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mmda
mmda-main/src/mmda/predictors/d2_predictors/__init__.py
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mmda
mmda-main/src/mmda/predictors/d2_predictors/bibentry_detection_predictor.py
from functools import reduce import itertools from typing import Any, Dict, Iterator, List, Optional, Union import layoutparser as lp from mmda.predictors.base_predictors.base_predictor import BasePredictor from mmda.types.annotation import BoxGroup from mmda.types.box import Box from mmda.types.document import Docum...
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mmda
mmda-main/src/mmda/predictors/base_predictors/base_predictor.py
from dataclasses import dataclass from abc import abstractmethod from typing import Union, List, Dict, Any from mmda.types.annotation import Annotation from mmda.types.document import Document class BasePredictor: ################################################################### ##################### Nece...
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mmda-main/src/mmda/predictors/base_predictors/__init__.py
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mmda
mmda-main/src/mmda/predictors/base_predictors/base_heuristic_predictor.py
from mmda.predictors.base_predictors.base_predictor import BasePredictor class BaseHeuristicPredictor(BasePredictor): REQUIRED_BACKENDS = []
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mmda
mmda-main/src/mmda/predictors/hf_predictors/vila_predictor.py
# This file rewrites the PDFPredictor classes in # https://github.com/allenai/VILA/blob/dd242d2fcbc5fdcf05013174acadb2dc896a28c3/src/vila/predictors.py#L1 # to reduce the dependency on the VILA package. from typing import List, Union, Dict, Any, Tuple from abc import abstractmethod from dataclasses import dataclass im...
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mmda
mmda-main/src/mmda/predictors/hf_predictors/utils.py
from mmda.types.annotation import SpanGroup from typing import List, Tuple, Dict import itertools from mmda.types.document import Document from mmda.types.names import BlocksField, RowsField def normalize_bbox( bbox, page_width, page_height, target_width, target_height, ): """ Normalize b...
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mmda
mmda-main/src/mmda/predictors/hf_predictors/mention_predictor.py
import itertools import os.path import string from typing import Dict, Iterator, List, Optional from optimum.onnxruntime import ORTModelForTokenClassification import torch from transformers import AutoModelForTokenClassification, AutoTokenizer, BatchEncoding from mmda.types.annotation import Annotation, SpanGroup fro...
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mmda
mmda-main/src/mmda/predictors/hf_predictors/token_classification_predictor.py
from typing import List, Union, Dict, Any, Tuple, Optional, Sequence from abc import abstractmethod from tqdm import tqdm from vila.predictors import ( SimplePDFPredictor, LayoutIndicatorPDFPredictor, HierarchicalPDFPredictor, ) from mmda.types.metadata import Metadata from mmda.types.names import Blocks...
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mmda
mmda-main/src/mmda/predictors/hf_predictors/span_group_classification_predictor.py
""" @kylel """ from typing import List, Any, Tuple, Optional, Sequence from collections import defaultdict import numpy as np import torch import transformers from smashed.interfaces.simple import ( TokenizerMapper, UnpackingMapper, FixedBatchSizeMapper, FromTokenizerListCollatorMapper, Python2...
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mmda
mmda-main/src/mmda/predictors/hf_predictors/__init__.py
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mmda
mmda-main/src/mmda/predictors/hf_predictors/base_hf_predictor.py
from abc import abstractmethod from typing import Union, List, Dict, Any from transformers import AutoTokenizer, AutoConfig, AutoModel from mmda.types.document import Document from mmda.predictors.base_predictors.base_predictor import BasePredictor class BaseHFPredictor(BasePredictor): REQUIRED_BACKENDS = ["tra...
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mmda-main/src/mmda/predictors/hf_predictors/bibentry_predictor/predictor.py
import os import re from typing import Dict, List, Optional, Tuple from optimum.onnxruntime import ORTModelForTokenClassification import torch from transformers import AutoConfig, AutoTokenizer, AutoModelForTokenClassification from unidecode import unidecode from mmda.predictors.hf_predictors.base_hf_predictor import...
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mmda
mmda-main/src/mmda/predictors/hf_predictors/bibentry_predictor/utils.py
from typing import List from mmda.types.annotation import SpanGroup from mmda.types.document import Document from mmda.types.span import Span from mmda.predictors.hf_predictors.bibentry_predictor.types import BibEntryPredictionWithSpan, BibEntryStructureSpanGroups _SPAN_JOINER = " " def mk_bib_entry_strings(docume...
