Spaces:
Running
Running
trevorpfiz
commited on
Commit
·
4aa9a45
1
Parent(s):
ae9d014
fix: unexpected keyword argument 'file_name'
Browse files
src/vlm_playground/app.py
CHANGED
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@@ -1,5 +1,7 @@
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from .preview_app import create_blocks_app
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def run() -> None:
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demo = create_blocks_app()
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from .preview_app import create_blocks_app
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+
# from .preview_app_local import create_blocks_app as create_blocks_app_local
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+
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def run() -> None:
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demo = create_blocks_app()
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src/vlm_playground/preview_app.py
CHANGED
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@@ -512,12 +512,8 @@ def create_blocks_app():
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processed_view = gr.Image(type="pil", height=520)
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with gr.Row():
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-
download_jsonl = gr.DownloadButton(
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-
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-
)
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-
download_markdown = gr.DownloadButton(
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-
label="Download Markdown", file_name="results.md"
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-
)
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# ===== Handlers =====
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def on_template_change(choice: str) -> str:
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@@ -734,7 +730,10 @@ def create_blocks_app():
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obj = {"page": i + 1, "layout": res["layout_result"]}
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lines.append(json.dumps(obj, ensure_ascii=False))
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content = "\n".join(lines) if lines else ""
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-
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def download_current_markdown(state: Dict[str, Any]):
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if not state.get("parsed"):
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@@ -744,7 +743,10 @@ def create_blocks_app():
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if res and res.get("markdown"):
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chunks.append(f"## Page {i + 1}\n\n{res['markdown']}")
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content = "\n\n---\n\n".join(chunks) if chunks else ""
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-
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# Wire events
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template.change(on_template_change, inputs=[template], outputs=[prompt_text])
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processed_view = gr.Image(type="pil", height=520)
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with gr.Row():
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download_jsonl = gr.DownloadButton(label="Download JSONL")
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download_markdown = gr.DownloadButton(label="Download Markdown")
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# ===== Handlers =====
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def on_template_change(choice: str) -> str:
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obj = {"page": i + 1, "layout": res["layout_result"]}
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lines.append(json.dumps(obj, ensure_ascii=False))
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content = "\n".join(lines) if lines else ""
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out_path = os.path.join(TMP_DIR, "results.jsonl")
