diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index c9239f8..55d3561 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -7,19 +7,24 @@ env: jobs: build: - runs-on: ubuntu-latest + runs-on: ${{ matrix.os }} + strategy: + matrix: + os: [ubuntu-latest, windows-latest] steps: - uses: actions/checkout@v3 + - name: Set up Python 3.11 uses: actions/setup-python@v4 with: python-version: 3.11 - - name: Install python dependencies + + - name: Install Python dependencies run: | pip install poetry poetry install + - name: Run detection benchmark test run: | poetry run python benchmark.py --max 5 --result_path results --pdftext_only - poetry run python scripts/verify_benchmark_scores.py results/results.json - + poetry run python scripts/verify_benchmark_scores.py results/results.json diff --git a/benchmark.py b/benchmark.py index 1974eb1..2ecdaf2 100644 --- a/benchmark.py +++ b/benchmark.py @@ -13,10 +13,8 @@ from rapidfuzz import fuzz import tabulate from tqdm import tqdm -import pypdfium2 as pdfium from pdftext.extraction import paginated_plain_text_output -from pdftext.model import get_model from pdftext.settings import settings @@ -82,7 +80,7 @@ def main(): row = dataset[i] pdf = row["pdf"] tool_pages = {} - with tempfile.NamedTemporaryFile(suffix=".pdf") as f: + with tempfile.NamedTemporaryFile(suffix=".pdf", delete=False) as f: f.write(pdf) f.seek(0) pdf_path = f.name diff --git a/models/dt.joblib b/models/dt.joblib deleted file mode 100644 index fd5969f..0000000 Binary files a/models/dt.joblib and /dev/null differ diff --git a/models/dt.onnx b/models/dt.onnx deleted file mode 100644 index bdbfd66..0000000 Binary files a/models/dt.onnx and /dev/null differ diff --git a/pdftext/extraction.py b/pdftext/extraction.py index d9ae1b1..9daf8ba 100644 --- a/pdftext/extraction.py +++ b/pdftext/extraction.py @@ -1,16 +1,14 @@ import atexit +import math +from concurrent.futures import ProcessPoolExecutor from functools import partial from itertools import repeat from typing import List -from concurrent.futures import ProcessPoolExecutor -import math + import pypdfium2 as pdfium -from pdftext.inference import inference -from pdftext.model import get_model -from pdftext.pdf.chars import get_pdfium_chars -from pdftext.pdf.utils import unnormalize_bbox -from pdftext.postprocessing import merge_text, sort_blocks, postprocess_text, handle_hyphens +from pdftext.pdf.pages import get_pages +from pdftext.postprocessing import handle_hyphens, merge_text, postprocess_text, sort_blocks from pdftext.settings import settings @@ -25,9 +23,7 @@ def _load_pdf(pdf, flatten_pdf): def _get_page_range(page_range, flatten_pdf=False, quote_loosebox=True): - text_chars = get_pdfium_chars(pdf_doc, page_range, flatten_pdf, quote_loosebox) - pages = inference(text_chars, model) - return pages + return get_pages(pdf_doc, page_range, flatten_pdf, quote_loosebox) def worker_shutdown(pdf_doc): @@ -35,11 +31,9 @@ def worker_shutdown(pdf_doc): def worker_init(pdf_path, flatten_pdf): - global model global pdf_doc pdf_doc = _load_pdf(pdf_path, flatten_pdf) - model = get_model() atexit.register(partial(worker_shutdown, pdf_doc)) @@ -53,10 +47,9 @@ def _get_pages(pdf_path, page_range=None, flatten_pdf=False, quote_loosebox=True workers = min(workers, len(page_range) // settings.WORKER_PAGE_THRESHOLD) # It's inefficient to have too many workers, since we batch in inference if workers is None or workers <= 1: - model = get_model() - text_chars = get_pdfium_chars(pdf_doc, page_range, flatten_pdf, quote_loosebox) + pages = get_pages(pdf_doc, page_range, flatten_pdf, quote_loosebox) pdf_doc.close() - return inference(text_chars, model) + return pages pdf_doc.close() page_range = list(page_range) @@ -85,13 +78,13 @@ def paginated_plain_text_output(pdf_path, sort=False, hyphens=False, page_range= def _process_span(span, page_width, page_height, keep_chars): - span["bbox"] = unnormalize_bbox(span["bbox"], page_width, page_height) + span["bbox"] = span["bbox"].bbox span["text"] = handle_hyphens(postprocess_text(span["text"]), keep_hyphens=True) if not keep_chars: del span["chars"] else: for char in span["chars"]: - char["bbox"] = unnormalize_bbox(char["bbox"], page_width, page_height) + char["bbox"] = char["bbox"].bbox