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mmda
mmda-main/src/mmda/predictors/hf_predictors/bibentry_predictor/types.py
from dataclasses import dataclass, field from enum import Enum from typing import List, Optional from pydantic import BaseModel from mmda.types.annotation import SpanGroup class BibEntryLabel(Enum): MISC = 0 CITATION_NUMBER = 1 AUTHOR_START = 2 AUTHOR_MIDDLE = 3 AUTHOR_END = 4 ISSUED_DAY ...
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mmda
mmda-main/src/mmda/predictors/hf_predictors/bibentry_predictor/__init__.py
0
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mmda
mmda-main/src/mmda/predictors/heuristic_predictors/figure_table_predictors.py
from collections import defaultdict from typing import List, Dict, Tuple, Union import numpy as np from scipy.optimize import linear_sum_assignment from tqdm import tqdm from ai2_internal import api from mmda.predictors.base_predictors.base_heuristic_predictor import BaseHeuristicPredictor from mmda.types import Spa...
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mmda
mmda-main/src/mmda/predictors/heuristic_predictors/dictionary_word_predictor.py
""" DictionaryWordPredictor -- Reads `tokens` and converts them into whole `words`. Let's consider 4 consecutive rows: This is a few-shot learn- ing paper. We try few- shot techniques. These methods are useful. This predictor tries to: 1. merge tokens ["learn", "-", "ing"] into "learning" 2. ...
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mmda
mmda-main/src/mmda/predictors/heuristic_predictors/section_header_predictor.py
""" SectionHeaderPredictor -- Use PDF outline metadata to predict section headers and levels. This predictor is entirely heuristic and only applies to PDFs that have ToC information in the sidebar. See SectionNestingPredictor for a related class that operates over token predictions to yield an outline of s...
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mmda
mmda-main/src/mmda/predictors/heuristic_predictors/grobid_citation_predictor.py
""" @rauthur """ import io import xml.etree.ElementTree as et from typing import Optional import requests # processCitationList available in Grobid 0.7.1-SNAPSHOT and later DEFAULT_API = "http://localhost:8070/api/processCitation" NS = {"tei": "http://www.tei-c.org/ns/1.0"} def _post_document(citations: str, url...
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mmda-main/src/mmda/predictors/heuristic_predictors/sentence_boundary_predictor.py
from typing import List, Tuple import itertools import pysbd import numpy as np from mmda.types.annotation import SpanGroup from mmda.types.span import Span from mmda.types.document import Document from mmda.types.names import PagesField, TokensField, WordsField from mmda.predictors.base_predictors.base_heuristic_pre...
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mmda-main/src/mmda/predictors/heuristic_predictors/whitespace_predictor.py
""" Uses a whitespace tokenizer on Document.symbols to predict which `tokens` were originally part of the same segment/chunk (e.g. "few-shot" if tokenized as ["few", "-", "shot"]). @kylel """ from typing import Optional, Set, List, Tuple import tokenizers from mmda.predictors.base_predictors.base_predictor import ...
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mmda-main/src/mmda/predictors/heuristic_predictors/__init__.py
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mmda
mmda-main/src/mmda/recipes/core_recipe.py
""" @kylel """ import logging logger = logging.getLogger(__name__) from mmda.parsers.pdfplumber_parser import PDFPlumberParser from mmda.predictors.hf_predictors.token_classification_predictor import ( IVILATokenClassificationPredictor, ) from mmda.predictors.lp_predictors import LayoutParserPredictor from mm...
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mmda
mmda-main/src/mmda/recipes/__init__.py
from mmda.recipes.core_recipe import CoreRecipe __all__ = [ 'CoreRecipe' ]
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mmda
mmda-main/src/mmda/recipes/recipe.py
""" @kylel """ from mmda.types import * from abc import abstractmethod class Recipe: @abstractmethod def from_path(self, pdfpath: str) -> Document: raise NotImplementedError @abstractmethod def from_doc(self, doc: Document) -> Document: raise NotImplementedError
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mmda-main/src/mmda/featurizers/citation_link_featurizers.py
import numpy as np import pandas as pd from pydantic import BaseModel import re from thefuzz import fuzz from typing import List, Tuple, Dict from mmda.types.annotation import SpanGroup DIGITS = re.compile(r'[0-9]+') ALPHA = re.compile(r'[A-Za-z]+') RELEVANT_PUNCTUATION = re.compile(r"\(|\)|\[|,|\]|\.|&|\;") FUZZ_R...
