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{
"cells": [
{
"cell_type": "markdown",
"id": "d603dd1d",
"metadata": {},
"source": [
"# OneOCR — Wine Bridge Test na Linux (Colab)\n",
"\n",
"Test czy `oneocr.dll` działa na Linuxie przez Wine.\n",
"\n",
"**Problem znaleziony:** Ubuntu stock Wine nie wspiera `bcrypt AES-256-CFB` mode (potrzebne do deszyfrowania modelu). Rozwiązanie: instalujemy **Wine Staging** który ma pełne wsparcie bcrypt.\n",
"\n",
"**Kroki:**\n",
"1. Instalacja Wine Staging + MinGW\n",
"2. Clone repo + upload DLL\n",
"3. Diagnostyka Wine (debug loader)\n",
"4. Test OCR przez Wine\n",
"\n",
"**Potrzebne pliki** (wrzuć w komórce 4):\n",
"- `oneocr.dll` (~40 MB)\n",
"- `oneocr.onemodel` (~56 MB)\n",
"- `onnxruntime.dll` (~13 MB)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2d700e20",
"metadata": {},
"outputs": [],
"source": [
"# 1. Install Wine STAGING + MinGW\n",
"# Ubuntu stock wine64 nie wspiera bcrypt CFB mode - instalujemy Wine Staging\n",
"import subprocess, os\n",
"\n",
"print(\"Installing Wine Staging (supports bcrypt CFB mode)...\")\n",
"cmds = [\n",
" 'dpkg --add-architecture i386',\n",
" 'apt-get update -qq',\n",
" 'apt-get install -y software-properties-common',\n",
" 'mkdir -pm755 /etc/apt/keyrings',\n",
" 'wget -O /etc/apt/keyrings/winehq-archive.key https://dl.winehq.org/wine-builds/winehq.key',\n",
" 'wget -NP /etc/apt/sources.list.d/ https://dl.winehq.org/wine-builds/ubuntu/dists/jammy/winehq-jammy.sources',\n",
" 'apt-get update -qq',\n",
" 'apt-get install -y --install-recommends winehq-staging mingw-w64',\n",
"]\n",
"\n",
"for cmd in cmds:\n",
" r = subprocess.run(cmd, shell=True, capture_output=True, text=True)\n",
" if r.returncode != 0 and 'wget' not in cmd: # wget errors are OK (file exists)\n",
" print(f\"ERROR: {cmd}\")\n",
" print(r.stderr[:200])\n",
"\n",
"# Verify\n",
"!wine --version\n",
"!x86_64-w64-mingw32-gcc --version 2>&1 | head -1\n",
"print(\"\\nOK - Wine Staging installed\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f0e8cfb5",
"metadata": {},
"outputs": [],
"source": [
"# 2. Initialize Wine prefix\n",
"import os\n",
"os.environ['WINEDEBUG'] = '-all'\n",
"os.environ['WINEPREFIX'] = '/root/.wine'\n",
"os.environ['WINEARCH'] = 'win64'\n",
"!wineboot --init 2>/dev/null\n",
"print(\"Wine prefix OK\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "74d95c8f",
"metadata": {},
"outputs": [],
"source": [
"# 3. Clone repo\n",
"!rm -rf /content/oneocr\n",
"!git lfs install 2>/dev/null\n",
"!git clone https://huggingface.co/MattyMroz/oneocr /content/oneocr\n",
"!mkdir -p /content/oneocr/ocr_data\n",
"!ls /content/oneocr/tools/*.c\n",
"print(\"Repo OK\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "569afc38",
"metadata": {},
"outputs": [],
"source": [
"# 4. UPLOAD DLL FILES\n",
"#\n",
"# Kliknij \"Files\" po lewej w Colab -> Upload\n",
"# Wrzuc: oneocr.dll, oneocr.onemodel, onnxruntime.dll\n",
