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import numpy as np
import torch
import torchvision.transforms as T
from decord import VideoReader, cpu
from PIL import Image
from torchvision.transforms.functional import InterpolationMode
from transformers import AutoModel, AutoTokenizer
IMAGENET_MEAN = (0.485, 0.456, 0.406)
IMAGENET_STD = (0.229, 0.224, 0.225)
def build_transform(input_size):
MEAN, STD = IMAGENET_MEAN, IMAGENET_STD
transform = T.Compose([
T.Lambda(lambda img: img.convert('RGB') if img.mode != 'RGB' else img),
T.Resize((input_size, input_size), interpolation=InterpolationMode.BICUBIC),
T.ToTensor(),
T.Normalize(mean=MEAN, std=STD)
])
return transform
def load_image(image_file):
transform = build_transform(input_size=800)
pixel_values = transform(image_file).unsqueeze(0) # Add batch dimension
return pixel_values
def main(image_path,model,tokenizer):
pixel_values = load_image(image_path).to(torch.float32).to("cpu")
generation_config = dict(max_new_tokens=1024, do_sample=True)
question = """<image>\n**Instruction:**
Analyze the image to extract values for the specified keys. Use the detailed descriptions below to determine the correct value for each key. Handle missing or ambiguous data as instructed.
---
### Keys and Descriptions
1. **`Surat Ketetapan Kewajiban Pembayaran PKB/BBNKB,SWDKLLJ DAN PNBP`**
- **Extract**: The value of the field is"Surat Ketetapan Kewajiban Pembayaran PKB/BBNKB, SWDKLLJ DAN PNBP" and this is title.
- **If the Field is Present** : "present"
- **If the Field is Absent**: `"null"`
2. **`nomor_registrasi`**
- **Extract**: The "NOMOR REGISTRASI" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
3. **`nama_pemilik`**
- **Extract**: The "NAMA PEMILIK" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
4. **`alamat`**
- **Extract**: The "ALAMAT" field and this is address may contain 1 or more lines format : "BUNTET PESANTREN RT/RW/015/005 DESA MERTAPADA
KULON KEC. ASTANAJAPURA KAB.CIREBON ".
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
5. **`merk/type`**
- **Extract**: The "MERK/TYPE" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
6. **`jenis/model`**
- **Extract**: The "JENIS/MODEL" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
7. **`tahun_pembuatan`**
- **Extract**: The "TAHUN PEMBUATAN/PERAKITAN" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
8. **`warna_kb`**
- **Extract**: The "WARNA KB" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
9. **`isi_silinder`**
- **Extract**: The "ISI SILINDER/HP" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
10. **`nomor_rangka`**
- **Extract**: The "NOMOR RANGKA/NIK" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
11.**`nomor_mesin`**
- **Extract**: The "NOMOR MESIN" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
12. **`no_bpkp`**
- **Extract**: The "NO BPKB" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
13. **`berlaku s/d`**
- **Extract**: The "BERLAKU S/D" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
14. **`bahan_bakar`**
- **Extract**: The "BAHAN BAKAR" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
15. **`warna_tnkb`**
- **Extract**: The "WARNA TNKB" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
16. **`kepemilikan_ke`**
- **Extract**: The "KEPEMILIKAN KE" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
17. **`no_registrasi_lama`**
- **Extract**: The "NO REGISTRASI LAMA" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
18. **`kode_njkb`**
- **Extract**: The "KODE NJKB" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
19. **`no`**
- **Extract**: The "NO." field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
20.**`asal_daerah`**
- **Extract**: The "ASAL DAERAH" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
21. **`no_urut`**
- **Extract**: The "NO. URUT" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
22. **`no_kohir`**
- **Extract**: The "NO. KOHIR" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
23. **`nik_no.hp`**
- **Extract**: The "NIK/NO.HP" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
24. **`pkok_bbnkb`**
- **Extract**: The "PKOK BBNKB" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
25. **`pkok_pkb`**
- **Extract**: The "POKOK PKB" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
26. **`pkok_swdkljj`**
- **Extract**: The "POKOK SWDKLJJ" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
27. **`pkok_penerbitan_stnk`**
- **Extract**: The "POKOK PENERBITAN STNK" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
28. **`pkok_penerbitan_tnkb`**