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mmda-main/src/mmda/featurizers/__init__.py
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mmda
mmda-main/src/mmda/types/document.py
""" """ import itertools import logging import warnings from typing import Dict, Iterable, List, Optional from mmda.types.annotation import Annotation, BoxGroup, SpanGroup from mmda.types.image import PILImage from mmda.types.indexers import Indexer, SpanGroupIndexer from mmda.types.metadata import Metadata from m...
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mmda
mmda-main/src/mmda/types/box.py
""" """ from typing import List, Dict, Tuple, Union from dataclasses import dataclass import warnings import numpy as np def is_overlap_1d(start1: float, end1: float, start2: float, end2: float, x: float = 0) -> bool: """Return whether two 1D intervals overlaps given x""" assert start1 <= end1 assert...
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mmda
mmda-main/src/mmda/types/image.py
""" Monkey patch the PIL.Image methods to add base64 conversion """ import base64 from io import BytesIO from PIL import Image as pilimage from PIL.Image import Image as PILImage def tobase64(self): # Ref: https://stackoverflow.com/a/31826470 buffered = BytesIO() self.save(buffered, format="PNG") ...
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mmda-main/src/mmda/types/user_data.py
""" UserData and HasUserData allow a Python class to have an underscore `_` property for accessing custom fields. Data captured within this property can be serialized along with any instance of the class. """ from typing import Any, Callable, Dict, Optional class UserData: _data: Dict[str, Any] _callback: O...
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mmda-main/src/mmda/types/metadata.py
from copy import deepcopy from dataclasses import MISSING, Field, fields, is_dataclass from functools import wraps import inspect import logging from typing import ( Any, Callable, Dict, Iterable, Optional, Tuple, Type, TypeVar, Union, overload, ) __all__ = ["store_field_in_met...
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mmda-main/src/mmda/types/names.py
""" Names of fields, as strings @kylel """ # document field names SymbolsField = "symbols" MetadataField = "metadata" ImagesField = "images" PagesField = "pages" TokensField = "tokens" RowsField = "rows" SentencesField = "sents" BlocksField = "blocks" WordsField = "words" SectionsField = "sections"
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mmda
mmda-main/src/mmda/types/span.py
""" """ from dataclasses import dataclass from typing import Dict, List, Optional from mmda.types.box import Box @dataclass class Span: start: int end: int box: Optional[Box] = None def to_json(self) -> Dict: if self.box: return dict(start=self.start, end=self.end, box=self.b...
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mmda
mmda-main/src/mmda/types/__init__.py
from mmda.types.document import Document from mmda.types.annotation import SpanGroup, BoxGroup from mmda.types.span import Span from mmda.types.box import Box from mmda.types.image import PILImage from mmda.types.metadata import Metadata __all__ = [ 'Document', 'SpanGroup', 'BoxGroup', 'Span', 'Box...
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mmda
mmda-main/src/mmda/types/indexers.py
""" Indexes for Annotations """ from typing import List from abc import abstractmethod from dataclasses import dataclass, field from mmda.types.annotation import SpanGroup, Annotation from ncls import NCLS import numpy as np import pandas as pd @dataclass class Indexer: """Stores an index for a particular co...
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mmda
mmda-main/src/mmda/types/annotation.py
""" Annotations are objects that are 'aware' of the Document Collections of Annotations are how one constructs a new Iterable of Group-type objects within the Document """ import warnings from abc import abstractmethod from copy import deepcopy from typing import TYPE_CHECKING, Dict, Iterable, List, Optional, Union ...
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mmda
mmda-main/src/mmda/types/old/image.old.py
""" Dataclass for doing stuff on images of pages of a document @kylel, @shannons """ import base64 from io import BytesIO from PIL import Image # Monkey patch the PIL.Image methods to add base64 conversion def tobase64(self): # Ref: https://stackoverflow.com/a/31826470 buffered = BytesIO() self.save(...
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mmda
mmda-main/src/mmda/types/old/boundingbox.old.py
""" Dataclass for doing stuff on bounding boxes @kyle """ from typing import List, Dict import json class BoundingBox: def __init__(self, l: float, t: float, w: float, h: float, page: int): """Assumes x=0.0 and y=0.0 is the top-left of the page, and x=1.0 and y =1.0 as the bottom-right of t...