"# Potem uruchom te komorke\n",
"#\n",
"# Albo z Google Drive:\n",
"# from google.colab import drive\n",
"# drive.mount('/content/drive')\n",
"# !cp /content/drive/MyDrive/path/{oneocr.dll,oneocr.onemodel,onnxruntime.dll} /content/oneocr/ocr_data/\n",
"\n",
"import shutil\n",
"from pathlib import Path\n",
"\n",
"ocr_data = Path('/content/oneocr/ocr_data')\n",
"needed = {'oneocr.dll': 40e6, 'oneocr.onemodel': 50e6, 'onnxruntime.dll': 10e6}\n",
"\n",
"for f, minsize in needed.items():\n",
" dst = ocr_data / f\n",
" # szukaj w /content/ (domyslny upload Colab)\n",
" src = Path(f'/content/{f}')\n",
" if src.exists() and not dst.exists():\n",
" shutil.move(str(src), str(dst))\n",
" if dst.exists():\n",
" sz = dst.stat().st_size\n",
" if sz > minsize:\n",
" print(f' OK: {f} ({sz/1e6:.1f} MB)')\n",
" elif sz < 1000:\n",
" print(f' BLAD: {f} to git LFS pointer! Wrzuc prawdziwy plik.')\n",
" else:\n",
" print(f' UWAGA: {f} maly ({sz/1e6:.1f} MB)')\n",
" else:\n",
" print(f' BRAK: {f} - wrzuc plik!')\n",
"\n",
"ok = all((ocr_data / f).exists() and (ocr_data / f).stat().st_size > s for f, s in needed.items())\n",
"print(f'\\n{\"Wszystkie pliki OK!\" if ok else \"BRAK PLIKOW - wrzuc i uruchom ponownie\"}')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f1a4b3c9",
"metadata": {},
"outputs": [],
"source": [
"# 5. Install Python deps\n",
"!pip install -q pillow numpy onnxruntime"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1a54ced1",
"metadata": {},
"outputs": [],
"source": [
"# 6. Compile C loaders (source written INLINE - no git dependency)\n",
"import subprocess, os\n",
"\n",
"# ========== DEBUG LOADER SOURCE ==========\n",
"DEBUG_C = r\"\"\"\n",
"#include <stdio.h>\n",
"#include <stdlib.h>\n",
"#include <string.h>\n",
"#include <windows.h>\n",
"typedef void* BCRYPT_ALG_HANDLE;\n",
"typedef void* BCRYPT_KEY_HANDLE;\n",
"typedef long NTSTATUS;\n",
"typedef NTSTATUS (*fn_Open)(BCRYPT_ALG_HANDLE*, const wchar_t*, const wchar_t*, unsigned long);\n",
"typedef NTSTATUS (*fn_SetP)(BCRYPT_ALG_HANDLE, const wchar_t*, unsigned char*, unsigned long, unsigned long);\n",
"typedef NTSTATUS (*fn_GenK)(BCRYPT_ALG_HANDLE, BCRYPT_KEY_HANDLE*, unsigned char*, unsigned long, unsigned char*, unsigned long, unsigned long);\n",
"typedef NTSTATUS (*fn_Dec)(BCRYPT_KEY_HANDLE, unsigned char*, unsigned long, void*, unsigned char*, unsigned long, unsigned char*, unsigned long, unsigned long*, unsigned long);\n",
"typedef NTSTATUS (*fn_Close)(BCRYPT_ALG_HANDLE, unsigned long);\n",
"typedef NTSTATUS (*fn_DestK)(BCRYPT_KEY_HANDLE);\n",
"typedef long long (*fn_CrInit)(long long*);\n",
"typedef long long (*fn_SetDL)(long long, char);\n",
"typedef long long (*fn_CrPipe)(const char*, const char*, long long, long long*);\n",
"typedef void (*fn_RelInit)(long long);\n",
"typedef void (*fn_RelPipe)(long long);\n",
"\n",
"int main(int argc, char** argv) {\n",
