README.md

---
language:
- en
license: apache-2.0
tags:
- text-generation-inference
- transformers
- mistral
- gguf
base_model: unsloth/mistral-7b-instruct-v0.2-bnb-4bit
---

## Use this model Locally in Ollama

### Step.1 Clone this Repo
```
git lfs install
git clone https://huggingface.co/mychen76/mistral_ocr2json_v3_chatml-GGUF
```

### Step.2 Create a Ollama Modefile as follow
```
FROM mistral_ocr2json_v3_chatml-GGUF/mistral_ocr2json_v3_chatml-Q4_K_M.gguf
TEMPLATE """{{- if .System }}
<|system|>
{{ .System }}
</s>
{{- end }}
<|user|>
{{ .Prompt }}
</s>
<|assistant|>```json
"""
PARAMETER temperature 1.0
PARAMETER num_ctx 8192
PARAMETER stop "<|system|>"
PARAMETER stop "<|user|>"
PARAMETER stop "<|assistant|>"
PARAMETER stop "</s>"
SYSTEM """
You are POS receipt data expert, parse, detect, recognize and convert following receipt OCR image result into structure receipt data object. 
Don't make up value not in the Input. Output must be a well-formed JSON object.
"""
```
### Step.3 Create custom model in Ollama 
```
ollama create mychen76-mistral-ocr2json-v3-chatml:latest -f Modelfile
```

