process.py

import json
import os

import utils_mewslix


def load_jsonl(path):
    data = list()
    with open(path) as f:
        for line in f:
            obj = json.loads(line)
            data.append(obj)
    print('load', len(data), 'from', path)
    return data

def dump_jsonl(path, data):
    with open(path, 'w') as f:
        for obj in data:
            line = json.dumps(obj, ensure_ascii=False)
            f.write(line + '\n')
    print('dump', len(data), 'to', path)
    return data


for split in ('dev', 'train'):
    data = load_jsonl(f'raw/wikipedia_pairs-{split}.jsonl')
    processed = list()
    for example in data:
        ins = utils_mewslix.MentionEntityPair.from_json(example)
        mention = utils_mewslix.preprocess_mention(ins.contextual_mention)
        entity = utils_mewslix.preprocess_entity_description(ins.entity)
        processed.append({'mention': mention, 'entity': entity})
    os.makedirs('wikipedia_pairs', exist_ok=True)
    dump_jsonl(f'wikipedia_pairs/{split}.jsonl', processed)
print(0)


from collections import defaultdict

for split in ('dev', 'test'):
    data = load_jsonl(f'raw/wikinews_mentions-{split}.jsonl')
    processed = defaultdict(list)
    for example in data:
        doc_mentions = utils_mewslix.ContextualMentions.from_json(example)
        mentions = list(doc_mentions.unnest_to_single_mention_per_context())
        assert len(mentions) == len(set(m.mention.example_id for m in mentions))
        for m in mentions:
            text = utils_mewslix.preprocess_mention(m)
            processed[m.context.language].append({
                'mention': text, 'example_id': m.mention.example_id, 'entity_id': m.mention.entity_id
            })
    for k, v in processed.items():
        os.makedirs(k, exist_ok=True)
        dump_jsonl(f'{k}/{split}.jsonl', v)
print(0)


data = load_jsonl('raw/candidate_set_entities.jsonl')
processed = list()
for example in data:
    entity = utils_mewslix.Entity.from_json(example)
    description = utils_mewslix.preprocess_entity_description(entity)
    processed.append({'entity_id': entity.entity_id, 'description': description})
dump_jsonl('candidate_entities.jsonl', processed)
print(0)