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mmda
mmda-main/src/mmda/types/old/span.old.py
""" Dataclass for doing stuff on token streams of a document @kylel """ from typing import List, Optional, Dict, Union from mmda.types.boundingbox import BoundingBox import json class Span: def __init__(self, start: int, end: int, id: Optional[int] = None, type: Optional[str] = None, text: ...
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mmda
mmda-main/src/mmda/types/old/annotations.old.py
""" Dataclass for representing annotations on documents @kylel """ from typing import List, Optional import json from mmda.types.span import Span from mmda.types.boundingbox import BoundingBox class Annotation: def to_json(self): raise NotImplementedError def __repr__(self): return jso...
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mmda-main/src/mmda/types/old/document.old.py
""" Dataclass for representing a document and all its constituents @kylel """ from typing import List, Optional, Dict, Tuple, Type from intervaltree import IntervalTree from mmda.types.boundingbox import BoundingBox from mmda.types.annotations import Annotation, SpanAnnotation, BoundingBoxAnnotation from mmda.typ...
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mmda-main/src/mmda/types/old/document_elements.py
""" """ # TODO[kylel] not sure this class needs to exist; seems extra boilerplate for no benefit from typing import List, Optional, Dict, Tuple, Type from abc import abstractmethod from dataclasses import dataclass, field @dataclass class DocumentElement: """DocumentElement is the base class for all childr...
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mmda
mmda-main/src/mmda/utils/stringify.py
""" Utility that converts a List[SpanGroup] into a string @kylel, @lucas Prior versions: - https://github.com/allenai/timo_scim/blob/9fa19cd29cde0e2573e0079da8d776895f4d6caa/scim/predictors/utils.py#L221-L234 - """ import logging from typing import List, Optional from mmda.types import Document, Span, SpanGroup...
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mmda
mmda-main/src/mmda/utils/tools.py
from __future__ import annotations import logging from collections import defaultdict from itertools import groupby import itertools from typing import List, Dict, Tuple import numpy as np from mmda.types.annotation import BoxGroup, SpanGroup from mmda.types.box import Box from mmda.types.span import Span def allo...
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mmda-main/src/mmda/utils/__init__.py
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mmda
mmda-main/src/mmda/utils/outline_metadata.py
""" Extract outline (table of contents) metadata from a PDF. Potentially useful for identifying section headers in the PDF body. @rauthur """ from dataclasses import asdict, dataclass from io import BytesIO from typing import Any, Dict, List, Union import pdfminer.pdfdocument as pd import pdfminer.pdfpage as pp imp...
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mmda
mmda-main/src/mmda/parsers/parser.py
""" Protocol for creating token streams from a document @kylel, shannons """ from abc import abstractmethod from typing import Protocol from mmda.types.document import Document class Parser(Protocol): @abstractmethod def parse(self, input_pdf_path: str, **kwargs) -> Document: """Given an input PD...
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mmda
mmda-main/src/mmda/parsers/symbol_scraper_parser.py
""" Dataclass for creating token streams from a document via SymbolScraper @kylel """ import os import json import logging import math import re import subprocess import tempfile from collections import defaultdict from typing import Optional, List, Dict, Tuple from mmda.types.span import Span from mmda.types.box ...
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mmda
mmda-main/src/mmda/parsers/pdfplumber_parser.py
import itertools import string from typing import List, Optional, Union, Tuple import pdfplumber try: # pdfplumber >= 0.8.0 import pdfplumber.utils.text as ppu except: # pdfplumber <= 0.7.6 import pdfplumber.utils as ppu from mmda.parsers.parser import Parser from mmda.types.annotation import SpanGro...
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mmda-main/src/mmda/parsers/grobid_parser.py
""" @rauthur, @kylel """ import os import io import xml.etree.ElementTree as et from typing import List, Optional, Text import requests import tempfile import json from mmda.parsers.parser import Parser from mmda.types.annotation import SpanGroup from mmda.types.document import Document from mmda.types.metadata imp...