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with open(out_path, "w", encoding="utf-8") as f:
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f.write(content)
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return gr.DownloadButton.update(value=out_path)
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def download_current_markdown(state: Dict[str, Any]):
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if not state.get("parsed"):
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if res and res.get("markdown"):
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chunks.append(f"## Page {i + 1}\n\n{res['markdown']}")
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content = "\n\n---\n\n".join(chunks) if chunks else ""
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out_path = os.path.join(TMP_DIR, "results.md")
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with open(out_path, "w", encoding="utf-8") as f:
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f.write(content)
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return gr.DownloadButton.update(value=out_path)
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# Wire events
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template.change(on_template_change, inputs=[template], outputs=[prompt_text])
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src/vlm_playground/preview_app_local.py
ADDED
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@@ -0,0 +1,786 @@
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|
| 1 |
+
import gc
|
| 2 |
+
import types
|
| 3 |
+
import sys
|
| 4 |
+
import hashlib
|
| 5 |
+
import json
|
| 6 |
+
import math
|
| 7 |
+
import os
|
| 8 |
+
import re
|
| 9 |
+
from io import BytesIO
|
| 10 |
+
from typing import Any, Dict, List, Optional, Tuple
|
| 11 |
+
|
| 12 |
+
import fitz # PyMuPDF
|
| 13 |
+
import gradio as gr
|
| 14 |
+
import requests
|
| 15 |
+
import torch
|
| 16 |
+
from huggingface_hub import snapshot_download
|
| 17 |
+
from PIL import Image, ImageDraw, ImageFont
|
| 18 |
+
from qwen_vl_utils import process_vision_info
|
| 19 |
+
from transformers import AutoModelForCausalLM, AutoProcessor
|
| 20 |
+
|
| 21 |
+
from .utils.constants import IMAGE_FACTOR, MAX_PIXELS, MIN_PIXELS
|
| 22 |
+
from .utils.prompts import dict_promptmode_to_prompt
|
| 23 |
+
|
| 24 |
+
APP_TITLE = "PreviewSpace — VLM Playground (Local)"
|
| 25 |
+
TMP_DIR = "/tmp/previewspace"
|
| 26 |
+
MODELS_DIR = os.path.join(TMP_DIR, "models")
|
| 27 |
+
DOTS_REPO_ID = "rednote-hilab/dots.ocr"
|
| 28 |
+
DOTS_LOCAL_DIR = os.path.join(MODELS_DIR, "dots.ocr")
|
| 29 |
+
|
| 30 |
+
LOCAL_DEFAULT_MAX_NEW_TOKENS = 2048
|
| 31 |
+
|
| 32 |
+
os.makedirs(TMP_DIR, exist_ok=True)
|
| 33 |
+
os.makedirs(MODELS_DIR, exist_ok=True)
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
def round_by_factor(number: int, factor: int) -> int:
|
| 37 |
+
return round(number / factor) * factor
|
| 38 |
+
|
| 39 |
+
|
| 40 |
+
def smart_resize(
|
| 41 |
+
height: int,
|
| 42 |
+
width: int,
|
| 43 |
+
factor: int = IMAGE_FACTOR,
|
| 44 |
+
min_pixels: int = MIN_PIXELS,
|
| 45 |
+
max_pixels: int = MAX_PIXELS,
|
| 46 |
+
) -> Tuple[int, int]:
|
| 47 |
+
if max(height, width) / min(height, width) > 200:
|
| 48 |
+
raise ValueError("absolute aspect ratio must be smaller than 200")
|
| 49 |
+
h_bar = max(factor, round_by_factor(height, factor))
|
| 50 |
+
w_bar = max(factor, round_by_factor(width, factor))
|
| 51 |
+
|
| 52 |
+
if h_bar * w_bar > max_pixels:
|
| 53 |
+
beta = math.sqrt((height * width) / max_pixels)
|
| 54 |
+
h_bar = round_by_factor(height / beta, factor)
|
| 55 |
+
w_bar = round_by_factor(width / beta, factor)
|
| 56 |
+
elif h_bar * w_bar < min_pixels:
|
| 57 |
+
beta = math.sqrt(min_pixels / (height * width))
|
| 58 |
+
h_bar = round_by_factor(height * beta, factor)
|
| 59 |
+
w_bar = round_by_factor(width * beta, factor)
|
| 60 |
+
return int(h_bar), int(w_bar)
|
| 61 |
+
|
| 62 |
+
|
| 63 |
+
def fetch_image(image_input: Any) -> Image.Image:
|
| 64 |
+
if isinstance(image_input, str):
|
| 65 |
+
if image_input.startswith(("http://", "https://")):
|
| 66 |
+
response = requests.get(image_input, timeout=60)
|
| 67 |
+
image = Image.open(BytesIO(response.content)).convert("RGB")