"""
load 14051 from raw/wikipedia_pairs-dev.jsonl
Applied marker escaping for example_id 65a219eb42f99cbf6366a7a2db2804e6: converges: Take a sequence of rational numbers (xₖ) with the property that (xₖ) { converges } , with respect to the Euclidean topology, towards x as k tends towards infinity.
Applied marker escaping for example_id 117d2387a75732dd886d4b87f7c8df3f: Punjabi Kabaddi: { Punjabi Kabaddi } , Cricket and Volleyball (Volleyball variations#Shooting volleyball) are the three most popular sports played in Nathumajra.
Applied marker escaping for example_id c9eebe82f772bc998164d800913fe9d1: Humboldt Prize: Andronov Prize of the Soviet Academy of Science, { Humboldt Prize } Docteur (honoris causa) of the University of Rouen in France, 1996.
dump 14051 to wikipedia_pairs/dev.jsonl
load 167719 from raw/wikipedia_pairs-train.jsonl
Applied marker escaping for example_id 085742b6c52b79cc1ec0f99abaec73b3: singleton: The rational sequence topology is given by defining both the whole set R and the empty set ∅ to be open, defining each rational number { singleton } to be open, and using as a basis for the irrational number x, the sets  U_n(x) := \( x_k : n \le k < \infty \) \cup \(x\) .
Applied marker escaping for example_id e43ad636ff84f4df09e6a6db4b6b5934: natural number: For example, let G be the free group in two generators, x and y (which is clearly finitely generated, since G = ⟨(x,y)⟩), and let S be the subset consisting of all elements of G of the form yⁿxy⁻ⁿ for n a { natural number } .
Applied marker escaping for example_id e841dabaadf98df0c54886a3bc214e65: group of units: The { group of units } U(Z₉) is the group of all integers relatively prime to 9 under multiplication mod 9 (U₉ = (1, 2, 4, 5, 7, 8)).
Applied marker escaping for example_id 95b9c80742ca084b130bf4d1ab1ed12d: subsumption architecture: Suppose the \mathbb(A) has a { subsumption architecture } ; each component of this architecture can be then represented as a formal grammar too and the final behavior of the agent is then described by this system of grammars.
Applied marker escaping for example_id c871de06fd88557a53605197ecc3b1ad: variables: The transformation transforms the equations of axisymmetric boundary layer with external velocity U in terms of original { variables } x,y,u,v into the equations of plane boundary layer with external velocity \bar(U) in terms of the new variables \bar(x),\bar(y),\bar(u),\bar(v).
Applied marker escaping for example_id 37901554006b02b435fe07f02a7d2f42: formal language: The set of possible behaviors of \mathbb(A) can then be described as { formal language } \mathbb(L_A)=\((f^mt^nf^r)^+:1\leq m\leq k; 1\leq n\leq \ell;1\leq r\leq k\), where ƒ can be done maximally k times and t can be done maximally ℓ times considering the dimensions of the table.
Applied marker escaping for example_id 1724238f8b345db438bc8f727b122499: integers: Similarly, while (1) is a group generator of the set of relative { integers } , (1) is not a monoid generator of the set of relative integers.
Applied marker escaping for example_id bc8093f8a1203a97620268135de3d9cd: basis: The rational sequence topology is given by defining both the whole set R and the empty set ∅ to be open, defining each rational number singleton to be open, and using as a { basis } for the irrational number x, the sets  U_n(x) := \( x_k : n \le k < \infty \) \cup \(x\) .
Applied marker escaping for example_id 3ec38d65e84b1114ea9a0623373c1e48: Euclidean topology: Take a sequence of rational numbers (xₖ) with the property that (xₖ) converges, with respect to the { Euclidean topology } , towards x as k tends towards infinity.
Applied marker escaping for example_id b63ae14dd4d3eb15eaf76e10fbc9b8fd: Volleyball: Punjabi Kabaddi, Cricket and { Volleyball } (Volleyball variations#Shooting volleyball) are the three most popular sports played in Nathumajra.
Applied marker escaping for example_id ebce8204d39acbe44844cee5acd3e71c: gcd: For example, if p and q are integers with { gcd } (p, q) = 1, then (p, q) also generates the group of integers under addition by Bézout's identity.
Applied marker escaping for example_id ffb31062390d77cf8891fe9aa9727fbf: Bézout's identity: For example, if p and q are integers with gcd(p, q) = 1, then (p, q) also generates the group of integers under addition by { Bézout's identity } .
Applied marker escaping for example_id e92e38d3229a7d21cfdaeaeac8178e0e: relatively prime: The group of units U(Z₉) is the group of all integers { relatively prime } to 9 under multiplication mod 9 (U₉ = (1, 2, 4, 5, 7, 8)).
Applied marker escaping for example_id ba03705f1c85e9d484936537de12a2bf: free group: For example, let G be the { free group } in two generators, x and y (which is clearly finitely generated, since G = ⟨(x,y)⟩), and let S be the subset consisting of all elements of G of the form yⁿxy⁻ⁿ for n a natural number.
Applied marker escaping for example_id b06d8979dde2a54ae575db9218ed32e6: dihedral group: The { dihedral group } of order n is generated by the set (r, s), where r represents rotation by π/n and s is any reflection about a line of symmetry.
Applied marker escaping for example_id b145017f6ad3921a18c52eacbe30e765: natural numbers: The set  S is said to be a semigroup generating set of G if each element of G is a finite sum of elements of S. Similarly, a set S is said to be a monoid generating set of G if each non-zero element of G is a finite sum of elements of S. For example (1) is a monoid generator of the set of non-negative { natural numbers } .
Applied marker escaping for example_id 88a8f3a822dd6d73264ed45f5f86f467: coprime: The two-element subset (3, 5) is a generating set, since (−5) + 3 + 3 = 1 (in fact, any pair of { coprime } numbers is, as a consequence of Bézout's identity).
Applied marker escaping for example_id 756f9388cc9acffd4e22882c132da6f4: Coxeter group: This makes the tetrahedron-triangle duoprism prism, (3,3)×(3)×(), Seen in a configuration matrix, the element counts can be derived by mirror removal and ratios of { Coxeter group } orders.
Applied marker escaping for example_id f5ceb367eb87e2648a0e1fdd573b7740: sequence: Take a { sequence } of rational numbers (xₖ) with the property that (xₖ) converges, with respect to the Euclidean topology, towards x as k tends towards infinity.
Applied marker escaping for example_id f373938282a4d76ad3ca7566ca253c48: configuration matrix: This makes the tetrahedron-triangle duoprism prism, (3,3)×(3)×(), Seen in a { configuration matrix } , the element counts can be derived by mirror removal and ratios of Coxeter group orders.
Applied marker escaping for example_id 33431733fb6ea83a79a31d8fa2ea38a7: Bézout's identity: The two-element subset (3, 5) is a generating set, since (−5) + 3 + 3 = 1 (in fact, any pair of coprime numbers is, as a consequence of { Bézout's identity } ).
dump 167719 to wikipedia_pairs/train.jsonl
0
load 2618 from raw/wikinews_mentions-dev.jsonl
dump 318 to ar/dev.jsonl
dump 326 to de/dev.jsonl
dump 316 to en/dev.jsonl
dump 311 to es/dev.jsonl
dump 72 to fa/dev.jsonl
dump 310 to ja/dev.jsonl
dump 304 to pl/dev.jsonl
dump 145 to ro/dev.jsonl
dump 312 to ta/dev.jsonl
dump 262 to tr/dev.jsonl
dump 315 to uk/dev.jsonl
load 9608 from raw/wikinews_mentions-test.jsonl
dump 1501 to ar/test.jsonl
dump 1551 to de/test.jsonl
dump 1490 to en/test.jsonl
dump 1552 to es/test.jsonl
dump 458 to fa/test.jsonl
dump 1519 to ja/test.jsonl
dump 1562 to pl/test.jsonl
dump 672 to ro/test.jsonl
dump 1567 to ta/test.jsonl
dump 1215 to tr/test.jsonl
dump 1537 to uk/test.jsonl
0
load 1003893 from raw/candidate_set_entities.jsonl
dump 1003893 to candidate_entities.jsonl
0
"""