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Draft new docling document format, pydantic model and tests
Signed-off-by: Christoph Auer <[email protected]>
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import copy | ||
import enum | ||
from typing import Tuple | ||
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from pydantic import BaseModel | ||
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## All copied from docling | ||
class CoordOrigin(enum.StrEnum): | ||
TOPLEFT = "TOPLEFT" | ||
BOTTOMLEFT = "BOTTOMLEFT" | ||
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class Size(BaseModel): | ||
width: float = 0.0 | ||
height: float = 0.0 | ||
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class BoundingBox(BaseModel): | ||
l: float # left | ||
t: float # top | ||
r: float # right | ||
b: float # bottom | ||
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coord_origin: CoordOrigin = CoordOrigin.TOPLEFT | ||
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@property | ||
def width(self): | ||
return self.r - self.l | ||
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@property | ||
def height(self): | ||
return abs(self.t - self.b) | ||
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def scaled(self, scale: float) -> "BoundingBox": | ||
out_bbox = copy.deepcopy(self) | ||
out_bbox.l *= scale | ||
out_bbox.r *= scale | ||
out_bbox.t *= scale | ||
out_bbox.b *= scale | ||
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return out_bbox | ||
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def normalized(self, page_size: Size) -> "BoundingBox": | ||
out_bbox = copy.deepcopy(self) | ||
out_bbox.l /= page_size.width | ||
out_bbox.r /= page_size.width | ||
out_bbox.t /= page_size.height | ||
out_bbox.b /= page_size.height | ||
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return out_bbox | ||
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def as_tuple(self): | ||
if self.coord_origin == CoordOrigin.TOPLEFT: | ||
return (self.l, self.t, self.r, self.b) | ||
elif self.coord_origin == CoordOrigin.BOTTOMLEFT: | ||
return (self.l, self.b, self.r, self.t) | ||
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@classmethod | ||
def from_tuple(cls, coord: Tuple[float, ...], origin: CoordOrigin): | ||
if origin == CoordOrigin.TOPLEFT: | ||
l, t, r, b = coord[0], coord[1], coord[2], coord[3] | ||
if r < l: | ||
l, r = r, l | ||
if b < t: | ||
b, t = t, b | ||
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return BoundingBox(l=l, t=t, r=r, b=b, coord_origin=origin) | ||
elif origin == CoordOrigin.BOTTOMLEFT: | ||
l, b, r, t = coord[0], coord[1], coord[2], coord[3] | ||
if r < l: | ||
l, r = r, l | ||
if b > t: | ||
b, t = t, b | ||
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return BoundingBox(l=l, t=t, r=r, b=b, coord_origin=origin) | ||
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def area(self) -> float: | ||
return (self.r - self.l) * (self.b - self.t) | ||
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def intersection_area_with(self, other: "BoundingBox") -> float: | ||
# Calculate intersection coordinates | ||
left = max(self.l, other.l) | ||
top = max(self.t, other.t) | ||
right = min(self.r, other.r) | ||
bottom = min(self.b, other.b) | ||
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# Calculate intersection dimensions | ||
width = right - left | ||
height = bottom - top | ||
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# If the bounding boxes do not overlap, width or height will be negative | ||
if width <= 0 or height <= 0: | ||
return 0.0 | ||
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return width * height | ||
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def to_bottom_left_origin(self, page_height) -> "BoundingBox": | ||
if self.coord_origin == CoordOrigin.BOTTOMLEFT: | ||
return self | ||
elif self.coord_origin == CoordOrigin.TOPLEFT: | ||
return BoundingBox( | ||
l=self.l, | ||
r=self.r, | ||
t=page_height - self.t, | ||
b=page_height - self.b, | ||
coord_origin=CoordOrigin.BOTTOMLEFT, | ||
) | ||
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def to_top_left_origin(self, page_height): | ||
if self.coord_origin == CoordOrigin.TOPLEFT: | ||