|
| 68 |
+
else:
|
| 69 |
+
image = Image.open(image_input).convert("RGB")
|
| 70 |
+
elif isinstance(image_input, Image.Image):
|
| 71 |
+
image = image_input.convert("RGB")
|
| 72 |
+
else:
|
| 73 |
+
raise ValueError(f"Invalid image input type: {type(image_input)}")
|
| 74 |
+
return image
|
| 75 |
+
|
| 76 |
+
|
| 77 |
+
def load_images_from_pdf(pdf_path: str) -> List[Image.Image]:
|
| 78 |
+
images: List[Image.Image] = []
|
| 79 |
+
pdf_document = fitz.open(pdf_path)
|
| 80 |
+
try:
|
| 81 |
+
for page_idx in range(len(pdf_document)):
|
| 82 |
+
page = pdf_document.load_page(page_idx)
|
| 83 |
+
pix = page.get_pixmap(matrix=fitz.Matrix(2.0, 2.0))
|
| 84 |
+
img_data = pix.tobytes("ppm")
|
| 85 |
+
image = Image.open(BytesIO(img_data)).convert("RGB")
|
| 86 |
+
images.append(image)
|
| 87 |
+
finally:
|
| 88 |
+
pdf_document.close()
|
| 89 |
+
return images
|
| 90 |
+
|
| 91 |
+
|
| 92 |
+
def file_checksum(path: str, chunk_size: int = 1 << 20) -> str:
|
| 93 |
+
hasher = hashlib.sha256()
|
| 94 |
+
with open(path, "rb") as f:
|
| 95 |
+
while True:
|
| 96 |
+
chunk = f.read(chunk_size)
|
| 97 |
+
if not chunk:
|
| 98 |
+
break
|
| 99 |
+
hasher.update(chunk)
|
| 100 |
+
return hasher.hexdigest()
|
| 101 |
+
|
| 102 |
+
|
| 103 |
+
def draw_layout_on_image(image: Image.Image, layout_data: List[Dict]) -> Image.Image:
|
| 104 |
+
img = image.copy()
|
| 105 |
+
draw = ImageDraw.Draw(img)
|
| 106 |
+
colors = {
|
| 107 |
+
"Caption": "#FF6B6B",
|
| 108 |
+
"Footnote": "#4ECDC4",
|
| 109 |
+
"Formula": "#45B7D1",
|
| 110 |
+
"List-item": "#96CEB4",
|
| 111 |
+
"Page-footer": "#FFEAA7",
|
| 112 |
+
"Page-header": "#DDA0DD",
|
| 113 |
+
"Picture": "#FFD93D",
|
| 114 |
+
"Section-header": "#6C5CE7",
|
| 115 |
+
"Table": "#FD79A8",
|
| 116 |
+
"Text": "#74B9FF",
|
| 117 |
+
"Title": "#E17055",
|
| 118 |
+
}
|
| 119 |
+
|
| 120 |
+
try:
|
| 121 |
+
try:
|
| 122 |
+
font = ImageFont.truetype(
|
| 123 |
+
"/System/Library/Fonts/Supplemental/Arial Bold.ttf", 12
|
| 124 |
+
)
|
| 125 |
+
except Exception:
|
| 126 |
+
try:
|
| 127 |
+
font = ImageFont.truetype(
|
| 128 |
+
"/usr/share/fonts/truetype/dejavu/DejaVuSans-Bold.ttf", 12
|
| 129 |
+
)
|
| 130 |
+
except Exception:
|
| 131 |
+
font = ImageFont.load_default()
|
| 132 |
+
|
| 133 |
+
for item in layout_data:
|
| 134 |
+
bbox = item.get("bbox")
|
| 135 |
+
category = item.get("category")
|
| 136 |
+
if not bbox or not category:
|
| 137 |
+
continue
|
| 138 |
+
color = colors.get(category, "#000000")
|
| 139 |
+
draw.rectangle(bbox, outline=color, width=2)
|
| 140 |
+
label = str(category)
|
| 141 |
+
label_bbox = draw.textbbox((0, 0), label, font=font)
|
| 142 |
+
label_w = label_bbox[2] - label_bbox[0]
|
| 143 |
+
label_h = label_bbox[3] - label_bbox[1]
|
| 144 |
+
x1, y1 = int(bbox[0]), int(bbox[1])
|
| 145 |
+
lx = x1
|
| 146 |
+
ly = max(0, y1 - label_h - 2)
|
| 147 |
+
draw.rectangle([lx, ly, lx + label_w + 4, ly + label_h + 2], fill=color)
|
| 148 |
+
draw.text((lx + 2, ly + 1), label, fill="white", font=font)
|
| 149 |
+
except Exception:
|
| 150 |
+
pass
|
| 151 |
+
return img
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
def is_arabic_text(text: str) -> bool:
|
| 155 |
+
if not text:
|
| 156 |
+
return False
|
| 157 |
+
header_pattern = r"^#{1,6}\s+(.+)$"
|
| 158 |
+
paragraph_pattern = r"^(?!#{1,6}\s|!\[|```|\||\s*[-*+]\s|\s*\d+\.\s)(.+)$"
|
| 159 |
+
content_lines: List[str] = []
|
| 160 |
+
for line in text.split("\n"):
|
| 161 |
+
s = line.strip()
|
| 162 |
+
if not s:
|
| 163 |
+
continue
|
| 164 |
+
m = re.match(header_pattern, s)
|
| 165 |
+
if m:
|
| 166 |
+
content_lines.append(m.group(1))
|
| 167 |
+
continue
|
| 168 |
+
if re.match(paragraph_pattern, s):
|
| 169 |
+
content_lines.append(s)
|
| 170 |
+
if not content_lines:
|
| 171 |
+
return False
|
| 172 |
+
combined = " ".join(content_lines)
|
| 173 |
+
arabic = 0
|
| 174 |
+
total = 0
|
| 175 |
+
for ch in combined:
|
| 176 |
+
if ch.isalpha():
|
| 177 |
+
total += 1
|
| 178 |
+
if (
|
| 179 |
+
("\u0600" <= ch <= "\u06ff")
|
| 180 |
+
or ("\u0750" <= ch <= "\u077f")
|
| 181 |
+
or ("\u08a0" <= ch <= "\u08ff")
|
| 182 |
+
):
|
| 183 |
+
arabic += 1
|
| 184 |
+
if total == 0:
|
| 185 |
+
return False
|
| 186 |
+