def dictionary_output(pdf_path, sort=False, page_range=None, keep_chars=False, flatten_pdf=False, quote_loosebox=True, workers=None): @@ -102,16 +95,19 @@ def dictionary_output(pdf_path, sort=False, page_range=None, keep_chars=False, f for k in list(block.keys()): if k not in ["lines", "bbox"]: del block[k] - block["bbox"] = unnormalize_bbox(block["bbox"], page_width, page_height) + block["bbox"] = block["bbox"].bbox for line in block["lines"]: for k in list(line.keys()): if k not in ["spans", "bbox"]: del line[k] - line["bbox"] = unnormalize_bbox(line["bbox"], page_width, page_height) + line["bbox"] = line["bbox"].bbox for span in line["spans"]: _process_span(span, page_width, page_height, keep_chars) if sort: page["blocks"] = sort_blocks(page["blocks"]) + if page["rotation"] == 90 or page["rotation"] == 270: + page["width"], page["height"] = page["height"], page["width"] + page["bbox"] = [page["bbox"][2], page["bbox"][3], page["bbox"][0], page["bbox"][1]] return pages diff --git a/pdftext/inference.py b/pdftext/inference.py deleted file mode 100644 index b0b6752..0000000 --- a/pdftext/inference.py +++ /dev/null @@ -1,252 +0,0 @@ -import numpy as np - -from pdftext.pdf.utils import LINE_BREAKS, TABS, SPACES -from pdftext.settings import settings - -def update_current(current, new_char): - bbox = new_char["bbox"] - if "bbox" not in current: - current_bbox = bbox.copy() - current["bbox"] = current_bbox - else: - current_bbox = current["bbox"] - current_bbox[0] = min(bbox[0], current_bbox[0]) - current_bbox[1] = min(bbox[1], current_bbox[1]) - current_bbox[2] = max(bbox[2], current_bbox[2]) - current_bbox[3] = max(bbox[3], current_bbox[3]) - - current["center_x"] = (current_bbox[0] + current_bbox[2]) / 2 - current["center_y"] = (current_bbox[1] + current_bbox[3]) / 2 - - -def create_training_row(char_info, prev_char, currblock, currline): - char = char_info["char"] - - # Store variables used multiple times - char_bbox = char_info["bbox"] - prev_bbox = prev_char["bbox"] - currblock_bbox = currblock["bbox"] - currline_bbox = currline["bbox"] - - char_x1, char_y1, char_x2, char_y2 = char_bbox - prev_x1, prev_y1, prev_x2, prev_y2 = prev_bbox - char_center_x = (char_x2 + char_x1) / 2 - char_center_y = (char_y2 + char_y1) / 2 - x_gap = char_x1 - prev_x2 - y_gap = char_y1 - prev_y2 - - char_font = char_info["font"] - prev_font = prev_char["font"] - font_match = (char_font["name"] == prev_font["name"] and - char_font["size"] == prev_font["size"] and - char_font["weight"] == prev_font["weight"] and - char_font["flags"] == prev_font["flags"] and - char_info["rotation"] == prev_char["rotation"]) - - is_space = char in SPACES or char in TABS - - return [ - char_center_x - currblock["center_x"], - char_x1 - currblock_bbox[2], - char_x1 - currblock_bbox[0], - char_center_y - currblock["center_y"], - char_y1 - currblock_bbox[3], - char_y1 - currblock_bbox[1], - font_match, - char in LINE_BREAKS, - is_space, - char_center_x - currline["center_x"], - char_x1 - currline_bbox[2], - char_x1 - currline_bbox[0], - char_center_y - currline["center_y"], - char_y1 - currline_bbox[3], - char_y1 - currline_bbox[1], - x_gap, - char_x2 - prev_x1, - y_gap, - char_y2 - prev_y1 - ] - - -def update_span(line, span): - if span["chars"]: - first_char = span["chars"][0] - char_bboxes = [char["bbox"] for char in span["chars"]] - min_x, min_y, max_x, max_y = char_bboxes[0] - - for bbox in char_bboxes[1:]: - min_x = min(min_x, bbox[0]) - min_y = min(min_y, bbox[1]) - max_x = max(max_x, bbox[2]) - max_y = max(max_y, bbox[3]) - - span.update({ - "font": first_char["font"], - "rotation": first_char["rotation"], - "bbox": [min_x, min_y, max_x, max_y], - "text": "".join(char["char"] for char in span["chars"]), - "char_start_idx": first_char["char_idx"], - "char_end_idx": span["chars"][-1]["char_idx"] - }) - - # Remove unneeded keys from the characters - char_keys = list(first_char.keys()) - for char in span["chars"]: - for key in char_keys: - if key not in ["char", "bbox"]: - del char[key] - - line["spans"].append(span) - return {"chars": []} - - -def update_line(block, line): - block["lines"].append(line) - line = {"spans": []} - return