return self | ||
elif self.coord_origin == CoordOrigin.BOTTOMLEFT: | ||
return BoundingBox( | ||
l=self.l, | ||
r=self.r, | ||
t=page_height - self.t, # self.b | ||
b=page_height - self.b, # self.t | ||
coord_origin=CoordOrigin.TOPLEFT, | ||
) |
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from typing import Any, List, Dict, Optional, Tuple, Union | ||
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from pydantic import BaseModel, Field, AnyUrl | ||
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from docling_core.types.newdoc.base import Size, BoundingBox | ||
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class FigureData(BaseModel): # TBD | ||
pass | ||
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class TableData(BaseModel): # TBD | ||
pass | ||
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class RefItem(BaseModel): | ||
cref: str = Field(alias="$ref") | ||
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def resolve(self, doc: "DoclingDocument"): | ||
_, path, index = self.cref.split("/") | ||
index = int(index) | ||
obj = doc.__getattribute__(path)[index] | ||
return obj | ||
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class ImageRef(BaseModel): | ||
format: str # png, etc. | ||
dpi: int # ... | ||
size: Size | ||
uri: AnyUrl | ||
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class ProvenanceItem(BaseModel): | ||
page_no: int | ||
bbox: BoundingBox | ||
charspan: Tuple[int, int] | ||
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class DocItem(BaseModel): | ||
dloc: str # format spec ({document_hash}{json-path}) | ||
hash: int | ||
label: str | ||
parent: Optional[RefItem] | ||
children: List[RefItem] | ||
prov: List[ProvenanceItem] | ||
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class TextItem(DocItem): | ||
orig: str # untreated representation | ||
text: str # sanitized representation | ||
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class FloatingItem(DocItem): | ||
caption: Optional[Union[RefItem, TextItem]] | ||
references: List[Union[RefItem, TextItem]] | ||
footnotes: List[Union[RefItem, TextItem]] | ||
data: Any | ||
image: Optional[ImageRef] | ||
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class FigureItem(DocItem): | ||
data: FigureData | ||
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class TableItem(DocItem): | ||
data: TableData | ||
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class KeyValueItem(DocItem): | ||
pass | ||
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ContentItem = Union[TextItem, FigureItem, TableItem, KeyValueItem] | ||
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class DocumentContent(BaseModel): | ||
furniture: List[RefItem] = [] | ||
body: List[RefItem] = [] | ||
texts: List[TextItem] = [] | ||
figures: List[FigureItem] = [] | ||
tables: List[TableItem] = [] | ||
key_value_items: List[KeyValueItem] = [] | ||
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class PageItem(DocumentContent): | ||
hash: str # page hash | ||
size: Size | ||
image: Optional[ImageRef] | ||
num_elements: int | ||
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class DoclingDocument(DocumentContent): | ||
description: Any | ||
file_info: Any | ||
pages: Dict[int, PageItem] = {} # empty as default |
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--- | ||
## Document with content + layout info | ||
description: { } # DescriptionType - TBD | ||
file_info: # FileInfoType - TBD | ||
document_hash: e6fc0db2ee6e7165e93c8286ec52e0d19dfa239c2bddcfe96e64dae3de6190b5 | ||
furniture: # Headers, footers, framing, navigation elements, all other non-body text | ||
- $ref: "/texts/0" | ||
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body: # All elements in other arrays, by-reference only | ||
- $ref: "/texts/1" | ||
- $ref: "/figure/0" | ||
- $ref: "/texts/2" | ||
- $ref: "/texts/3" | ||
- $ref: "/tables/0" | ||
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texts: # All elements that have a text-string representation, with actual data | ||
- orig: "arXiv:2206.01062v1 [cs.CV] 2 Jun 2022" | ||
text: "arXiv:2206.01062v1 [cs.CV] 2 Jun 2022" | ||
dloc: "e6fc0db2ee6e7165e93c8286ec52e0d19dfa239c2bddcfe96e64dae3de6190b5#/texts/0" | ||
hash: 132103230 | ||