return (arabic / total) > 0.5
|
| 187 |
+
|
| 188 |
+
|
| 189 |
+
def extract_json(text: str) -> Optional[Dict[str, Any]]:
|
| 190 |
+
if not text:
|
| 191 |
+
return None
|
| 192 |
+
try:
|
| 193 |
+
return json.loads(text)
|
| 194 |
+
except Exception:
|
| 195 |
+
pass
|
| 196 |
+
brace_start = text.find("{")
|
| 197 |
+
brace_end = text.rfind("}")
|
| 198 |
+
if 0 <= brace_start < brace_end:
|
| 199 |
+
snippet = text[brace_start : brace_end + 1]
|
| 200 |
+
try:
|
| 201 |
+
return json.loads(snippet)
|
| 202 |
+
except Exception:
|
| 203 |
+
pass
|
| 204 |
+
fenced = re.findall(r"```json\s*([\s\S]*?)\s*```", text)
|
| 205 |
+
for block in fenced:
|
| 206 |
+
try:
|
| 207 |
+
return json.loads(block)
|
| 208 |
+
except Exception:
|
| 209 |
+
continue
|
| 210 |
+
return None
|
| 211 |
+
|
| 212 |
+
|
| 213 |
+
model: Optional[AutoModelForCausalLM] = None
|
| 214 |
+
processor: Optional[AutoProcessor] = None
|
| 215 |
+
|
| 216 |
+
|
| 217 |
+
def ensure_model_loaded() -> Tuple[AutoModelForCausalLM, AutoProcessor]:
|
| 218 |
+
global model, processor
|
| 219 |
+
if model is not None and processor is not None:
|
| 220 |
+
return model, processor
|
| 221 |
+
|
| 222 |
+
os.environ.setdefault("HF_HUB_DISABLE_SYMLINKS_WARNING", "1")
|
| 223 |
+
snapshot_download(
|
| 224 |
+
repo_id=DOTS_REPO_ID,
|
| 225 |
+
local_dir=DOTS_LOCAL_DIR,
|
| 226 |
+
local_dir_use_symlinks=False,
|
| 227 |
+
)
|
| 228 |
+
|
| 229 |
+
# Work around transformers dynamic module parent package issue with repo name containing a dot
|
| 230 |
+
# Ensure 'transformers_modules' and 'transformers_modules.dots' exist as packages
|
| 231 |
+
if "transformers_modules" not in sys.modules:
|
| 232 |
+
pkg = types.ModuleType("transformers_modules")
|
| 233 |
+
pkg.__path__ = [] # type: ignore[attr-defined]
|
| 234 |
+
sys.modules["transformers_modules"] = pkg
|
| 235 |
+
if "transformers_modules.dots" not in sys.modules:
|
| 236 |
+
subpkg = types.ModuleType("transformers_modules.dots")
|
| 237 |
+
subpkg.__path__ = [] # type: ignore[attr-defined]
|
| 238 |
+
sys.modules["transformers_modules.dots"] = subpkg
|
| 239 |
+
|
| 240 |
+
use_mps = torch.backends.mps.is_available()
|
| 241 |
+
dtype = (
|
| 242 |
+
torch.float16
|
| 243 |
+
if use_mps
|
| 244 |
+
else (torch.bfloat16 if torch.cuda.is_available() else torch.float32)
|
| 245 |
+
)
|
| 246 |
+
|
| 247 |
+
model = AutoModelForCausalLM.from_pretrained(
|
| 248 |
+
DOTS_LOCAL_DIR,
|
| 249 |
+
torch_dtype=dtype,
|
| 250 |
+
trust_remote_code=True,
|
| 251 |
+
low_cpu_mem_usage=True,
|
| 252 |
+
)
|
| 253 |
+
if use_mps:
|
| 254 |
+
model.to("mps")
|
| 255 |
+
|
| 256 |
+
proc = AutoProcessor.from_pretrained(DOTS_LOCAL_DIR, trust_remote_code=True)
|
| 257 |
+
processor = proc
|
| 258 |
+
return model, processor
|
| 259 |
+
|
| 260 |
+
|
| 261 |
+
def run_inference(
|
| 262 |
+
image: Image.Image,
|
| 263 |
+
prompt_text: str,
|
| 264 |
+
max_new_tokens: int = LOCAL_DEFAULT_MAX_NEW_TOKENS,
|
| 265 |
+
) -> str:
|
| 266 |
+
mdl, proc = ensure_model_loaded()
|
| 267 |
+
messages = [
|
| 268 |
+
{
|
| 269 |
+
"role": "user",
|
| 270 |
+
"content": [
|
| 271 |
+
{"type": "image", "image": image},
|
| 272 |
+
{"type": "text", "text": prompt_text},
|
| 273 |
+
],
|
| 274 |
+
}
|
| 275 |
+
]
|
| 276 |
+
text = proc.apply_chat_template(
|
| 277 |
+
messages, tokenize=False, add_generation_prompt=True
|
| 278 |
+
)
|
| 279 |
+
image_inputs, video_inputs = process_vision_info(messages)
|
| 280 |
+
inputs = proc(
|
| 281 |
+
text=[text],
|
| 282 |
+
images=image_inputs,
|
| 283 |
+
videos=video_inputs,
|
| 284 |
+
padding=True,
|
| 285 |
+
return_tensors="pt",
|
| 286 |
+
)
|
| 287 |
+
device = (
|
| 288 |
+
"mps"
|
| 289 |
+
if torch.backends.mps.is_available()
|
| 290 |
+
else ("cuda" if torch.cuda.is_available() else "cpu")
|
| 291 |
+
)
|
| 292 |
+
inputs = {k: v.to(device) if hasattr(v, "to") else v for k, v in inputs.items()}
|
| 293 |
+
with torch.no_grad():
|
| 294 |
+
generated_ids = mdl.generate(
|
| 295 |
+
**inputs,
|
| 296 |
+
max_new_tokens=int(max_new_tokens),
|
| 297 |
+
do_sample=False,
|
| 298 |
+
temperature=0.1,
|
| 299 |
+
)
|
| 300 |
+
trimmed = [
|
| 301 |
+
out_ids[len(in_ids) :]
|
| 302 |
+
for in_ids, out_ids in zip(inputs["input_ids"], generated_ids)