line - - -def update_block(blocks, block): - blocks["blocks"].append(block) - block = {"lines": []} - return block - - -def get_dynamic_line_thresh(text_chars, rotation, default_thresh=.05, min_thresh=.0025, min_lines=5): - line_dists = [] - prev_char = None - for i, char_info in enumerate(text_chars["chars"][1:]): - if prev_char is None: - prev_char = char_info - continue - - if rotation == 90: - line_dist = char_info["bbox"][2] - prev_char["bbox"][0] - elif rotation == 180: - line_dist = prev_char["bbox"][1] - char_info["bbox"][3] - elif rotation == 270: - line_dist = char_info["bbox"][0] - prev_char["bbox"][2] - else: - line_dist = char_info["bbox"][1] - prev_char["bbox"][3] - - if line_dist > min_thresh: - line_dists.append(line_dist) - prev_char = char_info - line_gap_thresh = np.percentile(line_dists, 50) if len(line_dists) > min_lines else default_thresh - return line_gap_thresh - - -def is_same_line(char_bbox, line_box, space_thresh, rotation): - line_center_x, line_center_y = (line_box[0] + line_box[2]) / 2, (line_box[1] + line_box[3]) / 2 - def normalized_diff(a, b, mult=1, use_abs=True): - func = abs if use_abs else lambda x: x - return func(a - b) < space_thresh * mult - - if rotation in [90, 270]: - char_center_x = (char_bbox[0] + char_bbox[2]) / 2 - - return normalized_diff(char_center_x, line_center_x) - else: # 0 or default case - char_center_y = (char_bbox[1] + char_bbox[3]) / 2 - return normalized_diff(char_center_y, line_center_y) - -def infer_single_page(text_chars, block_threshold=settings.BLOCK_THRESHOLD): - prev_char = None - prev_font_info = None - - blocks = { - "blocks": [], - "page": text_chars["page"], - "rotation": text_chars["rotation"], - "bbox": text_chars["bbox"], - "width": text_chars["width"], - "height": text_chars["height"], - } - block = {"lines": []} - line = {"spans": []} - span = {"chars": []} - rotation = int(text_chars["rotation"]) - line_thresh = get_dynamic_line_thresh(text_chars, rotation) - - for char_info in text_chars["chars"]: - font = char_info['font'] - font_info = f"{font['name']}_{font['size']}_{font['weight']}_{font['flags']}_{char_info['rotation']}" - if prev_char: - training_row = create_training_row(char_info, prev_char, block, line) - - prediction_probs = yield training_row - # First item is probability of same line/block, second is probability of new line, third is probability of new block - if prediction_probs[0] >= .5: - # Ensure we update spans properly for font info when predicting no new line - if prev_font_info != font_info: - span = update_span(line, span) - elif prediction_probs[2] > block_threshold: - span = update_span(line, span) - line = update_line(block, line) - block = update_block(blocks, block) - elif ( - prev_char["char"] in LINE_BREAKS or - not is_same_line(char_info["bbox"], line["bbox"], line_thresh, rotation) - ): # Look for newline character as a forcing signal for a new line - span = update_span(line, span) - line = update_line(block, line) - elif prev_font_info != font_info: - span = update_span(line, span) - - span["chars"].append(char_info) - update_current(line, char_info) - update_current(block, char_info) - - prev_char = char_info - prev_font_info = font_info - - if span["chars"]: - update_span(line, span) - if line["spans"]: - update_line(block, line) - if block["lines"]: - update_block(blocks, block) - - return blocks - - -def inference(text_chars, model): - # Create generators and get first training row from each - generators = [infer_single_page(text_page) for text_page in text_chars] - next_prediction = {} - input_name = model.get_inputs()[0].name - output_name = model.get_outputs()[1].name - - page_blocks = {} - while len(page_blocks) < len(generators): - training_data = {} - for page_idx, page_generator in enumerate(generators): - if page_idx in page_blocks: - continue - - try: - if page_idx not in next_prediction: - training_row = next(page_generator) - else: - training_row = page_generator.send(next_prediction[page_idx]) - del next_prediction[page_idx] - training_data[page_idx] = training_row - except StopIteration as e: - blocks = e.value - page_blocks[page_idx] = blocks - - if len(page_blocks) == len(generators): - break - - training_idxs = sorted(training_data.keys()) - training_rows = [training_data[idx] for idx in training_idxs] - training_rows = np.stack(training_rows, axis=0, dtype=np.float32) - - # Run inference - predictions = model.run([output_name], {input_name: training_rows})[0] - for pred, page_idx in zip(predictions, training_idxs): - next_prediction[page_idx] = pred - sorted_keys = sorted(page_blocks.keys()) - page_blocks = [page_blocks[key] for key in sorted_keys] - assert len(page_blocks) == len(text_chars) - return page_blocks \ No newline at end of file diff --git a/pdftext/model.py b/pdftext/model.py deleted file mode 100644 index b4af3aa..0000000 --- a/pdftext/model.py +++ /dev/null @@ -1,7 +0,0 @@ -from pdftext.settings import settings -import onnxruntime as rt - - -def get_model(model_path=settings.MODEL_PATH): - sess = rt.InferenceSession(model_path) - return sess \ No newline at end of file diff --git a/pdftext/pdf/chars.py b/pdftext/pdf/chars.py index 2990a2a..4f6c872 100644 --- a/pdftext/pdf/chars.py +++ b/pdftext/pdf/chars.py @@ -1,116 +1,50 @@ import math -from typing import List +import pypdfium2 as pdfium import pypdfium2.raw as pdfium_c -from pypdfium2 import PdfiumError -from pdftext.pdf.utils import get_fontname, pdfium_page_bbox_to_device_bbox, page_bbox_to_device_bbox -from pdftext.settings import settings +from pdftext.pdf.utils import get_fontname +from pdftext.schema import Bbox, Chars -def update_previous_fonts(char_infos: List, i: int, prev_fontname: str, prev_fontflags: int, text_page, fontname_sample_freq: int): - min_update = max(0, i - fontname_sample_freq) # Minimum index to update - for j in range(i - 1, min_update, -1): # Goes from i to min_update - fontname, fontflags = get_fontname(text_page, j) +def get_chars(textpage: pdfium.PdfTextPage, page_bbox: list[float], page_rotation: int, quote_loosebox=True) -> Chars: + chars: Chars = [] - # If we hit the region with the previous fontname, we can bail out - if fontname == prev_fontname and fontflags == prev_fontflags: - break - char_infos[j]["font"]["name"] = fontname - char_infos[j]["font"]["flags"] = fontflags + x_start, y_start, x_end, y_end = page_bbox + page_width = math.ceil(abs(x_end - x_start)) + page_height = math.ceil(abs(y_end - y_start)) + for i in range(textpage.count_chars()): + fontname, fontflag = get_fontname(textpage, i) + text = chr(pdfium_c.FPDFText_GetUnicode(textpage, i)) -def flatten(page, flag=pdfium_c.FLAT_NORMALDISPLAY): - rc = pdfium_c.FPDFPage_Flatten(page, flag) - if rc == pdfium_c.FLATTEN_FAIL: - raise PdfiumError("Failed to flatten annotations / form fields.") + rotation = pdfium_c.FPDFText_GetCharAngle(textpage, i) + loosebox = rotation == 0 and (not text == "'" or quote_loosebox) + char_box = textpage.get_charbox(i, loose=loosebox) + cx_start, cy_start, cx_end, cy_end = char_box -def get_pdfium_chars(pdf, page_range, flatten_pdf, quote_loosebox=True, fontname_sample_freq=settings.FONTNAME_SAMPLE_FREQ): - blocks = [] + cx_start -= x_start + cx_end -= x_start + cy_start -= y_start + cy_end -= y_start - for page_idx in page_range: - page = pdf.get_page(page_idx) + ty_start = page_height - cy_start + ty_end = page_height - cy_end - if flatten_pdf: - # Flatten form fields and annotations into page contents. - flatten(page) + bbox = [cx_start, min(ty_start, ty_end), cx_end, max(ty_start, ty_end)] + bbox = Bbox(bbox).rotate(page_width, page_height, page_rotation) - # Flattening invalidates existing handles to the page. - # It is necessary to re-initialize the page handle after flattening. - page = pdf.get_page(page_idx) - - text_page = page.get_textpage() - try: - page_rotation = page.get_rotation() - except KeyError: - # This happens on some PDFs, where pdfium_i.RotationToDegrees[ pdfium_c.FPDFPage_GetRotation(self) ] throws a KeyError -1 - page_rotation = 0 - - bbox = page.get_bbox() - page_width = math.ceil(abs(bbox[2] - bbox[0])) - page_height = math.ceil(abs(bbox[1] - bbox[3])) - bbox = pdfium_page_bbox_to_device_bbox(page, bbox, page_width, page_height, page_rotation) - - # Recalculate page width and height with new bboxes - page_width = math.ceil(abs(bbox[2] - bbox[0])) - page_height = math.ceil(abs(bbox[1] - bbox[3])) - - # Flip