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mmda
mmda-main/src/mmda/parsers/__init__.py
from mmda.parsers.pdfplumber_parser import PDFPlumberParser __all__ = [ 'PDFPlumberParser' ]
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mmda-main/src/mmda/parsers/grobid_augment_existing_document_parser.py
""" @geli-gel """ from grobid_client.grobid_client import GrobidClient from typing import List, Optional import os import xml.etree.ElementTree as et from mmda.parsers.parser import Parser from mmda.types import Metadata from mmda.types.annotation import BoxGroup, Box, SpanGroup from mmda.types.document import Docu...
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mmda-main/src/ai2_internal/api.py
from typing import List, Optional, Type from pydantic import BaseModel, Extra, Field from pydantic.fields import ModelField import mmda.types.annotation as mmda_ann __all__ = ["BoxGroup", "SpanGroup"] class Box(BaseModel): left: float top: float width: float height: float page: int @classm...
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mmda-main/src/ai2_internal/__init__.py
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mmda-main/src/ai2_internal/bibentry_predictor_mmda/integration_test.py
""" Write integration tests for your model interface code here. The TestCase class below is supplied a `container` to each test method. This `container` object is a proxy to the Dockerized application running your model. It exposes a single method: ``` predict_batch(instances: List[Instance]) -> List[Prediction] ``` ...
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mmda
mmda-main/src/ai2_internal/bibentry_predictor_mmda/__init__.py
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mmda
mmda-main/src/ai2_internal/bibentry_predictor_mmda/interface.py
""" This file contains the classes required by Semantic Scholar's TIMO tooling. You must provide a wrapper around your model, as well as a definition of the objects it expects, and those it returns. """ from typing import List from pydantic import BaseModel, BaseSettings, Field from ai2_internal import api from mmd...
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mmda
mmda-main/src/ai2_internal/dwp_heuristic/integration_test.py
""" Write integration tests for your model interface code here. The TestCase class below is supplied a `container` to each test method. This `container` object is a proxy to the Dockerized application running your model. It exposes a single method: ``` predict_batch(instances: List[Instance]) -> List[Prediction] ``` ...
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mmda
mmda-main/src/ai2_internal/dwp_heuristic/__init__.py
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mmda
mmda-main/src/ai2_internal/dwp_heuristic/interface.py
from typing import List from pydantic import BaseModel, BaseSettings, Field from ai2_internal.api import SpanGroup from mmda.predictors.heuristic_predictors.dictionary_word_predictor import ( DictionaryWordPredictor ) from mmda.types.document import Document class Instance(BaseModel): """ Inference inpu...
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mmda
mmda-main/src/ai2_internal/citation_links/integration_test.py
""" Write integration tests for your model interface code here. The TestCase class below is supplied a `container` to each test method. This `container` object is a proxy to the Dockerized application running your model. It exposes a single method: ``` predict_batch(instances: List[Instance]) -> List[Prediction] ``` ...
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mmda
mmda-main/src/ai2_internal/citation_links/__init__.py
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mmda
mmda-main/src/ai2_internal/citation_links/interface.py
""" This file contains the classes required by Semantic Scholar's TIMO tooling. You must provide a wrapper around your model, as well as a definition of the objects it expects, and those it returns. """ from typing import List, Tuple from pydantic import BaseModel, BaseSettings, Field from ai2_internal import api f...
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mmda
mmda-main/src/ai2_internal/figure_table_predictors/integration_test.py
""" Write integration tests for your model interface code here. The TestCase class below is supplied a `container` to each test method. This `container` object is a proxy to the Dockerized application running your model. It exposes a single method: ``` predict_batch(instances: List[Instance]) -> List[Prediction] ``` ...
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mmda
mmda-main/src/ai2_internal/figure_table_predictors/__init__.py
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mmda
mmda-main/src/ai2_internal/figure_table_predictors/interface.py
""" This file contains the classes required by Semantic Scholar's TIMO tooling. You must provide a wrapper around your model, as well as a definition of the objects it expects, and those it returns. """ from typing import List from pydantic import BaseModel, BaseSettings from mmda.predictors.heuristic_predictors.fi...
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mmda
mmda-main/src/ai2_internal/vila/integration_test.py
""" Write integration tests for your model interface code here. The TestCase class below is supplied a `container` to each test method. This `container` object is a proxy to the Dockerized application running your model. It exposes a single method: ``` predict_batch(instances: List[Instance]) -> List[Prediction] ``` ...
