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{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GJBs_flRovLc"
      },
      "source": [
        "***Devision789***\n",
        "\n",
        "**https://github.com/Devision789**\n",
        "\n",
        "***ĐỌC SỐ THΓ™NG TRÊN CONTAINER ***\n",
        "\n",
        "lưu ý nếu cÑc bẑn chẑy local thì xem xét trang github inference\n",
        "yΓͺu cαΊ§u bαΊ£n python vΓ  cΓ i Δ‘ΓΊng nαΊΏu bαΊ£n python khΓ΄ng phΓΉ hợp thΓ¬ hệ thα»‘ng sαΊ½ bΓ‘o lα»—i no module name distubils ( cΓ³ thể package khΓ‘c mΓ¬nh quΓͺn tΓͺn nΓ³ rα»“i )\n",
        "Mọi người cαΊ§n hα»— trợ về vαΊ₯n đề gΓ¬ cΓ³ thể liΓͺn hệ mΓ¬nh.\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install inference"
      ],
      "metadata": {
        "id": "bN9p2OeRT6aP",
        "outputId": "217e8e8e-8598-4142-af3f-edbdedeeeeb5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting inference\n",
            "  Downloading inference-0.13.0-py3-none-any.whl (471 kB)\n",
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            "\u001b[?25hCollecting APScheduler<=3.10.1 (from inference)\n",
            "  Downloading APScheduler-3.10.1-py3-none-any.whl (59 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m59.2/59.2 kB\u001b[0m \u001b[31m3.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting cython<=3.0.0 (from inference)\n",
            "  Downloading Cython-3.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.6 MB)\n",
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            "\u001b[?25hCollecting python-dotenv<=2.0.0 (from inference)\n",
            "  Downloading python_dotenv-1.0.1-py3-none-any.whl (19 kB)\n",
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            "  Downloading fastapi-0.110.3-py3-none-any.whl (91 kB)\n",
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            "\u001b[?25hRequirement already satisfied: numpy<=1.26.4 in /usr/local/lib/python3.10/dist-packages (from inference) (1.25.2)\n",
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            "  Downloading piexif-1.1.3-py2.py3-none-any.whl (20 kB)\n",
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            "Collecting prometheus-fastapi-instrumentator<=6.0.0 (from inference)\n",
            "  Downloading prometheus_fastapi_instrumentator-6.0.0-py3-none-any.whl (18 kB)\n",
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            "\u001b[?25hRequirement already satisfied: requests>=2.26.0 in /usr/local/lib/python3.10/dist-packages (from inference) (2.31.0)\n",
            "Collecting rich<=13.5.2 (from inference)\n",
            "  Downloading rich-13.5.2-py3-none-any.whl (239 kB)\n",
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            "\u001b[?25hCollecting supervision<1.0.0,>=0.20.0 (from inference)\n",
            "  Downloading supervision-0.21.0-py3-none-any.whl (123 kB)\n",
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            "\u001b[?25hCollecting pybase64<2.0.0 (from inference)\n",
            "  Downloading pybase64-1.3.2-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (65 kB)\n",
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            "\u001b[?25hRequirement already satisfied: scikit-image>=0.19.0 in /usr/local/lib/python3.10/dist-packages (from inference) (0.19.3)\n",
            "Collecting requests-toolbelt>=1.0.0 (from inference)\n",
            "  Downloading requests_toolbelt-1.0.0-py2.py3-none-any.whl (54 kB)\n",
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            "Requirement already satisfied: setuptools<70.0.0,>=65.5.1 in /usr/local/lib/python3.10/dist-packages (from inference) (67.7.2)\n",
            "Collecting pytest-asyncio<=0.21.1 (from inference)\n",
            "  Downloading pytest_asyncio-0.21.1-py3-none-any.whl (13 kB)\n",
            "Requirement already satisfied: networkx>=3.1 in /usr/local/lib/python3.10/dist-packages (from inference) (3.3)\n",
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            "Collecting openai>=1.12.0 (from inference)\n",
