Update app.py
Browse files
app.py
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#
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import gradio as gr
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import os
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import json
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from PIL import Image
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import io
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#
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manifest = []
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image = image.crop((x1, y1, x2, y2))
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except:
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pass
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def
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if
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def
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# app_fixed.py
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import gradio as gr
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import json
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import os
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import pickle
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from PIL import Image
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import tempfile
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import time
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from pathlib import Path
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import hashlib
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import io
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import shutil
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import rarfile
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# Hugging Face imports
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from datasets import load_dataset
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# ========== CONFIGURATION ==========
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HF_DATASET_REPO = "alyex/karnak-data-app"
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# Directories
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HF_CACHE_DIR = os.path.join(tempfile.gettempdir(), "karnak_cache")
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HF_ANNOTATIONS_DIR = "/data/annotations"
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HF_HARD_NEGATIVES_DIR = "/data/hard_negatives"
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SEGMENT_EXTRACT_DIR = "/data/kiu_segment_metadata"
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os.makedirs(HF_CACHE_DIR, exist_ok=True)
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os.makedirs(HF_ANNOTATIONS_DIR, exist_ok=True)
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os.makedirs(HF_HARD_NEGATIVES_DIR, exist_ok=True)
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os.makedirs(SEGMENT_EXTRACT_DIR, exist_ok=True)
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MANIFEST_FILE = os.path.join(HF_CACHE_DIR, "manifest.pkl")
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class AnnotationState:
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def __init__(self):
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self.manifest = []
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self.current_index = 0
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self.history = []
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self.karnak_dataset = None
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self.segment_data = {}
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self.kiu_lookup = {} # Fast lookup dictionary
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# Load datasets
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self.load_datasets()
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# Load manifest
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self.load_manifest()
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def load_datasets(self):
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"""Load datasets with fast lookup"""
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print("Loading Karnak dataset...")
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try:
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self.karnak_dataset = load_dataset(HF_DATASET_REPO, streaming=True)
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print(f"β
Karnak dataset loaded")
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# Build fast lookup for first N items
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self.build_kiu_lookup(2000) # Lookup first 2000 KIUs
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except Exception as e:
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print(f"β Error loading dataset: {e}")
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self.karnak_dataset = None
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print("Loading segment metadata from local...")
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self.load_segment_metadata_local()
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def build_kiu_lookup(self, limit=2000):
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"""Build fast lookup dictionary"""
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if not self.karnak_dataset:
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return
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print(f"Building KIU lookup table (first {limit} items)...")
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self.kiu_lookup = {}
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count = 0
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try:
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for item in self.karnak_dataset["train"]:
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kiu_id = str(item["kiu_id"]).strip()
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# Normalize: remove leading zeros
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kiu_id_norm = kiu_id.lstrip('0') or '0'
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# Store in lookup
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self.kiu_lookup[kiu_id_norm] = item
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count += 1
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if count >= limit:
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break
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print(f"β
Built lookup for {count} KIUs")
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except Exception as e:
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print(f"Lookup building stopped: {e}")
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def load_segment_metadata_local(self):
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"""Load from local RAR file"""
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RAR_FILENAME = "kiu_segment_metadata.rar"
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if not os.path.exists(RAR_FILENAME):
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print(f"β {RAR_FILENAME} not found")
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return
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print(f"β
Found {RAR_FILENAME}")
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# Check cache
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json_path = os.path.join(SEGMENT_EXTRACT_DIR, "kiu_segment_metadata.json")
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if os.path.exists(json_path):
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print(f"Loading cached metadata...")
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try:
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with open(json_path, 'r') as f:
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self.segment_data = json.load(f)
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print(f"β
Loaded {len(self.segment_data)} entries")
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return
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except:
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pass
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# Extract from RAR
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try:
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print(f"Extracting {RAR_FILENAME}...")