|
| 303 |
+
]
|
| 304 |
+
output_text = processor.batch_decode(
|
| 305 |
+
trimmed, skip_special_tokens=True, clean_up_tokenization_spaces=False
|
| 306 |
+
)
|
| 307 |
+
return output_text[0] if output_text else ""
|
| 308 |
+
|
| 309 |
+
|
| 310 |
+
def process_single_image(
|
| 311 |
+
image: Image.Image,
|
| 312 |
+
prompt_text: str,
|
| 313 |
+
max_new_tokens: int,
|
| 314 |
+
) -> Dict[str, Any]:
|
| 315 |
+
img = fetch_image(image)
|
| 316 |
+
raw = run_inference(img, prompt_text, max_new_tokens=max_new_tokens)
|
| 317 |
+
result: Dict[str, Any] = {
|
| 318 |
+
"original_image": img,
|
| 319 |
+
"processed_image": img,
|
| 320 |
+
"raw_output": raw,
|
| 321 |
+
"layout_result": None,
|
| 322 |
+
"markdown": None,
|
| 323 |
+
}
|
| 324 |
+
data = extract_json(raw)
|
| 325 |
+
if isinstance(data, dict):
|
| 326 |
+
result["layout_result"] = data
|
| 327 |
+
items = data.get("elements", data.get("elements_list", data.get("content", [])))
|
| 328 |
+
if isinstance(items, list):
|
| 329 |
+
result["processed_image"] = draw_layout_on_image(img, items)
|
| 330 |
+
result["markdown"] = layoutjson2md(img, items)
|
| 331 |
+
if result["markdown"] is None:
|
| 332 |
+
result["markdown"] = raw
|
| 333 |
+
return result
|
| 334 |
+
|
| 335 |
+
|
| 336 |
+
def layoutjson2md(
|
| 337 |
+
image: Image.Image, layout_data: List[Dict], text_key: str = "text"
|
| 338 |
+
) -> str:
|
| 339 |
+
lines: List[str] = []
|
| 340 |
+
try:
|
| 341 |
+
items = sorted(
|
| 342 |
+
layout_data,
|
| 343 |
+
key=lambda x: (
|
| 344 |
+
x.get("bbox", [0, 0, 0, 0])[1],
|
| 345 |
+
x.get("bbox", [0, 0, 0, 0])[0],
|
| 346 |
+
),
|
| 347 |
+
)
|
| 348 |
+
for item in items:
|
| 349 |
+
category = item.get("category", "")
|
| 350 |
+
text = item.get(text_key, "")
|
| 351 |
+
if category == "Title" and text:
|
| 352 |
+
lines.append(f"# {text}\n")
|
| 353 |
+
elif category == "Section-header" and text:
|
| 354 |
+
lines.append(f"## {text}\n")
|
| 355 |
+
elif category == "List-item" and text:
|
| 356 |
+
lines.append(f"- {text}\n")
|
| 357 |
+
elif category == "Table" and text:
|
| 358 |
+
if text.strip().startswith("<"):
|
| 359 |
+
lines.append(text + "\n")
|
| 360 |
+
else:
|
| 361 |
+
lines.append(f"**Table:** {text}\n")
|
| 362 |
+
elif category == "Formula" and text:
|
| 363 |
+
if text.strip().startswith("$") or "\\" in text:
|
| 364 |
+
lines.append(f"$$\n{text}\n$$\n")
|
| 365 |
+
else:
|
| 366 |
+
lines.append(f"**Formula:** {text}\n")
|
| 367 |
+
elif category == "Caption" and text:
|
| 368 |
+
lines.append(f"*{text}*\n")
|
| 369 |
+
elif category in ["Page-header", "Page-footer"]:
|
| 370 |
+
continue
|
| 371 |
+
elif category == "Picture":
|
| 372 |
+
continue
|
| 373 |
+
elif text:
|
| 374 |
+
lines.append(f"{text}\n")
|
| 375 |
+
lines.append("")
|
| 376 |
+
except Exception:
|
| 377 |
+
return json.dumps(layout_data, ensure_ascii=False)
|
| 378 |
+
return "\n".join(lines)
|
| 379 |
+
|
| 380 |
+
|
| 381 |
+
def create_blocks_app():
|
| 382 |
+
css = """
|
| 383 |
+
.main-container { max-width: 1500px; margin: 0 auto; }
|
| 384 |
+
.header-text { text-align: center; color: #1f2937; margin-bottom: 12px; }
|
| 385 |
+
.page-info { text-align: center; padding: 8px 16px; border-radius: 20px; font-weight: 600; }
|
| 386 |
+
.process-button { border: none !important; color: white !important; font-weight: 700 !important; }
|
| 387 |
+
"""
|
| 388 |
+
|
| 389 |
+
with gr.Blocks(theme=gr.themes.Soft(), css=css, title=APP_TITLE) as demo:
|
| 390 |
+
doc_state = gr.State(
|
| 391 |
+
{
|
| 392 |
+
"images": [],
|
| 393 |
+
"current_page": 0,
|
| 394 |
+
"total_pages": 0,
|
| 395 |
+
"file_type": None,
|
| 396 |
+
"checksum": None,
|
| 397 |
+
"results": [],
|
| 398 |
+
"parsed": False,
|
| 399 |
+
}
|
| 400 |
+
)
|
| 401 |
+
|
| 402 |
+
cache_state = gr.State({})
|
| 403 |
+
|
| 404 |
+
gr.HTML(
|
| 405 |
+
"""
|
| 406 |
+
<div class=\"header-text\">
|
| 407 |
+
<h2>VLM Playground — dots.ocr (Local)</h2>
|
| 408 |
+
<p>Optimized defaults for Apple Silicon / CPU dev.</p>
|
| 409 |
+
</div>
|
| 410 |
+
"""
|
| 411 |
+
)
|
| 412 |
+
|
| 413 |
+
with gr.Row(elem_classes=["main-container"]):
|
| 414 |
+
with gr.Column(scale=4):
|
| 415 |
+
file_input = gr.File(
|
| 416 |