### Step.4 Test the Model in Ollama/OpenWeb UI

*select model*: mychen76-mistral-ocr2json-v3-chatml:latest

*enter prompt text*:
```
[ [[[188.0, 54.0], [453.0, 54.0], [453.0, 85.0], [188.0, 85.0]], ('The Lone Pine', 0.9998102188110352)], [[[194.0, 96.0], [449.0, 98.0], [449.0, 122.0], [194.0, 120.0]], ('43 Manchester Road', 0.9988968372344971)], [[[228.0, 127.0], [416.0, 130.0], [416.0, 154.0], [228.0, 151.0]], ('12480 Brisbane', 0.9658010601997375)], [[[267.0, 162.0], [375.0, 162.0], [375.0, 186.0], [267.0, 186.0]], ('Australia', 0.9997145533561707)], [[[234.0, 193.0], [409.0, 193.0], [409.0, 216.0], [234.0, 216.0]], ('617-3236-6207', 0.9996874332427979)], [[[46.0, 255.0], [308.0, 255.0], [308.0, 278.0], [46.0, 278.0]], ('Invoice 08000008', 0.9919923543930054)], [[[466.0, 255.0], [598.0, 255.0], [598.0, 278.0], [466.0, 278.0]], ('09/04/08', 0.9994747042655945)], [[[42.0, 283.0], [132.0, 283.0], [132.0, 311.0], [42.0, 311.0]], ('Table', 0.9969210624694824)], [[[174.0, 283.0], [214.0, 283.0], [214.0, 311.0], [174.0, 311.0]], ('25', 0.9997891783714294)], [[[514.0, 284.0], [601.0, 284.0], [601.0, 311.0], [514.0, 311.0]], ('12:45', 0.9964954257011414)], [[[67.0, 346.0], [291.0, 349.0], [291.0, 376.0], [67.0, 374.0]], ('2 Carlsberg Bottle', 0.9987921118736267)], [[[515.0, 346.0], [599.0, 346.0], [599.0, 372.0], [515.0, 372.0]], ('16.00', 0.9999278783798218)], [ [[69.0, 385.0], [395.0, 387.0], [395.0, 411.0], [69.0, 409.0]], ('3 Heineken Draft Standard.', 0.9832896590232849) ], [[[515.0, 384.0], [599.0, 384.0], [599.0, 409.0], [515.0, 409.0]], ('24.60', 0.9998160600662231)], [ [[71.0, 423.0], [391.0, 423.0], [391.0, 446.0], [71.0, 446.0]], ('1 Heineken Draft Half Liter.', 0.9641079306602478) ], [[[515.0, 421.0], [601.0, 421.0], [601.0, 450.0], [515.0, 450.0]], ('15.20', 0.9998868703842163)], [ [[69.0, 460.0], [430.0, 461.0], [430.0, 485.0], [69.0, 484.0]], ('2 Carlsberg Bucket (5 bottles).', 0.974445641040802) ], [[[515.0, 461.0], [599.0, 461.0], [599.0, 486.0], [515.0, 486.0]], ('80.00', 0.9999423027038574)], [ [[69.0, 498.0], [367.0, 500.0], [367.0, 524.0], [69.0, 522.0]], ('4 Grilled Chicken Breast.', 0.9773013591766357) ], [[[515.0, 499.0], [599.0, 499.0], [599.0, 524.0], [515.0, 524.0]], ('74.00', 0.9999669194221497)], [[[68.0, 534.0], [250.0, 537.0], [250.0, 562.0], [68.0, 560.0]], ('3 Sirloin Steak', 0.9997309446334839)], [[[515.0, 537.0], [599.0, 537.0], [599.0, 561.0], [515.0, 561.0]], ('96.00', 0.9999544024467468)], [[[67.0, 571.0], [162.0, 574.0], [161.0, 601.0], [67.0, 598.0]], ('1 Coke', 0.9997830390930176)], [[[530.0, 572.0], [602.0, 572.0], [602.0, 601.0], [530.0, 601.0]], ('3.50', 0.9999455213546753)], [[[69.0, 609.0], [219.0, 613.0], [218.0, 638.0], [68.0, 634.0]], ('5 Ice Cream', 0.9914276003837585)], [[[516.0, 611.0], [599.0, 611.0], [599.0, 637.0], [516.0, 637.0]], ('18.00', 0.9999335408210754)], [[[154.0, 664.0], [288.0, 664.0], [288.0, 688.0], [154.0, 688.0]], ('Subtotal', 0.9990750551223755)], [[[499.0, 664.0], [599.0, 664.0], [599.0, 688.0], [499.0, 688.0]], ('327.30', 0.9999768137931824)], [ [[155.0, 701.0], [397.0, 701.0], [397.0, 724.0], [155.0, 724.0]], ('Sales/Gov Tax - 5%', 0.9552016854286194) ], [[[514.0, 697.0], [601.0, 697.0], [601.0, 724.0], [514.0, 724.0]], ('16.36', 0.999823272228241)], [ [[155.0, 733.0], [419.0, 733.0], [419.0, 757.0], [155.0, 757.0]], ('Service Charge - 10%', 0.9921379089355469) ], [[[512.0, 728.0], [601.0, 731.0], [600.0, 759.0], [511.0, 757.0]], ('32.73', 0.9999620318412781)], [[[154.0, 775.0], [335.0, 775.0], [335.0, 799.0], [154.0, 799.0]], ('GRAND TOTAL', 0.9899482131004333)], [[[499.0, 778.0], [599.0, 778.0], [599.0, 802.0], [499.0, 802.0]], ('376.40', 0.9999797940254211)], [[[39.0, 831.0], [223.0, 831.0], [223.0, 859.0], [39.0, 859.0]], ('Thank you and', 0.9922393560409546)], [[[336.0, 831.0], [407.0, 831.0], [407.0, 860.0], [336.0, 860.0]], ('Cash', 0.9998616576194763)], [[[499.0, 831.0], [601.0, 831.0], [601.0, 859.0], [499.0, 859.0]], ('400.00', 0.9998554587364197)], [[[38.0, 866.0], [220.0, 862.0], [220.0, 891.0], [38.0, 895.0]], ('see you again!', 0.9798372983932495)], [[[336.0, 864.0], [438.0, 869.0], [437.0, 898.0], [335.0, 894.0]], ('Change', 0.9998979568481445)], [[[515.0, 867.0], [599.0, 867.0], [599.0, 892.0], [515.0, 892.0]], ('23.60', 0.9999337196350098)], [[[37.0, 901.0], [108.0, 901.0], [108.0, 930.0], [37.0, 930.0]], ('John', 0.9990785717964172)], [ [[73.0, 962.0], [569.0, 965.0], [569.0, 991.0], [73.0, 989.0]], ('Bring this bill back within the next 10 days', 0.9880552887916565) ], [ [[50.0, 1000.0], [591.0, 1000.0], [591.0, 1023.0], [50.0, 1023.0]], ("and get 15% discount on that day's food bill..", 0.9851154685020447) ] ]
```

*Expect Result*:
```
{   'store_name': 'The Lone Pine',
    'store_addr': "43 Manchester Road, Bardon, Queensland 4065Australia",
    'telephone': '(07)3236-6207',
    'date': '18/09/16',
    'time': '11:22am',
    'subtotal': '132.80',
    'tax': '6.65',
    'service': '50.35',
    'total': '194.75',
    'ignore': '',
    'tips': ''
}
```

# Uploaded  model

- **Developed by:** mychen76
- **License:** apache-2.0
- **Finetuned from model :** unsloth/mistral-7b-instruct-v0.2-bnb-4bit