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Corriger légèrement la segmentation et l'étiquettage (#6)
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* fix: corriger certains documents

* fix: corriger indices de convert

* fix: extraire plus de numeros

* fix: utiliser modele specific quand pas de structure

* chore: isort
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@dhdaines
dhdaines authored Nov 20, 2023
1 parent 18dc2d2 commit 2859636
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Showing 12 changed files with 4,766 additions and 3,652 deletions.
2 changes: 1 addition & 1 deletion alexi/__init__.py
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Expand Up @@ -40,7 +40,7 @@ def write_csv(
def convert_main(args: argparse.Namespace):
"""Convertir les PDF en CSV"""
if args.pages:
pages = [max(0, int(x) - 1) for x in args.pages.split(",")]
pages = [max(1, int(x)) for x in args.pages.split(",")]
else:
pages = None
conv = Converteur(args.pdf)
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4 changes: 4 additions & 0 deletions alexi/analyse.py
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Expand Up @@ -230,6 +230,10 @@ def __call__(
LOGGER.info("Numéro extrait du titre: %s", m.group(1))
numero = m.group(1)
titre = titre[: m.start(1)] + titre[m.end(1) :]
elif m := re.match(r".*(\b\d+-\d+-[A-Z]+$)", titre):
LOGGER.info("Numéro extrait du titre: %s", m.group(1))
numero = m.group(1)
titre = titre[: m.start(1)]
doc = Document(self.fileid, numero, titre)
doc.meta = self.metadata
# Group block-level text elements by page from segment tags
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15 changes: 9 additions & 6 deletions alexi/extract.py
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Expand Up @@ -20,7 +20,7 @@
from alexi.label import DEFAULT_MODEL as DEFAULT_LABEL_MODEL
from alexi.label import Extracteur
from alexi.segment import DEFAULT_MODEL as DEFAULT_SEGMENT_MODEL
from alexi.segment import Segmenteur
from alexi.segment import DEFAULT_MODEL_NOSTRUCT, Segmenteur
from alexi.types import Bloc

LOGGER = logging.getLogger("extract")
Expand All @@ -40,9 +40,7 @@ def add_arguments(parser: argparse.ArgumentParser) -> argparse.ArgumentParser:
help="Ne pas utiliser le CSV de référence",
action="store_true",
)
parser.add_argument(
"--segment-model", help="Modele CRF", type=Path, default=DEFAULT_SEGMENT_MODEL
)
parser.add_argument("--segment-model", help="Modele CRF", type=Path)
parser.add_argument(
"--label-model", help="Modele CRF", type=Path, default=DEFAULT_LABEL_MODEL
)
Expand Down Expand Up @@ -390,7 +388,6 @@ def make_doc_tree(docs: list[Document], outdir: Path):


def main(args):
crf = None
extracteur = Extracteur()
args.outdir.mkdir(parents=True, exist_ok=True)
docs = []
Expand All @@ -408,7 +405,13 @@ def main(args):
LOGGER.info("Conversion, segmentation et classification de %s", path)
conv = Converteur(path)
feats = conv.extract_words()
if crf is None:
if args.segment_model is None:
if conv.tree is None:
LOGGER.warning("Structure logique absente: %s", path)
crf = Segmenteur(DEFAULT_MODEL_NOSTRUCT)
else:
crf = Segmenteur(DEFAULT_SEGMENT_MODEL)
else:
crf = Segmenteur(args.segment_model)
iob = list(extracteur(crf(feats)))

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Binary file modified alexi/models/crf.joblib.gz
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Binary file modified alexi/models/crf.vl.joblib.gz
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Binary file modified alexi/models/crfseq.joblib.gz
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1 change: 1 addition & 0 deletions alexi/segment.py
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Expand Up @@ -16,6 +16,7 @@

FEATNAMES = [name for name in FIELDNAMES if name not in ("segment", "sequence")]
DEFAULT_MODEL = Path(__file__).parent / "models" / "crf.joblib.gz"
DEFAULT_MODEL_NOSTRUCT = Path(__file__).parent / "models" / "crf.vl.joblib.gz"
FeatureFunc = Callable[[int, dict], list[str]]