+
label="Upload PDF or Image",
|
| 417 |
+
file_types=[
|
| 418 |
+
".pdf",
|
| 419 |
+
".png",
|
| 420 |
+
".jpg",
|
| 421 |
+
".jpeg",
|
| 422 |
+
".bmp",
|
| 423 |
+
".tiff",
|
| 424 |
+
".webp",
|
| 425 |
+
],
|
| 426 |
+
type="filepath",
|
| 427 |
+
)
|
| 428 |
+
|
| 429 |
+
with gr.Group():
|
| 430 |
+
template = gr.Dropdown(
|
| 431 |
+
label="Prompt Template",
|
| 432 |
+
choices=["Layout Extraction"],
|
| 433 |
+
value="Layout Extraction",
|
| 434 |
+
)
|
| 435 |
+
prompt_text = gr.Textbox(
|
| 436 |
+
label="Current Prompt",
|
| 437 |
+
value=dict_promptmode_to_prompt.get("prompt_layout_all_en", ""),
|
| 438 |
+
lines=6,
|
| 439 |
+
)
|
| 440 |
+
|
| 441 |
+
with gr.Row():
|
| 442 |
+
parse_button = gr.Button(
|
| 443 |
+
"Parse", variant="primary", elem_classes=["process-button"]
|
| 444 |
+
)
|
| 445 |
+
clear_button = gr.Button("Clear")
|
| 446 |
+
|
| 447 |
+
with gr.Accordion("Advanced", open=False):
|
| 448 |
+
max_new_tokens = gr.Slider(
|
| 449 |
+
minimum=256,
|
| 450 |
+
maximum=8192,
|
| 451 |
+
value=LOCAL_DEFAULT_MAX_NEW_TOKENS,
|
| 452 |
+
step=128,
|
| 453 |
+
label="Max new tokens",
|
| 454 |
+
)
|
| 455 |
+
page_range = gr.Textbox(
|
| 456 |
+
label="Page selection",
|
| 457 |
+
placeholder="e.g., 1-3,5 (blank = current page, 'all' = all pages)",
|
| 458 |
+
)
|
| 459 |
+
|
| 460 |
+
with gr.Column(scale=5):
|
| 461 |
+
preview_image = gr.Image(label="Page Preview", type="pil", height=520)
|
| 462 |
+
with gr.Row():
|
| 463 |
+
prev_btn = gr.Button("◀ Prev")
|
| 464 |
+
page_info = gr.HTML('<div class="page-info">No file</div>')
|
| 465 |
+
next_btn = gr.Button("Next ▶")
|
| 466 |
+
with gr.Row():
|
| 467 |
+
page_jump = gr.Number(value=1, label="Page #", precision=0)
|
| 468 |
+
jump_btn = gr.Button("Go")
|
| 469 |
+
|
| 470 |
+
with gr.Column(scale=6):
|
| 471 |
+
with gr.Tabs():
|
| 472 |
+
with gr.Tab("Markdown Render"):
|
| 473 |
+
md_render = gr.Markdown(
|
| 474 |
+
value="Upload and parse to view results", height=520
|
| 475 |
+
)
|
| 476 |
+
with gr.Tab("Raw Markdown"):
|
| 477 |
+
md_raw = gr.Textbox(value="", lines=20)
|
| 478 |
+
with gr.Tab("Current Page JSON"):
|
| 479 |
+
json_view = gr.JSON(value=None)
|
| 480 |
+
with gr.Tab("Processed Image"):
|
| 481 |
+
processed_view = gr.Image(type="pil", height=520)
|
| 482 |
+
|
| 483 |
+
with gr.Row():
|
| 484 |
+
download_jsonl = gr.DownloadButton(label="Download JSONL")
|
| 485 |
+
download_markdown = gr.DownloadButton(label="Download Markdown")
|
| 486 |
+
|
| 487 |
+
def on_template_change(choice: str) -> str:
|
| 488 |
+
return dict_promptmode_to_prompt.get("prompt_layout_all_en", "")
|
| 489 |
+
|
| 490 |
+
def on_file_change(path: Optional[str]):
|
| 491 |
+
if not path or not os.path.exists(path):
|
| 492 |
+
return (
|
| 493 |
+
{
|
| 494 |
+
"images": [],
|
| 495 |
+
"current_page": 0,
|
| 496 |
+
"total_pages": 0,
|
| 497 |
+
"file_type": None,
|
| 498 |
+
"checksum": None,
|
| 499 |
+
"results": [],
|
| 500 |
+
"parsed": False,
|
| 501 |
+
},
|
| 502 |
+
None,
|
| 503 |
+
'<div class="page-info">No file</div>',
|
| 504 |
+
)
|
| 505 |
+
checksum = file_checksum(path)
|
| 506 |
+
ext = os.path.splitext(path)[1].lower()
|
| 507 |
+
if ext == ".pdf":
|
| 508 |
+
images = load_images_from_pdf(path)
|
| 509 |
+
state = {
|
| 510 |
+
"images": images,
|
| 511 |
+
"current_page": 0,
|
| 512 |
+
"total_pages": len(images),
|
| 513 |
+
"file_type": "pdf",
|
| 514 |
+
"checksum": checksum,
|
| 515 |
+
"results": [None] * len(images),
|
| 516 |
+
"parsed": False,
|
| 517 |
+
}
|
| 518 |
+
return (
|
| 519 |
+
state,
|
| 520 |
+
images[0] if images else None,
|
| 521 |
+
f'<div class="page-info">Page 1 / {len(images)}</div>',
|
| 522 |
+
)
|
| 523 |
+
else:
|
| 524 |
+
image = Image.open(path).convert("RGB")
|
| 525 |
+
state = {
|
| 526 |
+
"images": [image],
|
| 527 |
+
"current_page": 0,
|
| 528 |
+
"total_pages": 1,
|
| 529 |
+
"file_type": "image",
|
| 530 |
+
"checksum": checksum,
|
| 531 |
+
"results": [None],
|
| 532 |
+
"parsed": False,
|
| 533 |
+
}
|
| 534 |
+
return state, image, '<div class="page-info">Page 1 / 1</div>'
|
| 535 |
+
|
| 536 |
+
def nav_page(state: Dict[str, Any], direction: str):
|
| 537 |
+
if not state.get("images"):
|
| 538 |
+
return (
|