" if (argc < 2) { fprintf(stderr, \"Usage: %s <dll_dir> [key_hex]\\n\", argv[0]); return 1; }\n",
" const char* dd = argv[1];\n",
" const char* kh = argc>2 ? argv[2] : \"6b6a29544774724b3e665d625b50696f772e67552b6e43407322222222222234\";\n",
" char p[MAX_PATH];\n",
"\n",
" printf(\"=== TEST 1: File Access ===\\n\");\n",
" const char* files[] = {\"oneocr.onemodel\", \"oneocr.dll\", \"onnxruntime.dll\", NULL};\n",
" for (int i=0; files[i]; i++) {\n",
" snprintf(p, sizeof(p), \"%s\\\\%s\", dd, files[i]);\n",
" HANDLE h = CreateFileA(p, GENERIC_READ, FILE_SHARE_READ, NULL, OPEN_EXISTING, 0, NULL);\n",
" if (h != INVALID_HANDLE_VALUE) {\n",
" LARGE_INTEGER sz; GetFileSizeEx(h, &sz);\n",
" printf(\" OK: %s (%.1f MB)\\n\", files[i], sz.QuadPart/1e6);\n",
" if (sz.QuadPart < 1000000 && i==0) {\n",
" char buf[200]={0}; DWORD r; ReadFile(h,buf,100,&r,NULL);\n",
" if(strstr(buf,\"git-lfs\")) printf(\" *** GIT LFS POINTER! Not real file! ***\\n\");\n",
" }\n",
" CloseHandle(h);\n",
" } else {\n",
" printf(\" FAIL: %s (error %lu)\\n\", files[i], GetLastError());\n",
" }\n",
" }\n",
"\n",
" printf(\"\\n=== TEST 2: DLL Loading ===\\n\");\n",
" SetDllDirectoryA(dd);\n",
" snprintf(p, sizeof(p), \"%s\\\\onnxruntime.dll\", dd);\n",
" HMODULE hort = LoadLibraryA(p);\n",
" printf(\" onnxruntime.dll: %s\\n\", hort ? \"OK\" : \"FAIL\");\n",
" snprintf(p, sizeof(p), \"%s\\\\oneocr.dll\", dd);\n",
" HMODULE hmod = LoadLibraryA(p);\n",
" printf(\" oneocr.dll: %s\\n\", hmod ? \"OK\" : \"FAIL\");\n",
" if (hmod) {\n",
" const char* ex[] = {\"CreateOcrInitOptions\",\"CreateOcrPipeline\",\"RunOcrPipeline\",\"ReleaseOcrResult\",\"ReleaseOcrPipeline\",NULL};\n",
" for(int i=0;ex[i];i++) printf(\" %s: %s\\n\", ex[i], GetProcAddress(hmod,ex[i])?\"OK\":\"MISSING\");\n",
" }\n",
"\n",
" printf(\"\\n=== TEST 3: bcrypt AES-256-CFB ===\\n\");\n",
" HMODULE hbc = LoadLibraryA(\"bcrypt.dll\");\n",
" if (!hbc) { printf(\" FAIL: bcrypt.dll not loaded\\n\"); }\n",
" else {\n",
" fn_Open pO=(fn_Open)GetProcAddress(hbc,\"BCryptOpenAlgorithmProvider\");\n",
" fn_SetP pS=(fn_SetP)GetProcAddress(hbc,\"BCryptSetProperty\");\n",
" fn_GenK pG=(fn_GenK)GetProcAddress(hbc,\"BCryptGenerateSymmetricKey\");\n",
" fn_Dec pD=(fn_Dec)GetProcAddress(hbc,\"BCryptDecrypt\");\n",
" fn_Close pC=(fn_Close)GetProcAddress(hbc,\"BCryptCloseAlgorithmProvider\");\n",
" fn_DestK pDK=(fn_DestK)GetProcAddress(hbc,\"BCryptDestroyKey\");\n",
" BCRYPT_ALG_HANDLE hA=NULL;\n",
" NTSTATUS st=pO(&hA,L\"AES\",NULL,0);\n",
" printf(\" OpenAlgorithm(AES): 0x%08lx %s\\n\",st,st==0?\"OK\":\"FAIL\");\n",
" if(st==0){\n",
" wchar_t cfb[]=L\"ChainingModeCFB\";\n",
" st=pS(hA,L\"ChainingMode\",(unsigned char*)cfb,sizeof(cfb),0);\n",
" printf(\" SetProperty(CFB): 0x%08lx %s\\n\",st,st==0?\"OK\":\"FAIL\");\n",
" if(st!=0){\n",
" printf(\" *** CFB NOT SUPPORTED! Trying others... ***\\n\");\n",