            "  Downloading openai-1.35.12-py3-none-any.whl (328 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m328.4/328.4 kB\u001b[0m \u001b[31m20.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting structlog>=24.1.0 (from inference)\n",
            "  Downloading structlog-24.2.0-py3-none-any.whl (65 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m65.8/65.8 kB\u001b[0m \u001b[31m9.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting zxing-cpp>=2.2.0 (from inference)\n",
            "  Downloading zxing_cpp-2.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (940 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m940.0/940.0 kB\u001b[0m \u001b[31m20.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting boto3<=1.34.123 (from inference)\n",
            "  Downloading boto3-1.34.123-py3-none-any.whl (139 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m139.3/139.3 kB\u001b[0m \u001b[31m19.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from inference) (4.12.2)\n",
            "Collecting pydot>=2.0.0 (from inference)\n",
            "  Downloading pydot-2.0.0-py3-none-any.whl (22 kB)\n",
            "Requirement already satisfied: shapely<2.1.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from inference) (2.0.4)\n",
            "Collecting onnxruntime<=1.15.1 (from inference)\n",
            "  Downloading onnxruntime-1.15.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.9 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.9/5.9 MB\u001b[0m \u001b[31m28.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting GPUtil==1.4.0 (from inference)\n",
            "  Downloading GPUtil-1.4.0.tar.gz (5.5 kB)\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting docker==6.1.3 (from inference)\n",
            "  Downloading docker-6.1.3-py3-none-any.whl (148 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m148.1/148.1 kB\u001b[0m \u001b[31m21.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting typer==0.9.0 (from inference)\n",
            "  Downloading typer-0.9.0-py3-none-any.whl (45 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m45.9/45.9 kB\u001b[0m \u001b[31m5.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting skypilot[aws,gcp]==0.5.0 (from inference)\n",
            "  Downloading skypilot-0.5.0-py3-none-any.whl (905 kB)\n",
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            "  Downloading time_machine-2.14.2-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (34 kB)\n",
            "Requirement already satisfied: mpmath<1.4.0,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->onnxruntime<=1.15.1->inference) (1.3.0)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.12->cryptography->skypilot[aws,gcp]==0.5.0->inference) (2.22)\n",
            "Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in /usr/local/lib/python3.10/dist-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->google-api-python-client>=2.69.0->skypilot[aws,gcp]==0.5.0->inference) (1.63.2)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3.0.0dev,>=1.19.0->google-api-python-client>=2.69.0->skypilot[aws,gcp]==0.5.0->inference) (0.4.0)\n",
            "Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /usr/local/lib/python3.10/dist-packages (from google-resumable-media>=2.3.2->google-cloud-storage->skypilot[aws,gcp]==0.5.0->inference) (1.5.0)\n",
            "Requirement already satisfied: pyasn1>=0.1.3 in /usr/local/lib/python3.10/dist-packages (from rsa<4.8,>=3.1.2->awscli>=1.27.10->skypilot[aws,gcp]==0.5.0->inference) (0.6.0)\n",
            "Building wheels for collected packages: GPUtil\n",
            "  Building wheel for GPUtil (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for GPUtil: filename=GPUtil-1.4.0-py3-none-any.whl size=7394 sha256=999149d9d1f1a378f755be99b8701b03f362a0a5e2840b1559c3644a67f55dbb\n",
            "  Stored in directory: /root/.cache/pip/wheels/a9/8a/bd/81082387151853ab8b6b3ef33426e98f5cbfebc3c397a9d4d0\n",
            "Successfully built GPUtil\n",
