Docling/docling/utils/visualization.py
Christoph Auer 3c9fe76b70
feat: [Experimental] Introduce VLM pipeline using HF AutoModelForVision2Seq, featuring SmolDocling model (#1054)
* Skeleton for SmolDocling model and VLM Pipeline

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* wip smolDocling inference and vlm pipeline

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* WIP, first working code for inference of SmolDocling, and vlm pipeline assembly code, example included.

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Fixes to preserve page image and demo export to html

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Enabled figure support in vlm_pipeline

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Fix for table span compute in vlm_pipeline

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Properly propagating image data per page, together with predicted tags in VLM pipeline. This enables correct figure extraction and page numbers in provenances

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Cleaned up logs, added pages to vlm_pipeline, basic timing per page measurement in smol_docling models

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Replaced hardcoded otsl tokens with the ones from docling-core tokens.py enum

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Added tokens/sec measurement, improved example

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Added capability for vlm_pipeline to grab text from preconfigured backend

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Exposed "force_backend_text" as pipeline parameter

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Flipped keep_backend to True for vlm_pipeline assembly to work

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated vlm pipeline assembly and smol docling model code to support updated doctags

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Fixing doctags starting tag, that broke elements on first line during assembly

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Introduced SmolDoclingOptions to configure model parameters (such as query and artifacts path) via client code, see example in minimal_smol_docling. Provisioning for other potential vlm all-in-one models.

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Moved artifacts_path for SmolDocling into vlm_options instead of global pipeline option

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* New assembly code for latest model revision, updated prompt and parsing of doctags, updated logging

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated example of Smol Docling usage

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Added captions for the images for SmolDocling assembly code, improved provenance definition for all elements

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Update minimal smoldocling example

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Fix repo id

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Cleaned up unnecessary logging

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* More elegant solution in removing the input prompt

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* removed minimal_smol_docling example from CI checks

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Removed special html code wrapping when exporting to docling document, cleaned up comments

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Addressing PR comments, added enabled property to SmolDocling, and related VLM pipeline option, few other minor things

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Moved keep_backend = True to vlm pipeline

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* removed pipeline_options.generate_table_images from vlm_pipeline (deprecated in the pipelines)

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Added example on how to get original predicted doctags in minimal_smol_docling

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* removing changes from base_pipeline

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Replaced remaining strings to appropriate enums

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Updated poetry.lock

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* re-built poetry.lock

Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>

* Generalize and refactor VLM pipeline and models

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Rename example

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Move imports

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Expose control over using flash_attention_2

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Fix VLM example exclusion in CI

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Add back device_map and accelerate

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Make drawing code resilient against bad bboxes

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* chore: clean up code and comments

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* chore: more cleanup

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* chore: fix leftover .to(device)

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* fix: add proper table provenance

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
Signed-off-by: Maksym Lysak <mly@zurich.ibm.com>
Co-authored-by: Maksym Lysak <mly@zurich.ibm.com>
2025-02-26 14:43:26 +01:00

86 lines
2.8 KiB
Python

from docling_core.types.doc import DocItemLabel
from PIL import Image, ImageDraw, ImageFont
from PIL.ImageFont import FreeTypeFont
from docling.datamodel.base_models import Cluster
def draw_clusters(
image: Image.Image, clusters: list[Cluster], scale_x: float, scale_y: float
) -> None:
"""
Draw clusters on an image
"""
draw = ImageDraw.Draw(image, "RGBA")
# Create a smaller font for the labels
font: ImageFont.ImageFont | FreeTypeFont
try:
font = ImageFont.truetype("arial.ttf", 12)
except OSError:
# Fallback to default font if arial is not available
font = ImageFont.load_default()
for c_tl in clusters:
all_clusters = [c_tl, *c_tl.children]
for c in all_clusters:
# Draw cells first (underneath)
cell_color = (0, 0, 0, 40) # Transparent black for cells
for tc in c.cells:
cx0, cy0, cx1, cy1 = tc.bbox.as_tuple()
cx0 *= scale_x
cx1 *= scale_x
cy0 *= scale_x
cy1 *= scale_y
draw.rectangle(
[(cx0, cy0), (cx1, cy1)],
outline=None,
fill=cell_color,
)
# Draw cluster rectangle
x0, y0, x1, y1 = c.bbox.as_tuple()
x0 *= scale_x
x1 *= scale_x
y0 *= scale_x
y1 *= scale_y
if y1 <= y0:
y1, y0 = y0, y1
if x1 <= x0:
x1, x0 = x0, x1
cluster_fill_color = (*list(DocItemLabel.get_color(c.label)), 70)
cluster_outline_color = (
*list(DocItemLabel.get_color(c.label)),
255,
)
draw.rectangle(
[(x0, y0), (x1, y1)],
outline=cluster_outline_color,
fill=cluster_fill_color,
)
# Add label name and confidence
label_text = f"{c.label.name} ({c.confidence:.2f})"
# Create semi-transparent background for text
text_bbox = draw.textbbox((x0, y0), label_text, font=font)
text_bg_padding = 2
draw.rectangle(
[
(
text_bbox[0] - text_bg_padding,
text_bbox[1] - text_bg_padding,
),
(
text_bbox[2] + text_bg_padding,
text_bbox[3] + text_bg_padding,
),
],
fill=(255, 255, 255, 180), # Semi-transparent white
)
# Draw text
draw.text(
(x0, y0),
label_text,
fill=(0, 0, 0, 255), # Solid black
font=font,
)