width and height if rotated - if page_rotation == 90 or page_rotation == 270: - page_width, page_height = page_height, page_width - - text_chars = { - "page": page_idx, - "rotation": page_rotation, + chars.append({ "bbox": bbox, - "width": page_width, - "height": page_height, - } - - # For pypdfium bbox function later - page_width = math.ceil(page_width) - page_height = math.ceil(page_height) - - fontname = None - fontflags = None - total_chars = text_page.count_chars() - char_infos = [] - rad_to_deg = 180 / math.pi - - for i in range(total_chars): - char = pdfium_c.FPDFText_GetUnicode(text_page, i) - char = chr(char) - fontsize = round(pdfium_c.FPDFText_GetFontSize(text_page, i), 1) - fontweight = round(pdfium_c.FPDFText_GetFontWeight(text_page, i), 1) - if fontname is None or i % fontname_sample_freq == 0: - prev_fontname = fontname - prev_fontflags = fontflags - fontname, fontflags = get_fontname(text_page, i) - if (fontname != prev_fontname or fontflags != prev_fontflags) and i > 0: - update_previous_fonts(char_infos, i, prev_fontname, prev_fontflags, text_page, fontname_sample_freq) - - rotation = pdfium_c.FPDFText_GetCharAngle(text_page, i) - rotation = rotation * rad_to_deg # convert from radians to degrees - use_loosebox = rotation == 0 and (not char == "'" or quote_loosebox) # Loose doesn't work properly when charbox is rotated or when it's a quote - coords = text_page.get_charbox(i, loose=use_loosebox) - device_coords = page_bbox_to_device_bbox(page, coords, page_width, page_height, page_rotation, normalize=True) - - char_info = { - "font": { - "size": fontsize, - "weight": fontweight, - "name": fontname, - "flags": fontflags - }, - "rotation": rotation, - "char": char, - "bbox": device_coords, - "char_idx": i - } - char_infos.append(char_info) - - text_chars["chars"] = char_infos - text_chars["total_chars"] = total_chars - blocks.append(text_chars) - return blocks + "char": text, + "rotation": rotation, + "font": { + "name": fontname, + "flags": fontflag, + "size": pdfium_c.FPDFText_GetFontSize(textpage, i), + "weight": pdfium_c.FPDFText_GetFontWeight(textpage, i), + }, + "char_idx": i + }) + return chars diff --git a/pdftext/pdf/pages.py b/pdftext/pdf/pages.py new file mode 100644 index 0000000..166f1e4 --- /dev/null +++ b/pdftext/pdf/pages.py @@ -0,0 +1,226 @@ +from __future__ import annotations + +import math +import statistics +from typing import List + +import pypdfium2 as pdfium + +from pdftext.pdf.chars import get_chars +from pdftext.pdf.utils import flatten +from pdftext.schema import Blocks, Chars, Line, Lines, Pages, Span, Spans + + +def get_spans(chars: Chars) -> Spans: + spans: Spans = [] + span: Span = None + + def span_break(): + spans.append({ + "bbox": char["bbox"], + "text": char["char"], + "rotation": char["rotation"], + "font": char["font"], + "char_start_idx": char["char_idx"], + "char_end_idx": char["char_idx"], + "chars": [char] + }) + + for char in chars: + if spans: + span = spans[-1] + + if not span: + span_break() + continue + + # we break on any change in font info + if any(char['font'][k] != span['font'][k] for k in ['name', 'flags', 'size', 'weight']): + span_break() + continue + + if char['rotation'] != span['rotation']: + span_break() + continue + + # we also break on hyphenation + if span['text'].endswith("\x02"): + span_break() + continue + + span['text'] += char['char'] + span['char_end_idx'] = char['char_idx'] + span['bbox'] = span['bbox'].merge(char['bbox']) + span['chars'].append(char) + + return spans + + +def get_lines(spans: Spans) -> Lines: + lines: Lines = [] + line: Line = None + + def line_break(): + lines.append({"spans": [span], "bbox": span["bbox"], "rotation": span["rotation"]}) + + for span in spans: + if lines: + line = lines[-1] + + if not line: + line_break() + continue + + # we break if the previous span ends with a linebreak or hyphenation + if any(line["spans"][-1]["text"].endswith(suffix) for suffix in ["\n", "\x02"]): + line_break() + continue + + if span["rotation"] != line["rotation"]: + line_break() + continue + + # sometimes pdfium doesn't inject a linebreak, so we check the span positions + if span["bbox"].y_start > line["bbox"].y_end: + line_break() + continue + + line["spans"].append(span) + line["bbox"] = line["bbox"].merge(span["bbox"]) + + return lines + + +def get_blocks(lines: Lines) -> Blocks: + if not lines: + return [] + + x_diffs = [] + y_diffs = [] + for i in range(len(lines) - 1): + prev_center = lines[i]["bbox"].center + curr_center = lines[i + 1]["bbox"].center + x_diffs.append(abs(curr_center[0] - prev_center[0])) + y_diffs.append(abs(curr_center[1] - prev_center[1])) + + median_x_gap = 0.1 + if x_diffs: + median_x_gap = statistics.median(x_diffs) or median_x_gap + median_y_gap = 0.1 + if y_diffs: + median_y_gap = statistics.median(y_diffs) or median_y_gap + + tolerance_factor = 1.5 + allowed_x_gap = median_x_gap * tolerance_factor + allowed_y_gap = median_y_gap * tolerance_factor + + def block_merge(): + block["lines"].append(line) + block["bbox"] = block["bbox"].merge(line["bbox"]) + + blocks: Blocks = [] + for line in lines: + if not blocks: + # First block + blocks.append({"lines": [line], "bbox": line["bbox"], "rotation": line["rotation"]}) + continue + + block = blocks[-1] + last_line = block["lines"][-1] + + last_center = last_line["bbox"].center + current_center = line["bbox"].center + + x_diff = abs(current_center[0] - last_center[0]) + y_diff = abs(current_center[1] - last_center[1]) + + # we merge if the line is close enough to the previous line + if x_diff <= allowed_x_gap and y_diff <= allowed_y_gap: + block_merge() + continue + + # we make an exception for the first line w.r.t the x diff, because the first line is usually indented + line_x_indented_start = last_line["bbox"].x_start > line["bbox"].x_start + if len(block["lines"]) == 1 and line_x_indented_start and y_diff <= allowed_y_gap: + block_merge() + continue + + # we make an exception for the last line w.r.t the x diff, because the last line is can be incomplete + line_x_indented_end = last_line["bbox"].x_end > line["bbox"].x_end + if line_x_indented_end and y_diff <= allowed_y_gap: + block_merge() + continue + + # if the y diff is very small, and you see a line continuation, we merge (can happen with inline math between text spans) + if y_diff < allowed_y_gap * 0.2 and last_line["bbox"].x_end > line["bbox"].x_start: + block_merge() + continue + + # we also merge when we see the current line intersecting the previous block + if block["bbox"].intersection_pct(line["bbox"]) > 0: + block_merge() + continue + + blocks.append({"lines": [line], "bbox": line["bbox"]}) + + # we do one last pass of merging overlapping blocks in the PDF reading order + merged_blocks = [] + for i in range(len(blocks)): + if not merged_blocks: + merged_blocks.append(blocks[i]) + continue + + prev_block = merged_blocks[-1] + curr_block = blocks[i] + + if prev_block["bbox"].intersection_pct(curr_block["bbox"]) > 0: + merged_blocks[-1] = { + "lines": prev_block["lines"] + curr_block["lines"], + "bbox": prev_block["bbox"].merge(curr_block["bbox"]) + } + else: + merged_blocks.append(curr_block) + + return merged_blocks + + +def get_pages( + pdf: pdfium.PdfDocument, + page_range: range, + flatten_pdf: bool = True, + quote_loosebox=True +) -> Pages: + pages: Pages = [] + + for page_idx in page_range: + page = pdf.get_page(page_idx) + if flatten_pdf: + flatten(page) + page = pdf.get_page(page_idx) + + textpage = page.get_textpage() + + page_bbox: List[float] = page.get_bbox() + page_width = math.ceil(abs(page_bbox[2] - page_bbox[0])) + page_height = math.ceil(abs(page_bbox[1] - page_bbox[3])) + + page_rotation = 0 + try: + page_rotation = page.get_rotation() + except: + pass + + chars = get_chars(textpage, page_bbox, page_rotation, quote_loosebox) + spans = get_spans(chars) + lines = get_lines(spans) + blocks = get_blocks(lines) + + pages.append({ + "page": page_idx, + "bbox": page_bbox, + "width": page_width, + "height": page_height, + "rotation": page_rotation, + "blocks": blocks + }) + return pages diff --git a/pdftext/pdf/utils.py b/pdftext/pdf/utils.py index f37b922..6719434 100644 --- a/pdftext/pdf/utils.py +++ b/pdftext/pdf/utils.py @@ -1,5 +1,7 @@ +from ctypes import byref, c_int, create_string_buffer + +import pypdfium2 as pdfium import pypdfium2.raw as pdfium_c -import ctypes LINE_BREAKS = ["\n", "\u000D", "\u000A"] TABS = ["\t", "\u0009", "\x09"] @@ -7,92 +9,28 @@ WHITESPACE_CHARS = ["\n", "\r", "\f", "\t", " "] -def unnormalize_bbox(bbox, page_width, page_height): - x1 = round(bbox[0] * page_width, 1) - y1 = round(bbox[1] * page_height, 1) - x2 = round(bbox[2] * page_width, 1) - y2 = round(bbox[3] * page_height, 1) - return x1, y1, x2, y2 +def flatten(page, flag=pdfium_c.FLAT_NORMALDISPLAY): + rc = pdfium_c.FPDFPage_Flatten(page, flag) + if rc == pdfium_c.FLATTEN_FAIL: + raise pdfium.PdfiumError("Failed to flatten annotations / form fields.") -def get_fontname(textpage, char_index): - n_bytes = pdfium_c.FPDFText_GetFontInfo(textpage, char_index, None, 0, None) - buffer = ctypes.create_string_buffer(n_bytes) - # Re-interpret the type from char to unsigned short as required by the function - buffer_ptr = ctypes.cast(buffer, ctypes.POINTER(ctypes.c_ushort)) - flag_buffer = ctypes.c_int() - font_info = pdfium_c.FPDFText_GetFontInfo(textpage, char_index, buffer_ptr, n_bytes, flag_buffer) - if font_info == 0: - return None, None +def get_fontname(textpage, i): + font_name_str = "" + flags = 0 try: - decoded = buffer.value.decode("utf-8") - except Exception as e: - return None, None - return decoded, flag_buffer.value - - -def page_to_device(page, x, y, page_width, page_height, page_rotation: int, device_x, device_y): - if page_rotation == 90: - page_rotation = 1 - elif page_rotation == 180: - page_rotation = 2 - elif page_rotation == 270: - page_rotation = 3 - else: - page_rotation = 0 - pdfium_c.FPDF_PageToDevice(page, 0, 0, page_width, page_height, page_rotation, x, y, device_x, device_y) - return device_x.value, device_y.value - - -def pdfium_page_bbox_to_device_bbox(page, bbox, page_width, page_height, page_rotation): - device_x = ctypes.c_int() - device_y = ctypes.c_int() - left_bottom = page_to_device(page, *bbox[:2], page_width, page_height, page_rotation, device_x, device_y) - top_right = page_to_device(page, *bbox[2:], page_width, page_height, page_rotation, device_x, device_y) - - dev_bbox = [left_bottom[0], top_right[1], top_right[0], left_bottom[1]] - return dev_bbox - - -def page_bbox_to_device_bbox(page, bbox, page_width: int, page_height: int, page_rotation: int, normalize=False): - orig_page_height, orig_page_width = page_height, page_width - if page_rotation in [90, 270]: - orig_page_height, orig_page_width = page_width, page_height - - bbox = pdfium_page_bbox_to_device_bbox(page, bbox, orig_page_width, orig_page_height, page_rotation) - if page_rotation > 0: - bbox = rotate_pdfium_bbox(bbox, page_rotation, page_width, page_height) - - if normalize: - bbox = [bbox[0] / page_width, bbox[1] / page_height, bbox[2] / page_width, bbox[3] / page_height] - return bbox - - -def rotate_pdfium_bbox(bbox, angle_deg, width, height): - x1, y1, x2, y2 = bbox - if angle_deg == 90: - bbox = [y1, x1, y2, x2] - bbox = [bbox[2], height - bbox[1], bbox[0], height - bbox[3]] - elif angle_deg == 180: - bbox = [x2, y2, x1, y1] - bbox = [width - bbox[0], height - bbox[1], width - bbox[2], height - bbox[3]] - elif angle_deg == 270: - bbox = rotate_pdfium_bbox(bbox, 90, width, height) - bbox = rotate_pdfium_bbox(bbox, 180, width, height) - - return bbox - - -def rotate_page_bbox(bbox, angle_deg, width, height): - x1, y1, x2, y2 = bbox - if angle_deg == 90: - bbox = [y1, x1, y2, x2] - bbox = [height - bbox[2], bbox[1], height - bbox[0], bbox[3]] - elif angle_deg == 180: - bbox = [x2, y2, x1, y1] - bbox = [width - bbox[0], height - bbox[1], width - bbox[2], height - bbox[3]] - elif angle_deg == 270: - bbox = rotate_page_bbox(bbox, 90, width, height) - bbox = rotate_page_bbox(bbox, 180, width, height) - - return bbox + buffer_size = 256 + font_name = create_string_buffer(buffer_size) + font_flags = c_int() + + length = pdfium_c.FPDFText_GetFontInfo(textpage, i, font_name, buffer_size, byref(font_flags)) + if length > buffer_size: + font_name = create_string_buffer(length) + pdfium_c.FPDFText_GetFontInfo(textpage, i, font_name, length, byref(font_flags)) + + if length > 0: + font_name_str = font_name.value.decode('utf-8') + flags = font_flags.value + except: + pass + return font_name_str, flags diff --git a/pdftext/schema.py b/pdftext/schema.py new