" wchar_t cbc[]=L\"ChainingModeCBC\"; wchar_t ecb[]=L\"ChainingModeECB\"; wchar_t gcm[]=L\"ChainingModeGCM\";\n",
" printf(\" CBC: 0x%08lx\\n\",pS(hA,L\"ChainingMode\",(unsigned char*)cbc,sizeof(cbc),0));\n",
" printf(\" ECB: 0x%08lx\\n\",pS(hA,L\"ChainingMode\",(unsigned char*)ecb,sizeof(ecb),0));\n",
" printf(\" GCM: 0x%08lx\\n\",pS(hA,L\"ChainingMode\",(unsigned char*)gcm,sizeof(gcm),0));\n",
" }\n",
" if(st==0){\n",
" unsigned char tk[32]={1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32};\n",
" BCRYPT_KEY_HANDLE hK=NULL; st=pG(hA,&hK,NULL,0,tk,32,0);\n",
" printf(\" GenerateKey: 0x%08lx %s\\n\",st,st==0?\"OK\":\"FAIL\");\n",
" if(st==0&&hK){\n",
" unsigned char iv[16]={0},ct[16]={65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80},pt[16]={0};\n",
" unsigned long cb=0; st=pD(hK,ct,16,NULL,iv,16,pt,16,&cb,0);\n",
" printf(\" Decrypt: 0x%08lx %s (%lu bytes)\\n\",st,st==0?\"OK\":\"FAIL\",cb);\n",
" pDK(hK);\n",
" }\n",
" }\n",
" pC(hA,0);\n",
" }\n",
" FreeLibrary(hbc);\n",
" }\n",
"\n",
" printf(\"\\n=== TEST 4: CreateOcrPipeline ===\\n\");\n",
" if(!hmod){\n",
" SetDllDirectoryA(dd);\n",
" snprintf(p,sizeof(p),\"%s\\\\oneocr.dll\",dd);\n",
" hmod=LoadLibraryA(p);\n",
" }\n",
" if(!hmod){printf(\" SKIP: DLL not loaded\\n\");}\n",
" else{\n",
" fn_CrInit pCI=(fn_CrInit)GetProcAddress(hmod,\"CreateOcrInitOptions\");\n",
" fn_SetDL pSD=(fn_SetDL)GetProcAddress(hmod,\"OcrInitOptionsSetUseModelDelayLoad\");\n",
" fn_CrPipe pCP=(fn_CrPipe)GetProcAddress(hmod,\"CreateOcrPipeline\");\n",
" fn_RelInit pRI=(fn_RelInit)GetProcAddress(hmod,\"ReleaseOcrInitOptions\");\n",
" fn_RelPipe pRP=(fn_RelPipe)GetProcAddress(hmod,\"ReleaseOcrPipeline\");\n",
" if(!pCI||!pCP){printf(\" FAIL: Missing functions\\n\");}\n",
" else{\n",
" long long io=0,r2=pCI(&io);\n",
" printf(\" CreateOcrInitOptions: %lld %s\\n\",r2,r2==0?\"OK\":\"FAIL\");\n",
" if(pSD){r2=pSD(io,1);printf(\" SetDelayLoad(1): %lld %s\\n\",r2,r2==0?\"OK\":\"FAIL\");}\n",
" snprintf(p,sizeof(p),\"%s\\\\oneocr.onemodel\",dd);\n",
" int kl=(int)strlen(kh)/2; char key[64]={0};\n",
" for(int i=0;i<kl&&i<63;i++) sscanf(kh+i*2,\"%2hhx\",(unsigned char*)&key[i]);\n",
" printf(\" Model: %s\\n Key: %d bytes\\n\",p,kl);\n",
" fflush(stdout);\n",
" long long pipe=0;\n",
" r2=pCP(p,key,io,&pipe);\n",
" printf(\" CreateOcrPipeline: %lld %s\\n\",r2,r2==0?\"OK\":\"FAIL\");\n",
" if(r2==0){printf(\" *** SUCCESS! Pipeline works under Wine! ***\\n\");pRP(pipe);}\n",
" else{printf(\" *** FAILED with code %lld ***\\n\",r2);}\n",
" pRI(io);\n",
" }\n",
" FreeLibrary(hmod);\n",
" }\n",
" if(hort)FreeLibrary(hort);\n",
" printf(\"\\n=== DONE ===\\n\");\n",
" return 0;\n",
"}\n",
"\"\"\"\n",
"\n",
"# Write and compile debug loader\n",
"with open('/tmp/oneocr_debug.c', 'w') as f:\n",
" f.write(DEBUG_C)\n",
"\n",
"r = subprocess.run(\n",
" ['x86_64-w64-mingw32-gcc', '-O2', '-o', '/tmp/oneocr_debug.exe', '/tmp/oneocr_debug.c'],\n",
