Fix broken text

marker/converters/pdf.py

@@ -1,4 +1,7 @@
 import os
+
+from marker.processors.line_numbers import LineNumbersProcessor
+
 os.environ["TOKENIZERS_PARALLELISM"] = "false" # disables a tokenizers warning
 
 from marker.processors.code import CodeProcessor
@@ -25,6 +28,7 @@
 from marker.schema.blocks import Block
 from marker.schema.registry import register_block_class
 from marker.processors.debug import DebugProcessor
+from marker.processors.ignoretext import IgnoreTextProcessor
 
 
 class PdfConverter(BaseConverter):
@@ -46,6 +50,8 @@ def __init__(self, artifact_dict: Dict[str, Any], processor_list: List[str] | No
                 TextProcessor,
                 CodeProcessor,
                 DocumentTOCProcessor,
+                IgnoreTextProcessor,
+                LineNumbersProcessor,
                 DebugProcessor,
             ]
 

marker/processors/code.py

@@ -10,9 +10,7 @@ class CodeProcessor(BaseProcessor):
 
     def __call__(self, document: Document):
         for page in document.pages:
-            for block in page.children:
-                if block.block_type not in self.block_types:
-                    continue
+            for block in page.contained_blocks(document, self.block_types):
                 self.format_block(document, block)
 
     def format_block(self, document: Document, block: Code):

marker/processors/debug.py

@@ -31,19 +31,40 @@ def __call__(self, document: Document):
             print(f"Dumped layout debug images to {self.debug_data_folder}")
 
         if self.debug_pdf_images:
-            self.draw_layout_debug_images(document, pdf_mode=True)
+            self.draw_pdf_debug_images(document)
             print(f"Dumped PDF debug images to {self.debug_data_folder}")
 
         if self.debug_json:
             self.dump_block_debug_data(document)
             print(f"Dumped block debug data to {self.debug_data_folder}")
 
+    def draw_pdf_debug_images(self, document: Document):
+        for idx, page in enumerate(document.pages):
+            png_image = page.highres_image.copy()
+
+            line_bboxes = []
+            span_bboxes = []
+            for child in page.children:
+                if child.block_type == BlockTypes.Line:
+                    bbox = child.polygon.rescale(page.polygon.size, png_image.size).bbox
+                    line_bboxes.append(bbox)
+                elif child.block_type == BlockTypes.Span:
+                    bbox = child.polygon.rescale(page.polygon.size, png_image.size).bbox
+                    span_bboxes.append(bbox)
+
+            self.render_on_image(line_bboxes, png_image, color="blue", draw_bbox=True, label_font_size=24)
+            self.render_on_image(span_bboxes, png_image, color="green", draw_bbox=True, label_font_size=24)
+
+            png_image = self.render_layout_boxes(page, png_image)
+
+            debug_file = os.path.join(self.debug_folder, f"pdf_page_{idx}.png")
+            png_image.save(debug_file)
+
+
     def draw_layout_debug_images(self, document: Document, pdf_mode=False):
         for idx, page in enumerate(document.pages):
             img_size = page.highres_image.size
             png_image = Image.new("RGB", img_size, color="white")
-            if pdf_mode:
-                png_image = page.highres_image.copy()
 
             line_bboxes = []
             line_text = []
@@ -55,37 +76,38 @@ def draw_layout_debug_images(self, document: Document, pdf_mode=False):
                 line_bboxes.append(bbox)
                 line_text.append(child.raw_text(document))
 
-            if pdf_mode:
-                line_text = None
-
             self.render_on_image(line_bboxes, png_image, labels=line_text, color="black", draw_bbox=False, label_font_size=24)
 
-            layout_bboxes = []
-            layout_labels = []
-            for child in page.children:
-                if child.block_type in [BlockTypes.Line, BlockTypes.Span]:
-                    continue
+            png_image = self.render_layout_boxes(page, png_image)
 
-                bbox = child.polygon.rescale(page.polygon.size, img_size).bbox
-                layout_bboxes.append(bbox)
-                layout_labels.append(str(child.block_type))
-
-            self.render_on_image(layout_bboxes, png_image, labels=layout_labels, color="red", label_font_size=24)
-
-            order_labels = [str(i) for i in range(len(layout_bboxes))]
-            self.render_on_image(
-                layout_bboxes,
-                png_image,
-                labels=order_labels,
-                color="green",
-                draw_bbox=False,
-                label_offset=5
-            )
-
-            filecomp = "pdf" if pdf_mode else "layout"
-            debug_file = os.path.join(self.debug_folder, f"{filecomp}_page_{idx}.png")
+            debug_file = os.path.join(self.debug_folder, f"layout_page_{idx}.png")
             png_image.save(debug_file)
 
+
+    def render_layout_boxes(self, page, png_image):
+        layout_bboxes = []
+        layout_labels = []
+        for child in page.children:
+            if child.block_type in [BlockTypes.Line, BlockTypes.Span]:
+                continue
+
+            bbox = child.polygon.rescale(page.polygon.size, png_image.size).bbox
+            layout_bboxes.append(bbox)
+            layout_labels.append(str(child.block_type))
+
+        self.render_on_image(layout_bboxes, png_image, labels=layout_labels, color="red", label_font_size=24)
+
+        order_labels = [str(i) for i in range(len(layout_bboxes))]
+        self.render_on_image(
+            layout_bboxes,
+            png_image,
+            labels=order_labels,
+            color="green",
+            draw_bbox=False,
+            label_offset=5
+        )
+        return png_image
+
     def dump_block_debug_data(self, document: Document):
         debug_file = os.path.join(self.debug_folder, f"blocks.json")
         debug_data = []