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340 changes: 340 additions & 0 deletions data/train/construction_nostruct.csv
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622 changes: 622 additions & 0 deletions data/train/zonage_annexes.csv
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5,282 changes: 2,641 additions & 2,641 deletions data/train/zonage_sections.csv
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144 changes: 144 additions & 0 deletions data/train/zonage_titre.csv
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@@ -0,0 +1,144 @@
sequence,segment,text,page,page_width,page_height,fontname,rgb,x0,x1,top,bottom,doctop,mcid,mctag,tagstack
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I-Titre,I-Tete,1314-2021-Z,1,612,1008,BCDEEE+ArialNarrow,#777,151,189,36,45,36,,Artifact,
O,I-Tete,Table,1,612,1008,BCDEEE+ArialNarrow,#777,471,488,36,45,36,,Artifact,
O,I-Tete,des,1,612,1008,BCDEEE+ArialNarrow,#777,490,500,36,45,36,,Artifact,
O,I-Tete,matières,1,612,1008,BCDEEE+ArialNarrow,#777,502,527,36,45,36,,Artifact,
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O,I-Titre,de,1,612,1008,BCDGEE+Cambria-Bold,#000,272,288,306,320,306,2,Span,Document;Table;TR;TH;P
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I-Titre,I-Titre,zonage,1,612,1008,BCDHEE+Calibri-Bold,#000,360,466,475,511,475,8,Span,Document;Table;TR;TH;P
I-Titre,I-Titre,numéro,1,612,1008,BCDHEE+Calibri-Bold,#000,202,281,516,540,516,9,Span,Document;Table;TR;TH;P
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B-Titre,B-Tete,Règlement,433,612,1008,BCDEEE+ArialNarrow,#777,85,117,36,45,435544,,Artifact,
I-Titre,I-Tete,de,433,612,1008,BCDEEE+ArialNarrow,#777,119,126,36,45,435544,,Artifact,
I-Titre,I-Tete,zonage,433,612,1008,BCDEEE+ArialNarrow,#777,128,149,36,45,435544,,Artifact,
I-Titre,I-Tete,1314-2021-Z,433,612,1008,BCDEEE+ArialNarrow,#777,151,189,36,45,435544,,Artifact,
O,I-Tete,Entrée,433,612,1008,BCDEEE+ArialNarrow,#777,475,495,36,45,435544,,Artifact,
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O,I-Tete,vigueur,433,612,1008,BCDEEE+ArialNarrow,#777,506,527,36,45,435544,,Artifact,
O,B-Titre,ENTRÉE,433,612,1008,BCDKEE+ArialNarrow-Bold,#222,85,132,260,274,435767,0,Span,H2
O,I-Titre,EN,433,612,1008,BCDKEE+ArialNarrow-Bold,#222,135,151,260,274,435767,0,Span,H2
O,I-Titre,VIGUEUR,433,612,1008,BCDKEE+ArialNarrow-Bold,#222,154,206,260,274,435767,0,Span,H2
O,B-Alinea,Le,433,612,1008,BCDEEE+ArialNarrow,#000,113,123,299,309,435807,1,Span,L;L;L;L;L;L;LI;Lbl
O,I-Alinea,présent,433,612,1008,BCDEEE+ArialNarrow,#000,125,152,299,309,435807,1,Span,L;L;L;L;L;L;LI;Lbl
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O,I-Alinea,entre,433,612,1008,BCDEEE+ArialNarrow,#000,193,212,299,309,435807,1,Span,L;L;L;L;L;L;LI;Lbl
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O,I-Alinea,de,433,612,1008,BCDEEE+ArialNarrow,#000,236,245,324,334,435832,3,Span,Table;TR;TH;P
O,I-Alinea,motion,433,612,1008,BCDEEE+ArialNarrow,#000,247,272,324,334,435832,3,Span,Table;TR;TH;P
O,I-Alinea,17,433,612,1008,BCDEEE+ArialNarrow,#000,429,438,324,334,435832,4,Span,Table;TR;TH;P
O,I-Alinea,mai,433,612,1008,BCDEEE+ArialNarrow,#000,440,454,324,334,435832,4,Span,Table;TR;TH;P
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O,B-Alinea,Entrée,433,612,1008,BCDEEE+ArialNarrow,#000,213,237,356,366,435864,7,Span,Table;TR;TH;P
O,I-Alinea,en,433,612,1008,BCDEEE+ArialNarrow,#000,239,248,356,366,435864,7,Span,Table;TR;TH;P
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O,B-Alinea,(s),433,612,1008,BCDEEE+ArialNarrow,#000,113,123,657,667,436165,28,Span,P
O,I-Alinea,Nadine,433,612,1008,BCDEEE+ArialNarrow,#000,125,151,657,667,436165,28,Span,P
O,I-Alinea,Brière,433,612,1008,BCDEEE+ArialNarrow,#000,153,175,657,667,436165,28,Span,P
O,I-Alinea,(s),433,612,1008,BCDEEE+ArialNarrow,#000,298,307,657,667,436165,28,Span,P
O,I-Alinea,Audrey,433,612,1008,BCDEEE+ArialNarrow,#000,310,336,657,667,436165,28,Span,P
O,I-Alinea,Senécal,433,612,1008,BCDEEE+ArialNarrow,#000,338,367,657,667,436165,28,Span,P
O,O,__________________________,433,612,1008,BCDEEE+ArialNarrow,#000,114,233,668,678,436176,29,Span,P
O,O,___________________________________,433,612,1008,BCDEEE+ArialNarrow,#000,298,457,668,678,436176,29,Span,P
O,B-Alinea,Nadine,433,612,1008,BCDEEE+ArialNarrow,#000,113,139,680,690,436188,30,Span,P
O,I-Alinea,Brière,433,612,1008,BCDEEE+ArialNarrow,#000,142,163,680,690,436188,30,Span,P
O,I-Alinea,Me,433,612,1008,BCDEEE+ArialNarrow,#000,298,309,680,690,436188,30,Span,P
O,I-Alinea,Audrey,433,612,1008,BCDEEE+ArialNarrow,#000,311,337,680,690,436188,30,Span,P
O,I-Alinea,Senécal,433,612,1008,BCDEEE+ArialNarrow,#000,339,369,680,690,436188,30,Span,P
O,B-Alinea,Mairesse,433,612,1008,BCDEEE+ArialNarrow,#000,113,147,691,701,436199,31,Span,P
O,I-Alinea,Greffière,433,612,1008,BCDEEE+ArialNarrow,#000,298,329,691,701,436199,31,Span,P
O,I-Alinea,et,433,612,1008,BCDEEE+ArialNarrow,#000,332,339,691,701,436199,31,Span,P
O,I-Alinea,directrice,433,612,1008,BCDEEE+ArialNarrow,#000,341,374,691,701,436199,31,Span,P
O,I-Alinea,des,433,612,1008,BCDEEE+ArialNarrow,#000,376,390,691,701,436199,31,Span,P
O,I-Alinea,services,433,612,1008,BCDEEE+ArialNarrow,#000,392,422,691,701,436199,31,Span,P
O,I-Alinea,juridpiques,433,612,1008,BCDEEE+ArialNarrow,#000,424,464,691,701,436199,31,Span,P
O,B-Pied,433,433,612,1008,BCDEEE+ArialNarrow,#000,516,527,952,960,436460,,Artifact,
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