" capture_output=True, text=True\n",
")\n",
"if r.returncode != 0:\n",
" print(\"COMPILE ERROR (debug):\")\n",
" print(r.stderr)\n",
"else:\n",
" sz = os.path.getsize('/tmp/oneocr_debug.exe')\n",
" print(f\" OK: oneocr_debug.exe ({sz} bytes)\")\n",
"\n",
"# Also compile the main loader from repo (if source exists)\n",
"loader_c = '/content/oneocr/tools/oneocr_loader.c'\n",
"if os.path.exists(loader_c):\n",
" r2 = subprocess.run(\n",
" ['x86_64-w64-mingw32-gcc', '-O2', '-o', '/tmp/oneocr_loader.exe', loader_c],\n",
" capture_output=True, text=True\n",
" )\n",
" if r2.returncode != 0:\n",
" print(\"COMPILE ERROR (loader):\")\n",
" print(r2.stderr)\n",
" else:\n",
" print(f\" OK: oneocr_loader.exe ({os.path.getsize('/tmp/oneocr_loader.exe')} bytes)\")\n",
"else:\n",
" print(f\" SKIP: {loader_c} not found\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2b76a011",
"metadata": {},
"outputs": [],
"source": [
"# 7. DIAGNOSTYKA - testuje kazdy komponent pod Wine osobno\n",
"import subprocess, os\n",
"\n",
"os.environ['WINEDEBUG'] = '-all'\n",
"exe = '/tmp/oneocr_debug.exe'\n",
"dll_dir = 'Z:\\\\content\\\\oneocr\\\\ocr_data'\n",
"\n",
"# Verify exe exists\n",
"if not os.path.exists(exe):\n",
" print(f\"BLAD: {exe} nie istnieje! Uruchom komorke 6 najpierw.\")\n",
"else:\n",
" print(f\"EXE: {exe} ({os.path.getsize(exe)} bytes)\")\n",
" print(f\"DLL dir: {dll_dir}\")\n",
" print(\"=\" * 60)\n",
"\n",
" # Run diagnostic\n",
" result = subprocess.run(\n",
" ['wine', exe, dll_dir],\n",
" capture_output=True, text=True, timeout=120,\n",
" env={**os.environ, 'WINEDEBUG': '-all'}\n",
" )\n",
"\n",
" if result.stdout:\n",
" print(result.stdout)\n",
" if result.stderr:\n",
" print(\"--- WINE STDERR ---\")\n",
" print(result.stderr[:2000])\n",
"\n",
" # Second run with Wine debug channels\n",
" print(\"\\n\" + \"=\" * 60)\n",
" print(\"Wine debug trace (bcrypt + loaddll):\")\n",
" print(\"=\" * 60)\n",
" r2 = subprocess.run(\n",
" ['wine', exe, dll_dir],\n",
" capture_output=True, text=True, timeout=120,\n",
" env={**os.environ, 'WINEDEBUG': '+bcrypt,+loaddll,-other'}\n",
" )\n",
" for line in r2.stderr.split('\\n'):\n",
" lo = line.lower()\n",
" if any(k in lo for k in ['bcrypt','cfb','fail','err:','fixme:','oneocr','onnxruntime','not impl','not supp']):\n",
" print(line[:200])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7bcb8baa",
"metadata": {},
"outputs": [],
"source": [
"# 8. TEST: Single image OCR via Wine\n",
"import subprocess, json, os\n",
"from PIL import Image\n",
"from pathlib import Path\n",
"\n",
"os.environ['WINEDEBUG'] = '-all'\n",
"\n",
"test_img = '/content/oneocr/working_space/input/ocr_test (1).png'\n",
"bmp_path = '/tmp/test.bmp'\n",
"img = Image.open(test_img).convert('RGBA')\n",
"img.save(bmp_path, format='BMP')\n",
"print(f'Image: {img.size}')\n",
"\n",
"key = b'kj)TGtrK>f]b[Piow.gU+nC@s\\x22\\x22\\x22\\x22\\x22\\x224'\n",
"key_hex = key.hex()\n",