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mmda
mmda-main/src/ai2_internal/vila/__init__.py
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mmda
mmda-main/src/ai2_internal/vila/interface.py
""" This file contains the classes required by Semantic Scholar's TIMO tooling. You must provide a wrapper around your model, as well as a definition of the objects it expects, and those it returns. """ import logging from typing import List import torch from pydantic import BaseModel, BaseSettings, Field from ai2_...
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mmda
mmda-main/src/ai2_internal/bibentry_predictor/integration_test.py
""" Write integration tests for your model interface code here. The TestCase class below is supplied a `container` to each test method. This `container` object is a proxy to the Dockerized application running your model. It exposes a single method: ``` predict_batch(instances: List[Instance]) -> List[Prediction] ``` ...
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mmda
mmda-main/src/ai2_internal/bibentry_predictor/__init__.py
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mmda
mmda-main/src/ai2_internal/bibentry_predictor/interface.py
""" This file contains the classes required by Semantic Scholar's TIMO tooling. You must provide a wrapper around your model, as well as a definition of the objects it expects, and those it returns. """ from typing import List, Optional from pydantic import BaseModel, BaseSettings, Field from mmda.predictors.hf_pre...
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mmda
mmda-main/src/ai2_internal/layout_parser/integration_test.py
""" Write integration tests for your model interface code here. The TestCase class below is supplied a `container` to each test method. This `container` object is a proxy to the Dockerized application running your model. It exposes a single method: ``` predict_batch(instances: List[Instance]) -> List[Prediction] ``` ...
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mmda-main/src/ai2_internal/layout_parser/__init__.py
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mmda-main/src/ai2_internal/layout_parser/interface.py
""" This file contains the classes required by Semantic Scholar's TIMO tooling. You must provide a wrapper around your model, as well as a definition of the objects it expects, and those it returns. """ import logging from typing import List import torch from pydantic import BaseModel, BaseSettings, Field from ai2_...
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mmda-main/src/ai2_internal/citation_mentions/integration_test.py
""" Write integration tests for your model interface code here. The TestCase class below is supplied a `container` to each test method. This `container` object is a proxy to the Dockerized application running your model. It exposes a single method: predict_batch(instances: List[Instance]) -> List[Prediction] """ impo...
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mmda-main/src/ai2_internal/citation_mentions/__init__.py
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mmda-main/src/ai2_internal/citation_mentions/interface.py
""" This file contains the classes required by Semantic Scholar's TIMO tooling. You must provide a wrapper around your model, as well as a definition of the objects it expects, and those it returns. """ from typing import List from pydantic import BaseModel, BaseSettings from ai2_internal import api from mmda.predi...
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mmda-main/src/ai2_internal/bibentry_detection_predictor/integration_test.py
""" Write integration tests for your model interface code here. The TestCase class below is supplied a `container` to each test method. This `container` object is a proxy to the Dockerized application running your model. It exposes a single method: ``` predict_batch(instances: List[Instance]) -> List[Prediction] ``` ...
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mmda-main/src/ai2_internal/bibentry_detection_predictor/__init__.py
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mmda-main/src/ai2_internal/bibentry_detection_predictor/interface.py
""" This file contains the classes required by Semantic Scholar's TIMO tooling. You must provide a wrapper around your model, as well as a definition of the objects it expects, and those it returns. """ from typing import List from pydantic import BaseModel, BaseSettings, Field from ai2_internal import api from mmd...
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mmda-main/src/ai2_internal/svm_word_predictor/integration_test.py
""" Write integration tests for your model interface code here. The TestCase class below is supplied a `container` to each test method. This `container` object is a proxy to the Dockerized application running your model. It exposes a single method: ``` predict_batch(instances: List[Instance]) -> List[Prediction] ``` ...
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mmda-main/src/ai2_internal/svm_word_predictor/__init__.py
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mmda-main/src/ai2_internal/svm_word_predictor/interface.py
from typing import List from pydantic import BaseModel, BaseSettings, Field from ai2_internal.api import SpanGroup from mmda.predictors.sklearn_predictors.svm_word_predictor import SVMWordPredictor from mmda.types.document import Document class Instance(BaseModel): """ Inference input for a single paper. ...
