim = %f\n", t1_score, t2_score, jaro_winkler_sim);
}
total_sim += jaro_winkler_sim;
matched_tokens++;
} else if (use_damerau_levenshtein && min_dist <= damerau_levenshtein_max) {
log_debug("levenshtein, argmin_dist_sim = %f\n", argmin_dist_sim);
t2_score = token_scores2[argmin_dist];
if (have_abbreviation && argmin_dist == last_abbreviation) {
argmin_dist_sim = last_abbreviation_sim > argmin_dist_sim ? last_abbreviation_sim : argmin_dist_sim;
}
total_sim += argmin_dist_sim * t1_score * t2_score;
matched_tokens++;
} else if (possible_affine_gap_abbreviations && have_abbreviation) {
log_debug("have abbreviation, last_abbreviation_sim = %f\n", last_abbreviation_sim);
t2_score = token_scores2[last_abbreviation];
total_sim += last_abbreviation_sim * t1_score * t2_score;
matched_tokens++;
} else if (have_ordinal_suffix) {
log_debug("have ordinal suffix from %zu\n", last_ordinal_suffix);
t2_score = token_scores2[last_ordinal_suffix];
total_sim += 1.0 * t1_score * t2_score;
matched_tokens++;
}
} else if (have_phrase_match) {
double p2_score = 0.0;
for (size_t p = argmax_phrase.start; p < argmax_phrase.start + argmax_phrase.len; p++) {
t2_score = token_scores2[p];
p2_score += t2_score * t2_score;
}
double p1_score = 0.0;
for (size_t p = p1.start; p < p1.start + p1.len; p++) {
double t1_score_p = token_scores1[p];
p1_score += t1_score_p * t1_score_p;
}
total_sim += sqrt(p1_score) * sqrt(p2_score);
matched_tokens += p1.len;
log_debug("have_phrase_match\n");
} else if (have_multi_word_match) {
double multi_word_score = 0.0;
for (size_t p = multi_word_phrase.start; p < multi_word_phrase.start + multi_word_phrase.len; p++) {
t2_score = token_scores2[p];
multi_word_score += t2_score * t2_score;
}
double norm_multi_word_score = sqrt(multi_word_score);
double max_multi_word_score = 0.0;
if (t1_score > norm_multi_word_score || double_equals(t1_score, norm_multi_word_score)) {
norm2_offset += (t1_score * t1_score) - multi_word_score;
log_debug("t1_score >= norm_multi_word_score, norm2_offset = %f\n", norm2_offset);
max_multi_word_score = t1_score;
} else {
norm1_offset += multi_word_score - (t1_score * t1_score);
log_debug("norm_multi_word_score > t1_score, norm1_offset = %f\n", norm1_offset);
max_multi_word_score = norm_multi_word_score;
}
log_debug("max_multi_word_score = %f\n", max_multi_word_score);
total_sim += max_multi_word_score * max_multi_word_score;
log_debug("have multi-word match\n");
matched_tokens++;
} else if (have_acronym_match) {
double acronym_score = 0.0;
for (size_t p = acronym_phrase.start; p < acronym_phrase.start + acronym_phrase.len; p++) {
t2_score = token_scores2[p];
acronym_score += t2_score * t2_score;
}
double norm_acronym_score = sqrt(acronym_score);
double max_acronym_score = 0.0;
if (t1_score > norm_acronym_score || double_equals(t1_score, norm_acronym_score)) {
norm2_offset += (t1_score * t1_score) - acronym_score;
log_debug("t1_score >= norm_acronym_score, norm2_offset = %f\n", norm2_offset);
max_acronym_score = t1_score;
} else {
norm1_offset += acronym_score - (t1_score * t1_score);
log_debug("norm_acronym_score > t1_score, norm1_offset = %f\n", norm1_offset);
max_acronym_score = norm_acronym_score;
}
log_debug("max_acronym_score = %f\n", max_acronym_score);
total_sim += max_acronym_score * max_acronym_score;
log_debug("have_acronym_match\n");
matched_tokens++;
}
log_debug("total sim = %f\n", total_sim);
}
log_debug("matched_tokens = %zu\n", matched_tokens);
*num_matches = matched_tokens;
return_soft_tfidf_score:
if (t1_tokens_unicode != NULL) {
for (size_t i = 0; i < len1; i++) {
t1_unicode = t1_tokens_unicode[i];
if (t1_unicode != NULL) {
uint32_array_destroy(t1_unicode);
}
}
free(t1_tokens_unicode);
}
if (t2_tokens_unicode != NULL) {
for (size_t i = 0; i < len2; i++) {
t2_unicode = t2_tokens_unicode[i];
if (t2_unicode != NULL) {
uint32_array_destroy(t2_unicode);
}
}
free(t2_tokens_unicode);
}
if (phrase_memberships_array1 != NULL) {
int64_array_destroy(phrase_memberships_array1);
}
if (phrase_memberships_array2 != NULL) {
int64_array_destroy(phrase_memberships_array2);
}
if (acronym_memberships_array != NULL) {
int64_array_destroy(acronym_memberships_array);
}
if (multi_word_memberships_array != NULL) {
int64_array_destroy(multi_word_memberships_array);
}
double norm = sqrt(double_array_sum_sq(token_scores1, num_tokens1) + norm1_offset) * sqrt(double_array_sum_sq(token_scores2, num_tokens2) + norm2_offset);