"\n",
"result = subprocess.run(\n",
" ['wine', '/tmp/oneocr_loader.exe',\n",
" 'Z:\\\\content\\\\oneocr\\\\ocr_data', 'Z:\\\\tmp\\\\test.bmp', key_hex],\n",
" capture_output=True, text=True, timeout=120,\n",
" env={**os.environ, 'WINEDEBUG': '-all'}\n",
")\n",
"\n",
"print(f'Return code: {result.returncode}')\n",
"if result.returncode == 0 and result.stdout.strip():\n",
" data = json.loads(result.stdout.strip())\n",
" print(f'\\nSUCCESS!')\n",
" for line in data['lines']:\n",
" words = ' | '.join(f\"{w['text']} ({w['confidence']:.0%})\" for w in line['words'])\n",
" print(f' {words}')\n",
" print(f'Total lines: {len(data[\"lines\"])}')\n",
"else:\n",
" print('FAILED')\n",
" if result.stderr: print(f'Stderr: {result.stderr[:500]}')\n",
" if result.stdout: print(f'Stdout: {result.stdout[:500]}')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f09f7fde",
"metadata": {},
"outputs": [],
"source": [
"# 9. FULL TEST: All 19 images\n",
"import time\n",
"\n",
"test_dir = Path('/content/oneocr/working_space/input')\n",
"images = sorted(test_dir.glob('*.png'))\n",
"print(f'Testing {len(images)} images...\\n')\n",
"\n",
"ok = 0\n",
"fail = 0\n",
"for img_path in images:\n",
" try:\n",
" img = Image.open(img_path).convert('RGBA')\n",
" img.save(bmp_path, format='BMP')\n",
" t0 = time.time()\n",
" r = subprocess.run(\n",
" ['wine', '/tmp/oneocr_loader.exe',\n",
" 'Z:\\\\content\\\\oneocr\\\\ocr_data', 'Z:\\\\tmp\\\\test.bmp', key_hex],\n",
" capture_output=True, text=True, timeout=120,\n",
" env={**os.environ, 'WINEDEBUG': '-all'}\n",
" )\n",
" dt = time.time() - t0\n",
" if r.returncode == 0 and r.stdout.strip():\n",
" data = json.loads(r.stdout.strip())\n",
" txt = ' | '.join(l['text'] for l in data['lines'][:3])\n",
" print(f' OK {img_path.name:25s} | {dt:.1f}s | {len(data[\"lines\"])}L | {txt[:60]}')\n",
" ok += 1\n",
" else:\n",
" print(f' FAIL {img_path.name:25s} | {r.stderr[:80]}')\n",
" fail += 1\n",
" except Exception as e:\n",
" print(f' FAIL {img_path.name:25s} | {e}')\n",
" fail += 1\n",
"\n",
"print(f'\\n{\"=\"*60}')\n",
"print(f'Result: {ok}/{ok+fail} ({ok/(ok+fail)*100:.0f}%)')\n",
"if fail == 0:\n",
" print('Wine bridge DZIALA! 100% taki sam wynik jak DLL na Windows.')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8abf6a75",
"metadata": {},
"outputs": [],
"source": [
"# 10. Unified engine test\n",
"import sys\n",
"sys.path.insert(0, '/content/oneocr')\n",
"from ocr.engine_unified import OcrEngineUnified\n",
"\n",
"engine = OcrEngineUnified()\n",
"print(f'Backend: {engine.backend_name}')\n",
"\n",
"img = Image.open('/content/oneocr/working_space/input/ocr_test (10).png')\n",
"result = engine.recognize_pil(img)\n",
"print(f'Text: {result.text}')\n",
"print(f'Lines: {len(result.lines)}')\n",
"print(f'Confidence: {result.average_confidence:.1%}')"
]
}
],
"metadata": {
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|