| 539 |
+
state,
|
| 540 |
+
None,
|
| 541 |
+
'<div class="page-info">No file</div>',
|
| 542 |
+
"No results",
|
| 543 |
+
"",
|
| 544 |
+
None,
|
| 545 |
+
None,
|
| 546 |
+
)
|
| 547 |
+
if direction == "prev":
|
| 548 |
+
state["current_page"] = max(0, state["current_page"] - 1)
|
| 549 |
+
elif direction == "next":
|
| 550 |
+
state["current_page"] = min(
|
| 551 |
+
state["total_pages"] - 1, state["current_page"] + 1
|
| 552 |
+
)
|
| 553 |
+
idx = state["current_page"]
|
| 554 |
+
img = state["images"][idx]
|
| 555 |
+
info = (
|
| 556 |
+
f'<div class="page-info">Page {idx + 1} / {state["total_pages"]}</div>'
|
| 557 |
+
)
|
| 558 |
+
result = (
|
| 559 |
+
state["results"][idx]
|
| 560 |
+
if state.get("parsed") and idx < len(state["results"])
|
| 561 |
+
else None
|
| 562 |
+
)
|
| 563 |
+
md = result.get("markdown") if result else "Page not processed yet"
|
| 564 |
+
md_out = gr.update(value=md, rtl=True) if is_arabic_text(md) else md
|
| 565 |
+
md_raw_text = md
|
| 566 |
+
proc_img = result.get("processed_image") if result else None
|
| 567 |
+
js = result.get("layout_result") if result else None
|
| 568 |
+
return state, img, info, md_out, md_raw_text, proc_img, js
|
| 569 |
+
|
| 570 |
+
def jump_to_page(state: Dict[str, Any], page_num: Any):
|
| 571 |
+
if not state.get("images"):
|
| 572 |
+
return (
|
| 573 |
+
state,
|
| 574 |
+
None,
|
| 575 |
+
'<div class="page-info">No file</div>',
|
| 576 |
+
"No results",
|
| 577 |
+
"",
|
| 578 |
+
None,
|
| 579 |
+
None,
|
| 580 |
+
)
|
| 581 |
+
try:
|
| 582 |
+
n = int(page_num)
|
| 583 |
+
except Exception:
|
| 584 |
+
n = 1
|
| 585 |
+
n = max(1, min(state["total_pages"], n))
|
| 586 |
+
state["current_page"] = n - 1
|
| 587 |
+
return nav_page(state, direction="stay")
|
| 588 |
+
|
| 589 |
+
def parse_pages(
|
| 590 |
+
state: Dict[str, Any],
|
| 591 |
+
prompt: str,
|
| 592 |
+
max_tokens: int,
|
| 593 |
+
selection: Optional[str],
|
| 594 |
+
):
|
| 595 |
+
if not state.get("images"):
|
| 596 |
+
return state, None, "No file", "No content", "", None, None
|
| 597 |
+
|
| 598 |
+
indices: List[int] = []
|
| 599 |
+
if not selection or selection.strip() == "":
|
| 600 |
+
indices = [state["current_page"]]
|
| 601 |
+
elif selection.strip().lower() == "all":
|
| 602 |
+
indices = list(range(state["total_pages"]))
|
| 603 |
+
else:
|
| 604 |
+
parts = [p.strip() for p in selection.split(",") if p.strip()]
|
| 605 |
+
for p in parts:
|
| 606 |
+
if "-" in p:
|
| 607 |
+
a, b = p.split("-", 1)
|
| 608 |
+
try:
|
| 609 |
+
a_i = max(1, int(a))
|
| 610 |
+
b_i = min(state["total_pages"], int(b))
|
| 611 |
+
for i in range(a_i - 1, b_i):
|
| 612 |
+
indices.append(i)
|
| 613 |
+
except Exception:
|
| 614 |
+
continue
|
| 615 |
+
else:
|
| 616 |
+
try:
|
| 617 |
+
i = max(1, min(state["total_pages"], int(p)))
|
| 618 |
+
indices.append(i - 1)
|
| 619 |
+
except Exception:
|
| 620 |
+
continue
|
| 621 |
+
indices = sorted(
|
| 622 |
+
set([i for i in indices if 0 <= i < state["total_pages"]])
|
| 623 |
+
)
|
| 624 |
+
|
| 625 |
+
results = state.get("results") or [None] * state["total_pages"]
|
| 626 |
+
for i in indices:
|
| 627 |
+
img = state["images"][i]
|
| 628 |
+
prompt_hash = hashlib.sha256(prompt.encode("utf-8")).hexdigest()[:16]
|
| 629 |
+
cache_key = (
|
| 630 |
+
state["checksum"],
|
| 631 |
+
i,
|
| 632 |
+
prompt_hash,
|
| 633 |
+
int(max_tokens),
|
| 634 |
+
)
|
| 635 |
+
cached = cache_state.value.get(cache_key)
|
| 636 |
+
if cached:
|
| 637 |
+
results[i] = cached
|
| 638 |
+
continue
|
| 639 |
+
res = process_single_image(
|
| 640 |
+
img,
|
| 641 |
+
prompt_text=prompt,
|
| 642 |
+
max_new_tokens=int(max_tokens),
|
| 643 |
+
)
|
| 644 |
+
results[i] = res
|
| 645 |
+
cache_state.value[cache_key] = res
|
| 646 |
+
state["results"] = results
|
| 647 |
+
state["parsed"] = True
|
| 648 |
+
|
| 649 |
+
idx = state["current_page"]
|
| 650 |
+
curr = results[idx]
|
| 651 |
+
md = curr.get("markdown") if curr else "No content"
|
| 652 |
+
md_out = gr.update(value=md, rtl=True) if is_arabic_text(md) else md
|
| 653 |
+
md_raw_text = md
|
| 654 |
+
proc_img = curr.get("processed_image") if curr else None
|
| 655 |
+
js = curr.get("layout_result") if curr else None
|
| 656 |
+
info = (
|
| 657 |
