mychen76
/

mistral_ocr2json_v3_chatml_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