log_debug("total_sim = %f, norm1_offset = %f, norm2_offset = %f, norm = %f\n", total_sim, norm1_offset, norm2_offset, norm);
double total_sim_norm = total_sim / norm;
return total_sim_norm > 1.0 ? 1.0 : total_sim_norm;
}
phrase_t trie_search_prefixes_from_index(trie_t *self, char *word, size_t len, uint32_t start_node_id) {
log_debug("Call to trie_search_prefixes_from_index\n");
uint32_t node_id = start_node_id, last_node_id = node_id;
trie_node_t node = trie_get_node(self, node_id), last_node = node;
log_debug("last_node_id = %d\n", last_node_id);
uint32_t value = 0, phrase_start = 0, phrase_len = 0;
uint8_t *ptr = (uint8_t *)word;
ssize_t char_len = 0;
uint32_t idx = 0;
size_t separator_char_len = 0;
int32_t codepoint = 0;
bool first_char = true;
trie_data_node_t data_node;
trie_node_t terminal_node;
while (idx < len) {
char_len = utf8proc_iterate(ptr, len, &codepoint);
log_debug("char_len = %zu, char=%d\n", char_len, codepoint);
if (char_len <= 0) break;
if (!(utf8proc_codepoint_valid(codepoint))) break;
bool is_hyphen = utf8_is_hyphen(codepoint);
int cat = utf8proc_category(codepoint);
bool is_space = utf8_is_separator(cat);
uint8_t *char_ptr = ptr;
size_t i = 0;
bool skip_char = false;
bool break_out = false;
for (i = 0; i < char_len; i++) {
node_id = trie_get_transition_index(self, last_node, *char_ptr);
node = trie_get_node(self, node_id);
log_debug("At idx=%zu, char=%.*s\n", i, (int)char_len, char_ptr);
if (node.check != last_node_id) {
log_debug("node.check = %d and last_node_id = %d\n", node.check, last_node_id);
if (is_hyphen || (is_space && *ptr != ' ')) {
log_debug("Got hyphen or other separator, trying space instead\n");
node_id = trie_get_transition_index(self, last_node, ' ');
node = trie_get_node(self, node_id);
}
if (is_hyphen && node.check != last_node_id) {
log_debug("No space transition\n");
ptr += char_len;
idx += char_len;
separator_char_len = char_len;
node_id = last_node_id;
node = trie_get_node(self, node_id);
skip_char = true;
break;
} else if (node.check != last_node_id) {
break_out = true;
log_debug("Breaking\n");
break;
}
break;
}
if (first_char) {
phrase_start = idx;
first_char = false;
}
if (node.base < 0) {
log_debug("Searching tail\n");
data_node = trie_get_data_node(self, node);
uint32_t current_tail_pos = data_node.tail;
unsigned char *current_tail = self->tail->a + current_tail_pos;
log_debug("comparing tail: %s vs %s\n", current_tail, char_ptr + 1);
size_t current_tail_len = strlen((char *)current_tail);
size_t match_len = i + 1;
size_t offset = i + 1;
size_t tail_pos = 0;
log_debug("offset=%zu\n", offset);
if (char_len > 1) {
log_debug("char_len = %zu\n", char_len);
log_debug("Doing strncmp: (%zu) %s vs %s\n", char_len - offset, current_tail, char_ptr + 1);
if (strncmp((char *)ptr + offset, (char *)current_tail, char_len - offset) == 0) {
match_len += char_len - offset;
tail_pos = char_len - offset;
log_debug("in char match_len = %zu\n", match_len);
} else {
return NULL_PHRASE;
}
}
size_t tail_match_len = utf8_common_prefix_len((char *)ptr + char_len, (char *)current_tail + tail_pos, current_tail_len - tail_pos);
match_len += tail_match_len;
log_debug("match_len=%zu\n", match_len);
if (tail_match_len == current_tail_len - tail_pos) {
if (first_char) phrase_start = idx;
phrase_len = (uint32_t)(idx + match_len) - phrase_start;
log_debug("tail match! phrase_len=%u\n", phrase_len);
value = data_node.data;
return (phrase_t){phrase_start, phrase_len, value};
} else {
return NULL_PHRASE;
}
} else if (node.check == last_node_id) {
terminal_node = trie_get_transition(self, node, '\0');
log_debug("Trying link from %d to terminal node\n", last_node_id);
if (terminal_node.check == node_id) {
log_debug("Transition to NUL byte matched\n");
if (terminal_node.base < 0) {
phrase_len = (uint32_t)(idx + char_len) - phrase_start;
data_node = trie_get_data_node(self, terminal_node);
value = data_node.data;
}
log_debug("Got match with len=%d\n", phrase_len);
}
}
last_node = node;
last_node_id = node_id;
log_debug("last_node_id = %d\n", last_node_id);
char_ptr++;
}
if (break_out) {
break;
} else if (skip_char) {
continue;
}
log_debug("Incrementing index\n");
idx += char_len;
ptr += char_len;
}
log_debug("exited while loop\n");
if (phrase_len == 0) return NULL_PHRASE;
return (phrase_t) {phrase_start, phrase_len, value};
}