file mode 100644 index 0000000..20e5e8b --- /dev/null +++ b/pdftext/schema.py @@ -0,0 +1,146 @@ +from __future__ import annotations + +from typing import Any, Dict, List, TypedDict, Union + + +class Bbox: + def __init__(self, bbox: List[float]): + self.bbox = bbox + + @property + def height(self): + return self.bbox[3] - self.bbox[1] + + @property + def width(self): + return self.bbox[2] - self.bbox[0] + + @property + def area(self): + return self.width * self.height + + @property + def center(self): + return [(self.bbox[0] + self.bbox[2]) / 2, (self.bbox[1] + self.bbox[3]) / 2] + + @property + def size(self): + return [self.width, self.height] + + @property + def x_start(self): + return self.bbox[0] + + @property + def y_start(self): + return self.bbox[1] + + @property + def x_end(self): + return self.bbox[2] + + @property + def y_end(self): + return self.bbox[3] + + def merge(self, other: Bbox) -> Bbox: + x_start = self.x_start if self.x_start < other.x_start else other.x_start + y_start = self.y_start if self.y_start < other.y_start else other.y_start + x_end = self.x_end if self.x_end > other.x_end else other.x_end + y_end = self.y_end if self.y_end > other.y_end else other.y_end + + return Bbox([x_start, y_start, x_end, y_end]) + + def overlap_x(self, other: Bbox): + return max(0, min(self.bbox[2], other.bbox[2]) - max(self.bbox[0], other.bbox[0])) + + def overlap_y(self, other: Bbox): + return max(0, min(self.bbox[3], other.bbox[3]) - max(self.bbox[1], other.bbox[1])) + + def intersection_area(self, other: Bbox): + return self.overlap_x(other) * self.overlap_y(other) + + def intersection_pct(self, other: Bbox): + if self.area == 0: + return 0 + + intersection = self.intersection_area(other) + return intersection / self.area + + def rotate(self, page_width: float, page_height: float, rotation: int) -> Bbox: + if rotation not in [0, 90, 180, 270]: + raise ValueError("Rotation must be one of [0, 90, 180, 270] degrees.") + + x_min, y_min, x_max, y_max = self.bbox + + if rotation == 0: + return Bbox(self.bbox) + elif rotation == 90: + new_x_min = page_height - y_max + new_y_min = x_min + new_x_max = page_height - y_min + new_y_max = x_max + elif rotation == 180: + new_x_min = page_width - x_max + new_y_min = page_height - y_max + new_x_max = page_width - x_min + new_y_max = page_height - y_min + elif rotation == 270: + new_x_min = y_min + new_y_min = page_width - x_max + new_x_max = y_max + new_y_max = page_width - x_min + + # Ensure that x_min < x_max and y_min < y_max + rotated_bbox = ( + min(new_x_min, new_x_max), + min(new_y_min, new_y_max), + max(new_x_min, new_x_max), + max(new_y_min, new_y_max) + ) + + return Bbox(rotated_bbox) + + +class Char(TypedDict): + bbox: Bbox + text: str + rotation: float + font: Dict[str, Union[Any, str]] + char_idx: int + + +class Span(TypedDict): + bbox: Bbox + text: str + font: Dict[str, Union[Any, str]] + font_weight: float + font_size: float + chars: List[Char] + char_start_idx: int + char_end_idx: int + + +class Line(TypedDict): + spans: List[Span] + bbox: Bbox + + +class Block(TypedDict): + lines: List[Line] + bbox: Bbox + + +class Page(TypedDict): + page: int + bbox: Bbox + width: int + height: int + blocks: List[Block] + + +Chars = List[Char] +Spans = List[Span] +Lines = List[Line] +Blocks = List[Block] +Pages = List[Page] diff --git a/pdftext/settings.py b/pdftext/settings.py index 2aab25e..0a7f039 100644 --- a/pdftext/settings.py +++ b/pdftext/settings.py @@ -4,15 +4,8 @@ class Settings(BaseSettings): - BASE_PATH: str = os.path.dirname(os.path.dirname(__file__)) - MODEL_PATH: str = os.path.join(BASE_PATH, "models", "dt.onnx") - - # Fonts - FONTNAME_SAMPLE_FREQ: int = 6 - # Inference - BLOCK_THRESHOLD: float = 0.8 # Confidence threshold for block detection - WORKER_PAGE_THRESHOLD: int = 10 # Min number of pages per worker in parallel + WORKER_PAGE_THRESHOLD: int = 10 # Min number of pages per worker in parallel # Benchmark RESULTS_FOLDER: str = "results" diff --git a/poetry.lock b/poetry.lock index f1e7433..16f284c 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,124 +1,110 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. 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