marker/processors/document_toc.py

@@ -9,10 +9,7 @@ class DocumentTOCProcessor(BaseProcessor):
     def __call__(self, document: Document):
         toc = []
         for page in document.pages:
-            for block in page.children:
-                if block.block_type not in self.block_types:
-                    continue
-
+            for block in page.contained_blocks(document, self.block_types):
                 toc.append({
                     "title": block.raw_text(document).strip(),
                     "heading_level": block.heading_level,

marker/processors/equation.py

@@ -25,9 +25,7 @@ def __call__(self, document: Document):
         equation_data = []
 
         for page in document.pages:
-            for block in page.children:
-                if block.block_type not in self.block_types:
-                    continue
+            for block in page.contained_blocks(document, self.block_types):
                 image_poly = block.polygon.rescale((page.polygon.width, page.polygon.height), page.lowres_image.size)
                 image = page.lowres_image.crop(image_poly.bbox).convert("RGB")
                 raw_text = block.raw_text(document)

marker/processors/ignoretext.py

@@ -1,3 +1,4 @@
+import re
 from collections import Counter
 
 from marker.processors import BaseProcessor
@@ -17,10 +18,7 @@ def __call__(self, document: Document):
             initial_block = None
             block = None
             last_block = None
-            for block in page.children:
-                if block.block_type not in self.block_types:
-                    continue
-
+            for block in page.contained_blocks(document, self.block_types):
                 if initial_block is None:
                     initial_block = block
 
@@ -35,14 +33,19 @@ def __call__(self, document: Document):
         self.filter_common_elements(document, first_blocks)
         self.filter_common_elements(document, last_blocks)
 
-    def filter_common_elements(self, document, lines):
+    @staticmethod
+    def clean_text(text):
+        return re.sub(r"\s+", "", text)
+
+    def filter_common_elements(self, document, blocks):
         # We can't filter if we don't have enough pages to find common elements
-        if len(lines) < 3:
+        if len(blocks) < 3:
             return []
 
-        text = [b.raw_text(document) for b in lines]
+        text = [self.clean_text(b.raw_text(document)) for b in blocks]
         counter = Counter(text)
-        common = [k for k, v in counter.items() if v > len(lines) * self.common_element_threshold]
-        for b in lines:
-            if b.raw_text(document) in common:
-                b.is_header_footer = True
+        common = [k for k, v in counter.items() if v > len(blocks) * self.common_element_threshold]
+        for b in blocks:
+            if self.clean_text(b.raw_text(document)) in common:
+                for span in b.contained_blocks(document, [BlockTypes.Span]):
+                    span.ignore_for_output = True

marker/processors/line_numbers.py

@@ -0,0 +1,59 @@
+from marker.processors import BaseProcessor
+from marker.schema import BlockTypes
+from marker.schema.document import Document
+
+
+class LineNumbersProcessor(BaseProcessor):
+    block_types = (BlockTypes.Text, BlockTypes.TextInlineMath)
+    strip_numbers_threshold: int = .6
+    min_lines_in_block: int = 4
+    min_line_length: int = 10
+
+    def __init__(self, config):
+        super().__init__(config)
+
+    def __call__(self, document: Document):
+        for page in document.pages:
+            for block in page.contained_blocks(document, self.block_types):
+                if block.structure is None:
+                    continue
+
+                all_lines = [page.get_block(line_id) for line_id in block.structure]
+                if len(all_lines) < self.min_lines_in_block:
+                    continue
+
+                starts_with_number = []
+                ends_with_number = []
+                for line in all_lines:
+                    spans = [page.get_block(span_id) for span_id in line.structure]
+                    if len(spans) < 2:
+                        starts_with_number.append(False)
+                        ends_with_number.append(False)
+                        continue
+
+                    raw_text = line.raw_text(document)
+                    starts = all([
+                        spans[0].text.strip().isdigit(),
+                        len(raw_text) - len(spans[0].text.strip()) > self.min_line_length
+                    ])
+
+                    ends= all([
+                        spans[-1].text.strip().isdigit(),
+                        len(raw_text) - len(spans[-1].text.strip()) > self.min_line_length
+                    ])
+
+                    starts_with_number.append(starts)
+                    ends_with_number.append(ends)
+
+                if sum(starts_with_number) / len(starts_with_number) > self.strip_numbers_threshold:
+                    for starts, line in zip(starts_with_number, all_lines):
+                        if starts:
+                            span = page.get_block(line.structure[0])
+                            span.ignore_for_output = True
+
+                if sum(ends_with_number) / len(ends_with_number) > self.strip_numbers_threshold:
+                    for ends, line in zip(ends_with_number, all_lines):
+                        if ends:
+                            span = page.get_block(line.structure[-1])
+                            span.ignore_for_output = True
+

marker/processors/sectionheader.py

@@ -22,10 +22,7 @@ class SectionHeaderProcessor(BaseProcessor):
     def __call__(self, document: Document):
         line_heights: Dict[int, List[float]] = {}
         for page in document.pages:
-            for block in page.children:
-                if block.block_type not in self.block_types:
-                    continue
-
+            for block in page.contained_blocks(document, self.block_types):
                 line_heights[block.block_id] = []
                 if block.structure is not None:
                     line_heights[block.block_id] = [document.get_block(l).polygon.height for l in block.structure if l.block_type == BlockTypes.Line]

marker/processors/table.py

@@ -37,10 +37,7 @@ def __call__(self, document: Document):
 
         table_data = []
         for page in document.pages:
-            for block in page.children:
-                if block.block_type not in self.block_types:
-                    continue
-
+            for block in page.contained_blocks(document, self.block_types):
                 image_poly = block.polygon.rescale((page.polygon.width, page.polygon.height), page.highres_image.size)
                 image = page.highres_image.crop(image_poly.bbox).convert("RGB")