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mmda-main/tests/__init__.py
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mmda-main/tests/test_predictors/test_vila_predictors.py
import json import os import pathlib import unittest from PIL import Image from mmda.types.document import Document from mmda.parsers.pdfplumber_parser import PDFPlumberParser from mmda.rasterizers.rasterizer import PDF2ImageRasterizer from mmda.predictors.lp_predictors import LayoutParserPredictor from mmda.predicto...
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mmda-main/tests/test_predictors/test_svm_word_predictor.py
""" Tests for SVM Word Predictor @kylel """ import json import os import unittest from typing import List, Optional, Set import numpy as np from mmda.predictors.sklearn_predictors.svm_word_predictor import ( SVMClassifier, SVMWordPredictor, ) from mmda.types import Document, Span, SpanGroup class TestSVMC...
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mmda
mmda-main/tests/test_predictors/test_bibentry_predictor.py
import unittest from mmda.predictors.hf_predictors.bibentry_predictor.types import ( BibEntryPredictionWithSpan, StringWithSpan ) from mmda.predictors.hf_predictors.bibentry_predictor import utils from mmda.types.annotation import SpanGroup from mmda.types.span import Span class TestBibEntryPredictor(unittes...
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mmda-main/tests/test_predictors/test_figure_table_predictors.py
import json import pickle import unittest from collections import defaultdict import pathlib import pytest from ai2_internal.api import Relation from mmda.predictors.heuristic_predictors.figure_table_predictors import FigureTablePredictions from mmda.types import Document, BoxGroup from mmda.types.box import Box from ...
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mmda
mmda-main/tests/test_predictors/test_section_header_predictor.py
""" Tests for SectionHeaderPredictor @rauthur """ import pathlib import unittest from mmda.parsers.pdfplumber_parser import PDFPlumberParser from mmda.predictors.heuristic_predictors.section_header_predictor import ( SectionHeaderPredictor, ) from mmda.utils.outline_metadata import PDFMinerOutlineExtractor cla...
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mmda
mmda-main/tests/test_predictors/test_section_nesting_predictor.py
""" Tests for SectionNestingPredictor @rauthur """ import pathlib import unittest from copy import deepcopy from mmda.parsers.pdfplumber_parser import PDFPlumberParser from mmda.predictors.hf_predictors.vila_predictor import IVILAPredictor from mmda.predictors.lp_predictors import LayoutParserPredictor from mmda.pre...
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mmda-main/tests/test_predictors/test_dictionary_word_predictor.py
""" Tests for DictionaryWordPredictor @rauthur, @kylel """ import tempfile import unittest from typing import List, Optional, Set from mmda.predictors.heuristic_predictors.dictionary_word_predictor import Dictionary from mmda.predictors import DictionaryWordPredictor from mmda.types import Document, SpanGroup, Span ...
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mmda-main/tests/test_predictors/test.json.py
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mmda-main/tests/test_predictors/test_span_group_classification_predictor.py
""" @kylel """ import unittest import json from mmda.types.annotation import Span, SpanGroup from mmda.types.document import Document from mmda.parsers.pdfplumber_parser import PDFPlumberParser from mmda.predictors.hf_predictors.span_group_classification_predictor import ( SpanGroupClassificationPredictor ) T...
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mmda-main/tests/test_predictors/test_whitespace_predictor.py
""" @kylel """ import unittest from mmda.predictors import WhitespacePredictor from mmda.types import Document, SpanGroup, Span class TestWhitespacePredictor(unittest.TestCase): def test_predict(self): # fmt:off #0 10 20 30 40 50 60 70...
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mmda-main/tests/test_types/test_indexers.py
import unittest from mmda.types import SpanGroup, Span from mmda.types.indexers import SpanGroupIndexer class TestSpanGroupIndexer(unittest.TestCase): def test_overlap_within_single_spangroup_fails_checks(self): span_groups = [ SpanGroup( id=1, spans=[ ...
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mmda-main/tests/test_types/test_box.py
import unittest from mmda.types import box as mmda_box class TestBox(unittest.TestCase): def setUp(cls) -> None: cls.box_dict = {'left': 0.2, 'top': 0.09, 'width': 0.095, 'height': 0.017, 'page': 0} cls...
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mmda-main/tests/test_types/test_document.py
import json import unittest import os from mmda.types.annotation import SpanGroup from mmda.types.document import Document from mmda.types.names import MetadataField, SymbolsField from ai2_internal import api def resolve(file: str) -> str: return os.path.join(os.path.dirname(__file__), "../fixtures/types", file...
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