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with rarfile.RarFile(RAR_FILENAME) as rf:
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# Find and extract JSON
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for file_info in rf.infolist():
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if file_info.filename.endswith('.json'):
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rf.extract(file_info, SEGMENT_EXTRACT_DIR)
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extracted_path = os.path.join(SEGMENT_EXTRACT_DIR, file_info.filename)
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# Load data
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with open(extracted_path, 'r') as f:
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self.segment_data = json.load(f)
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print(f"β
Loaded {len(self.segment_data)} entries")
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# Cache as standard name
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if extracted_path != json_path:
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shutil.move(extracted_path, json_path)
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break
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except Exception as e:
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print(f"β Extraction error: {e}")
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def load_manifest(self):
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"""Build manifest, filtering for KIUs we have in dataset"""
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if not self.segment_data:
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print("β No segment data")
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self.manifest = []
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return
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print("Building manifest (checking for available KIUs)...")
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self.manifest = []
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available_count = 0
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unavailable_count = 0
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for key, segment_info in self.segment_data.items():
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if not isinstance(segment_info, dict):
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continue
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# Get KIU ID from segment metadata
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kiu_id = str(segment_info.get('kiu_id', ''))
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kiu_id_norm = kiu_id.lstrip('0') or '0'
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# Check if we have this KIU in our lookup
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if kiu_id_norm in self.kiu_lookup:
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available_count += 1
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instances = segment_info.get('instances', [])
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for instance in instances:
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if instance.get('class') == 'Line':
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manifest_item = {
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'kiu_id': kiu_id.zfill(5), # Store with leading zeros
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'kiu_id_norm': kiu_id_norm, # Normalized for lookup
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'instance_id': instance.get('instance_id'),
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'crop_coords': instance.get('crop_coords', [0, 0, 100, 100]),
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'direction': instance.get('direction', ''),
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'annotated': instance.get('annotated', False),
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'line_number': instance.get('line_number'),
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'segment_key': key
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}
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self.manifest.append(manifest_item)
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else:
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unavailable_count += 1
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print(f"β
Manifest: {len(self.manifest)} instances from {available_count} available KIUs")
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print(f" Skipped: {unavailable_count} KIUs not in dataset")
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if self.manifest:
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# Save to cache
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with open(MANIFEST_FILE, 'wb') as f:
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pickle.dump(self.manifest, f)
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self.current_index = self.find_first_unannotated()
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def get_kiu_data(self, kiu_id):
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"""Fast lookup using dictionary"""
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if not self.kiu_lookup:
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return None, None
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# Normalize KIU ID
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kiu_id_norm = str(kiu_id).strip().lstrip('0') or '0'
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if kiu_id_norm in self.kiu_lookup:
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item = self.kiu_lookup[kiu_id_norm]
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# Convert image
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image = None
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if item.get("image"):
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try:
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image = Image.open(io.BytesIO(item["image"]))
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except Exception as e:
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print(f"Image conversion error for KIU {kiu_id}: {e}")
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return item.get("html", ""), image
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# Fallback: search in dataset
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return self.get_kiu_data_slow(kiu_id)
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def get_kiu_data_slow(self, kiu_id):
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"""Fallback: search through dataset"""
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if not self.karnak_dataset:
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return None, None
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kiu_id_norm = str(kiu_id).strip().lstrip('0') or '0'
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try:
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for item in self.karnak_dataset["train"]:
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item_id = str(item["kiu_id"]).strip().lstrip('0') or '0'
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if item_id == kiu_id_norm:
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image = None
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if item.get("image"):
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try:
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image = Image.open(io.BytesIO(item["image"]))
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except:
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pass
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return item.get("html", ""), image
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except:
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pass
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return None, None
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# [Keep all your other methods: needs_annotation, find_first_unannotated, etc.]
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# ...
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# [Keep the rest of your app code: load_current_instance, navigation functions, Gradio interface]
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# ...
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# Initialize state
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state = AnnotationState()
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# Rest of your app code remains the same...
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