900b9a7f2884aaf419e62508be7497b0ad3e1f62,pytext/metric_reporters/squad_metric_reporter.py,SquadMetricReporter,_unnumberize,#SquadMetricReporter#,358

Before Change

        
        // start_idx and end_idx are lists of char start and end positions in doc_str.
        doc_tokens, start_idx, end_idx = self.tensorizer._lookup_tokens(doc_str)
        doc_tokens = list(doc_tokens)
        num_ans_tokens = len(ans_tokens)
        start_char_idx = 0
        end_char_idx = 0
        answer_str = ""
        for doc_token_idx in range(len(doc_tokens) - num_ans_tokens):
            if doc_tokens[doc_token_idx : doc_token_idx + num_ans_tokens] == ans_tokens:
                start_char_idx = start_idx[doc_token_idx]
                end_char_idx = end_idx[doc_token_idx + num_ans_tokens - 1]
                answer_str = doc_str[start_char_idx:end_char_idx]
                break
        return answer_str, start_char_idx, end_char_idx

    // The following three functions are copied from Squad"s evaluation script.
    // https://worksheets.codalab.org/rest/bundles/0x6b567e1cf2e041ec80d7098f031c5c9e/contents/blob/

After Change

        // start_idx and end_idx are lists of char start and end positions in doc_str.
        doc_tokens, start_idxs, end_idxs = self.tensorizer._lookup_tokens(doc_str)
        // find the offset of doc_tokens in tokens
        offset = list(
            map(
                lambda x: tokens[x : x + len(doc_tokens)] == doc_tokens,
                range(len(tokens) - len(doc_tokens) + 1),
            )
        ).index(True)
        assert offset > -1

        // find the answer char idxs
        start_char_idx = 0
        end_char_idx = end_idxs[-1]
        try:
            start_char_idx = start_idxs[ans_token_start - offset]
            end_char_idx = end_idxs[ans_token_end - offset]
        except IndexError:
            // if token indices fall outside the bounds due to a model misprediction.
            pass
        ans_str = doc_str[start_char_idx:end_char_idx]
        return ans_str, start_char_idx, end_char_idx

    // The following three functions are copied from Squad"s evaluation script.

Instances