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TTFormLM.py DELETED
@@ -1,106 +0,0 @@
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- # coding=utf-8
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- import json
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- import os
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-
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- import datasets
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-
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- from PIL import Image
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- import numpy as np
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-
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- logger = datasets.logging.get_logger(__name__)
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-
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-
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- def load_image(image_path):
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- image = Image.open(image_path).convert("RGB")
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- w, h = image.size
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- return image, (w, h)
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-
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- def normalize_bbox(bbox, size):
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- return [
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- int(1000 * bbox[0] / size[0]),
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- int(1000 * bbox[1] / size[1]),
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- int(1000 * bbox[2] / size[0]),
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- int(1000 * bbox[3] / size[1]),
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- ]
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-
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- class TTFormLMConfig(datasets.BuilderConfig):
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- """BuilderConfig for TTForm"""
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-
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- def __init__(self, **kwargs):
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- """BuilderConfig for TTForm.
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-
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- Args:
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- **kwargs: keyword arguments forwarded to super.
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- """
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- super(TTFormLMConfig, self).__init__(**kwargs)
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-
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- class TTFormLM(datasets.GeneratorBasedBuilder):
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- """TTForm dataset."""
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-
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- BUILDER_CONFIGS = [
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- TTFormLMConfig(name="ttform", version=datasets.Version("1.0.0"), description="TTFormLM dataset"),
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- ]
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-
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- def _info(self):
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- return datasets.DatasetInfo(
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- features=datasets.Features(
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- {
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- "id": datasets.Value("string"),
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- "words": datasets.Sequence(datasets.Value("string")),
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- "bboxes": datasets.Sequence(datasets.Sequence(datasets.Value("int64"))),
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- "ner_tags": datasets.Sequence(
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- datasets.features.ClassLabel(
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- names=["O", "B-HEADER", "I-HEADER", "B-QUESTION", "I-QUESTION", "B-ANSWER", "I-ANSWER"]
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- )
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- ),
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- "image_path": datasets.Value("string"),
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- }
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- ),
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- supervised_keys=None
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- )
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-
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- def _split_generators(self, dl_manager):
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- """Returns SplitGenerators."""
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- downloaded_file = dl_manager.download_and_extract("https://drive.google.com/uc?export=download&id=18ytJQIAE4wFtE5fDhnlFW5zcRWI_tJjR")
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- return [
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- datasets.SplitGenerator(
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- name=datasets.Split.TRAIN, gen_kwargs={"filepath": f"{downloaded_file}/dataset/training_data/"}
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- ),
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- datasets.SplitGenerator(
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- name=datasets.Split.TEST, gen_kwargs={"filepath": f"{downloaded_file}/dataset/testing_data/"}
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- ),
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- ]
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-
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- def _generate_examples(self, filepath):
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- logger.info("⏳ Generating examples from = %s", filepath)
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- ann_dir = os.path.join(filepath, "annotations")
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- img_dir = os.path.join(filepath, "images")
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- for guid, file in enumerate(sorted(os.listdir(ann_dir))):
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- words = []
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- bboxes = []
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- ner_tags = []
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- file_path = os.path.join(ann_dir, file)
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- with open(file_path, "r", encoding="utf8") as f:
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- data = json.load(f)
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- image_path = os.path.join(img_dir, file)
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- image_path = image_path.replace("json", "png")
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- image, size = load_image(image_path)
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- for item in data["form"]:
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- words_example, label = item["words"], item["label"]
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- words_example = [w for w in words_example if w["text"].strip() != ""]
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- if len(words_example) == 0:
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- continue
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- if label == "other":
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- for w in words_example:
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- words.append(w["text"])
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- ner_tags.append("O")
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- bboxes.append(normalize_bbox(w["box"], size))
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- else:
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- words.append(words_example[0]["text"])
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- ner_tags.append("B-" + label.upper())
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- bboxes.append(normalize_bbox(words_example[0]["box"], size))
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- for w in words_example[1:]:
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- words.append(w["text"])
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- ner_tags.append("I-" + label.upper())
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- bboxes.append(normalize_bbox(w["box"], size))
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- yield guid, {"id": str(guid), "words": words, "bboxes": bboxes, "ner_tags": ner_tags, "image_path": image_path}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
ttform/tt_form_lm-test.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ size 7878
ttform/tt_form_lm-train.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:cb6cce33165b4ab3d13b12bdeeaff045565259fb2e26f4abf82d45090e977ece
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+ size 7885