+
f'<div class="page-info">Page {idx + 1} / {state["total_pages"]}</div>'
|
| 658 |
+
)
|
| 659 |
+
prev = state["images"][idx]
|
| 660 |
+
return state, prev, info, md_out, md_raw_text, proc_img, js
|
| 661 |
+
|
| 662 |
+
def clear_all():
|
| 663 |
+
gc.collect()
|
| 664 |
+
return (
|
| 665 |
+
{
|
| 666 |
+
"images": [],
|
| 667 |
+
"current_page": 0,
|
| 668 |
+
"total_pages": 0,
|
| 669 |
+
"file_type": None,
|
| 670 |
+
"checksum": None,
|
| 671 |
+
"results": [],
|
| 672 |
+
"parsed": False,
|
| 673 |
+
},
|
| 674 |
+
None,
|
| 675 |
+
'<div class="page-info">No file</div>',
|
| 676 |
+
"Upload and parse to view results",
|
| 677 |
+
"",
|
| 678 |
+
None,
|
| 679 |
+
None,
|
| 680 |
+
)
|
| 681 |
+
|
| 682 |
+
def download_current_jsonl(state: Dict[str, Any]):
|
| 683 |
+
if not state.get("parsed"):
|
| 684 |
+
return gr.DownloadButton.update(value=b"")
|
| 685 |
+
lines: List[str] = []
|
| 686 |
+
for i, res in enumerate(state.get("results", [])):
|
| 687 |
+
if res and res.get("layout_result") is not None:
|
| 688 |
+
obj = {"page": i + 1, "layout": res["layout_result"]}
|
| 689 |
+
lines.append(json.dumps(obj, ensure_ascii=False))
|
| 690 |
+
content = "\n".join(lines) if lines else ""
|
| 691 |
+
out_path = os.path.join(TMP_DIR, "results.jsonl")
|
| 692 |
+
with open(out_path, "w", encoding="utf-8") as f:
|
| 693 |
+
f.write(content)
|
| 694 |
+
return gr.DownloadButton.update(value=out_path)
|
| 695 |
+
|
| 696 |
+
def download_current_markdown(state: Dict[str, Any]):
|
| 697 |
+
if not state.get("parsed"):
|
| 698 |
+
return gr.DownloadButton.update(value=b"")
|
| 699 |
+
chunks: List[str] = []
|
| 700 |
+
for i, res in enumerate(state.get("results", [])):
|
| 701 |
+
if res and res.get("markdown"):
|
| 702 |
+
chunks.append(f"## Page {i + 1}\n\n{res['markdown']}")
|
| 703 |
+
content = "\n\n---\n\n".join(chunks) if chunks else ""
|
| 704 |
+
out_path = os.path.join(TMP_DIR, "results.md")
|
| 705 |
+
with open(out_path, "w", encoding="utf-8") as f:
|
| 706 |
+
f.write(content)
|
| 707 |
+
return gr.DownloadButton.update(value=out_path)
|
| 708 |
+
|
| 709 |
+
template.change(on_template_change, inputs=[template], outputs=[prompt_text])
|
| 710 |
+
file_input.change(
|
| 711 |
+
on_file_change,
|
| 712 |
+
inputs=[file_input],
|
| 713 |
+
outputs=[doc_state, preview_image, page_info],
|
| 714 |
+
)
|
| 715 |
+
prev_btn.click(
|
| 716 |
+
lambda s: nav_page(s, "prev"),
|
| 717 |
+
inputs=[doc_state],
|
| 718 |
+
outputs=[
|
| 719 |
+
doc_state,
|
| 720 |
+
preview_image,
|
| 721 |
+
page_info,
|
| 722 |
+
md_render,
|
| 723 |
+
md_raw,
|
| 724 |
+
processed_view,
|
| 725 |
+
json_view,
|
| 726 |
+
],
|
| 727 |
+
)
|
| 728 |
+
next_btn.click(
|
| 729 |
+
lambda s: nav_page(s, "next"),
|
| 730 |
+
inputs=[doc_state],
|
| 731 |
+
outputs=[
|
| 732 |
+
doc_state,
|
| 733 |
+
preview_image,
|
| 734 |
+
page_info,
|
| 735 |
+
md_render,
|
| 736 |
+
md_raw,
|
| 737 |
+
processed_view,
|
| 738 |
+
json_view,
|
| 739 |
+
],
|
| 740 |
+
)
|
| 741 |
+
jump_btn.click(
|
| 742 |
+
jump_to_page,
|
| 743 |
+
inputs=[doc_state, page_jump],
|
| 744 |
+
outputs=[
|
| 745 |
+
doc_state,
|
| 746 |
+
preview_image,
|
| 747 |
+
page_info,
|
| 748 |
+
md_render,
|
| 749 |
+
md_raw,
|
| 750 |
+
processed_view,
|
| 751 |
+
json_view,
|
| 752 |
+
],
|
| 753 |
+
)
|
| 754 |
+
parse_button.click(
|
| 755 |
+
parse_pages,
|
| 756 |
+
inputs=[doc_state, prompt_text, max_new_tokens, page_range],
|
| 757 |
+
outputs=[
|
| 758 |
+
doc_state,
|
| 759 |
+
preview_image,
|
| 760 |
+
page_info,
|
| 761 |
+
md_render,
|
| 762 |
+
md_raw,
|
| 763 |
+
processed_view,
|
| 764 |
+
json_view,
|
| 765 |
+
],
|
| 766 |
+
)
|
| 767 |
+
clear_button.click(
|
| 768 |
+
clear_all,
|
| 769 |
+
outputs=[
|
| 770 |
+
doc_state,
|
| 771 |
+
preview_image,
|
| 772 |
+
page_info,
|
| 773 |
+
md_render,
|
| 774 |
+
md_raw,
|
| 775 |
+
processed_view,
|
| 776 |
+
json_view,
|
| 777 |
+
],
|
| 778 |
+
)
|
| 779 |
+
download_jsonl.click(
|
| 780 |
+
download_current_jsonl, inputs=[doc_state], outputs=[download_jsonl]
|
| 781 |
+
)
|
| 782 |
+
download_markdown.click(
|
| 783 |
+
download_current_markdown, inputs=[doc_state], outputs=[download_markdown]
|
| 784 |
+
)
|
| 785 |
+
|
| 786 |
+
return demo
|