- **Extract**: The "POKOK PENERBITAN TNKB/NRKB PILIHAN" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
29. **`pkok_jumlah`**
- **Extract**: The "POKOK JUMLAH" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
30. **`sanksi_adm_bbnkb`**
- **Extract**: The "SANKSI ADM BBNKB" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
31. **`sanksi_adm_pkb`**
- **Extract**: The "SANKSI ADM PKB" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
32. **`sanksi_adm_swdkljj`**
- **Extract**: The "SANKSI ADM SWDKLJJ" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
33. **`sanksi_adm_penerbitan_stnk`**
- **Extract**: The "SANKSI ADM PENERBITAN STNK" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
34. **`sanksi_adm_penerbitan_tnkb`**
- **Extract**: The "SANKSI ADM PENERBITAN TNKB/NRKB PILIHAN" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
35. **`sanksi_adm_jumlah`**
- **Extract**: The "SANKSI ADM JUMLAH " field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
36. **`jumlah_bbnkb`**
- **Extract**: The "JUMLAH BBNKB" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
37. **`jumlah_pkb`**
- **Extract**: The "JUMLAH PKB " field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
38. **`jumlah_swdkljj`**
- **Extract**: The "JUMLAH SWDKLJJ" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
39. **`jumlah_penerbitan_stnk`**
- **Extract**: The "JUMLAH PENERBITAN STNK" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
40. **`jumlah_penerbitan_tnkb`**
- **Extract**: The "JUMLAH PENERBITAN TNKB/NRKB PILIHAN" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
41. **`jumlah_jumlah`**
- **Extract**: The "JUMLAH JUMLAH" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
42. **`ditetapkan_tanggal`**
- **Extract**: The "DITETAPKAN TANGGAL" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
43. **`penetapan`**
- **Extract**: The "PENETAPAN" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
44. **`kasir`**
- **Extract**: The "KASIR" field.
- **If the Field is Absent**: `"null"`
- **If the Field is Present but No Value is Provided**: `"empty"`
---
### Reasoning Process
For each key, explain your reasoning:
Indicate whether the field was present.
Justify the extracted value or the use of "null" or "empty" as per the conditions.
### Output Format
```json
{
"Surat_Ketetapan_Kewajiban_Pembayaran_PKB_BBNKB_SWDKLLJ_DAN_PNBP": "present OR null",
"nomor_registrasi": "<value> OR empty OR null",
"nama_pemilik": "<value> OR empty OR null",
"alamat": "<value> OR empty OR null",
"merk_type": "<value> OR empty OR null",
"jenis_model": "<value> OR empty OR null",
"tahun_pembuatan": "<value> OR empty OR null",
"warna_kb": "<value> OR empty OR null",
"isi_silinder": "<value> OR empty OR null",
"nomor_rangka": "<value> OR empty OR null",
"nomor_mesin": "<value> OR empty OR null",
"no_bpkp": "<value> OR empty OR null",
"berlaku_s_d": "<value> OR empty OR null",
"bahan_bakar": "<value> OR empty OR null",
"warna_tnkb": "<value> OR empty OR null",
"kepemilikan_ke": "<value> OR empty OR null",
"no_registrasi_lama": "<value> OR empty OR null",
"kode_njkb": "<value> OR empty OR null",
"no": "<value> OR empty OR null",
"asal_daerah": "<value> OR empty OR null",
"no_urut": "<value> OR empty OR null",
"no_kohir": "<value> OR empty OR null",
"nik_no_hp": "<value> OR empty OR null",
"pkok_bbnkb": "<value> OR empty OR null",
"pkok_pkb": "<value> OR empty OR null",
"pkok_swdkljj": "<value> OR empty OR null",
"pkok_penerbitan_stnk": "<value> OR empty OR null",
"pkok_penerbitan_tnkb": "<value> OR empty OR null",
"pkok_jumlah": "<value> OR empty OR null",
"sanksi_adm_bbnkb": "<value> OR empty OR null",
"sanksi_adm_pkb": "<value> OR empty OR null",
"sanksi_adm_swdkljj": "<value> OR empty OR null",
"sanksi_adm_penerbitan_stnk": "<value> OR empty OR null",
"sanksi_adm_penerbitan_tnkb": "<value> OR empty OR null",
"sanksi_adm_jumlah": "<value> OR empty OR null",
"jumlah_bbnkb": "<value> OR empty OR null",
"jumlah_pkb": "<value> OR empty OR null",
"jumlah_swdkljj": "<value> OR empty OR null",
"jumlah_penerbitan_stnk": "<value> OR empty OR null",
"jumlah_penerbitan_tnkb": "<value> OR empty OR null",
"jumlah_jumlah": "<value> OR empty OR null",
"ditetapkan_tanggal": "<value> OR empty OR null",
"penetapan": "<value> OR empty OR null",
"kasir": "<value> OR empty OR null"
}
}
Return Output:
Generate a JSON object:
{
"reasoning": "reasoning for each key",
"output JSON": "key-value pairs"
}
—
"""
response = model.chat(tokenizer, pixel_values, question, generation_config)
return (f'User: {question}\nAssistant: {response}')
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