label: "page_header" | ||
parent: null | ||
children: [ ] | ||
prov: | ||
- page_no: 1 | ||
bbox: | ||
l: 21.3 | ||
t: 52.3 | ||
b: 476.2 | ||
r: 35.2 | ||
charspan: [ 1,423 ] # 2-tuple, references to "orig" | ||
- orig: "DocLayNet: A Large Human-Annotated Dataset for\nDocument-Layout Analysis" | ||
text: "DocLayNet: A Large Human-Annotated Dataset for Document-Layout Analysis" | ||
dloc: "e6fc0db2ee6e7165e93c8286ec52e0d19dfa239c2bddcfe96e64dae3de6190b5#/texts/1" | ||
hash: 2349732 # uint64 hash of dloc | ||
label: "title" | ||
parent: null | ||
children: [ ] | ||
prov: # must exist, can be empty | ||
- page_no: 1 | ||
bbox: | ||
l: 65.0 | ||
t: 30.1 | ||
b: 53.4 | ||
r: 623.2 | ||
charspan: [ 1,423 ] # 2-tuple, references to "orig" | ||
- orig: "OPERATION (cont.)" # nested inside the figure | ||
text: "OPERATION (cont.)" | ||
dloc: "e6fc0db2ee6e7165e93c8286ec52e0d19dfa239c2bddcfe96e64dae3de6190b5#/texts/2" | ||
hash: 6978483 | ||
label: "section_header" | ||
parent: | ||
$ref: "/figures/0" | ||
children: [ ] | ||
prov: | ||
- page_no: 1 | ||
bbox: | ||
l: 323.0 | ||
t: 354.3 | ||
b: 334.4 | ||
r: 376.0 | ||
charspan: [ 0,734 ] | ||
- orig: "Figure 1: Four examples of complex page layouts across dif-\nferent document categories" # nested inside the figure | ||
text: "Figure 1: Four examples of complex page layouts across different document categories" | ||
dloc: "e6fc0db2ee6e7165e93c8286ec52e0d19dfa239c2bddcfe96e64dae3de6190b5#/texts/3" | ||
hash: 6978483 | ||
label: "caption" | ||
parent: | ||
$ref: "/figures/0" | ||
children: [ ] | ||
prov: | ||
- page_no: 1 | ||
bbox: | ||
l: 323.0 | ||
t: 354.3 | ||
b: 334.4 | ||
r: 376.0 | ||
coord_origin: "BOTTOMLEFT" | ||
charspan: [ 1,423 ] # 2-tuple, references to "orig" | ||
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tables: # All tables... | ||
- dloc: "e6fc0db2ee6e7165e93c8286ec52e0d19dfa239c2bddcfe96e64dae3de6190b5#/table/0" | ||
hash: 98574 | ||
label: "table" | ||
parent: null | ||
children: [ ] | ||
caption: | ||
$ref: "/texts/3" | ||
references: | ||
- $ref: "/text/??" | ||
footnotes: | ||
- $ref: "/text/??" | ||
image: | ||
format: png | ||
dpi: 72 | ||
size: | ||
width: 231 | ||
height: 351 | ||
uri: "file:///e6fc0db2ee6e7165e93c8286ec52e0d19dfa239c2bddcfe96e64dae3de6190b5/tables/0.png" | ||
#alternatives: base64 encoded striong | ||
data: # TableData Type | ||
grid: [ [ ] ] # list-of-list of TableCell type | ||
otsl: "<fcel><ecel>..." # OTSL token string | ||
html: "" # ?? | ||
prov: | ||
- page_no: 1 | ||
bbox: | ||
l: 323.0 | ||
t: 354.3 | ||
b: 334.4 | ||
r: 376.0 | ||
coord_origin: "BOTTOMLEFT" | ||
charspan: [ 1,423 ] # 2-tuple, references to "orig" | ||
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figures: # All figures... | ||
- dloc: "e6fc0db2ee6e7165e93c8286ec52e0d19dfa239c2bddcfe96e64dae3de6190b5#/figures/0" | ||
hash: 7782482 | ||
label: "figure" | ||
parent: null | ||
caption: | ||
$ref: "/texts/2" | ||
references: | ||
- $ref: "/text/??" | ||
footnotes: | ||
- $ref: "/text/??" | ||
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data: # FigureData Type | ||
classification: "illustration" | ||
confidence: 0.78 | ||
description: "...." | ||
# content structure? | ||
image: | ||
format: png | ||
dpi: 72 | ||
size: | ||
width: 231 | ||
height: 351 | ||
uri: "file:///e6fc0db2ee6e7165e93c8286ec52e0d19dfa239c2bddcfe96e64dae3de6190b5/figures/0.png" | ||
#alternatives: base64 encoded striong | ||
children: | ||
- $ref: "/texts/2" | ||
prov: | ||
- page_no: 1 | ||
bbox: | ||
l: 456.3 | ||
t: 145.8 | ||
b: 623.4 | ||
r: 702.5 | ||
charspan: [ 0,288 ] | ||
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key_value_items: [ ] # All KV-items | ||
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# We should consider this for pages | ||
pages: # Optional, for layout documents | ||
1: | ||
hash: "5b0916ed3ead46e69efcddb2c932afd91d0e25ce6828c39e5617e6ee2bd0cf6e" | ||
size: | ||
width: 768.23 | ||
height: 583.15 | ||
image: | ||
format: png | ||
dpi: 144 | ||
size: | ||
width: 1536 | ||
height: 1166 | ||
uri: "file:///e6fc0db2ee6e7165e93c8286ec52e0d19dfa239c2bddcfe96e64dae3de6190b5/pages/1.png" | ||
#alternatives: base64 encoded string | ||
num_elements: 23 |
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