            "Installing collected packages: GPUtil, zxing-cpp, urllib3, typer, structlog, rsa, redis, python-dotenv, pydot, pybase64, pulp, piexif, mypy-extensions, marshmallow, jmespath, humanfriendly, h11, docutils, cython, colorama, backoff, APScheduler, typing-inspect, time-machine, starlette, rich, pytest-asyncio, httpcore, coloredlogs, botocore, supervision, s3transfer, requests-toolbelt, pendulum, onnxruntime, httpx, fastapi, docker, dataclasses-json, aioresponses, skypilot, prometheus-fastapi-instrumentator, openai, boto3, awscli, inference\n",
            "  Attempting uninstall: urllib3\n",
            "    Found existing installation: urllib3 2.0.7\n",
            "    Uninstalling urllib3-2.0.7:\n",
            "      Successfully uninstalled urllib3-2.0.7\n",
            "  Attempting uninstall: typer\n",
            "    Found existing installation: typer 0.12.3\n",
            "    Uninstalling typer-0.12.3:\n",
            "      Successfully uninstalled typer-0.12.3\n",
            "  Attempting uninstall: rsa\n",
            "    Found existing installation: rsa 4.9\n",
            "    Uninstalling rsa-4.9:\n",
            "      Successfully uninstalled rsa-4.9\n",
            "  Attempting uninstall: pydot\n",
            "    Found existing installation: pydot 1.4.2\n",
            "    Uninstalling pydot-1.4.2:\n",
            "      Successfully uninstalled pydot-1.4.2\n",
            "  Attempting uninstall: docutils\n",
            "    Found existing installation: docutils 0.18.1\n",
            "    Uninstalling docutils-0.18.1:\n",
            "      Successfully uninstalled docutils-0.18.1\n",
            "  Attempting uninstall: cython\n",
            "    Found existing installation: Cython 3.0.10\n",
            "    Uninstalling Cython-3.0.10:\n",
            "      Successfully uninstalled Cython-3.0.10\n",
            "  Attempting uninstall: rich\n",
            "    Found existing installation: rich 13.7.1\n",
            "    Uninstalling rich-13.7.1:\n",
            "      Successfully uninstalled rich-13.7.1\n",
            "Successfully installed APScheduler-3.10.1 GPUtil-1.4.0 aioresponses-0.7.6 awscli-1.33.24 backoff-2.2.1 boto3-1.34.123 botocore-1.34.142 colorama-0.4.4 coloredlogs-15.0.1 cython-3.0.0 dataclasses-json-0.6.7 docker-6.1.3 docutils-0.16 fastapi-0.110.3 h11-0.14.0 httpcore-1.0.5 httpx-0.27.0 humanfriendly-10.0 inference-0.13.0 jmespath-1.0.1 marshmallow-3.21.3 mypy-extensions-1.0.0 onnxruntime-1.15.1 openai-1.35.12 pendulum-3.0.0 piexif-1.1.3 prometheus-fastapi-instrumentator-6.0.0 pulp-2.8.0 pybase64-1.3.2 pydot-2.0.0 pytest-asyncio-0.21.1 python-dotenv-1.0.1 redis-5.0.7 requests-toolbelt-1.0.0 rich-13.5.2 rsa-4.7.2 s3transfer-0.10.2 skypilot-0.5.0 starlette-0.37.2 structlog-24.2.0 supervision-0.21.0 time-machine-2.14.2 typer-0.9.0 typing-inspect-0.9.0 urllib3-1.26.19 zxing-cpp-2.2.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install pandas"
      ],
      "metadata": {
        "id": "2hniGep2Wx_S",
        "outputId": "565f27fd-68f0-4a8a-9ec0-e97ee682e4d4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (2.0.3)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas) (2023.4)\n",
            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas) (2024.1)\n",
            "Requirement already satisfied: numpy>=1.21.0 in /usr/local/lib/python3.10/dist-packages (from pandas) (1.25.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import pandas as pd\n",
        "from inference_sdk import InferenceHTTPClient\n",
        "\n",
        "# Khởi tẑo khÑch hàng inference\n",
        "CLIENT = InferenceHTTPClient(\n",
        "    api_url=\"https://infer.roboflow.com\",\n",
        "    api_key=\"............\" # thay bằng api của bẑn\n",
        ")\n",
        "\n",
        "# Danh sΓ‘ch cΓ‘c αΊ£nh cαΊ§n xα»­ lΓ½\n",
        "image_files = [\n",
        "    \"/content/tim-hieu-ve-ky-hieu-cac-loai-container-4.jpg\",\n",
        "    \"/content/vi-tri-seal-niem-phong-tren-container.jpg\",\n",
        "    \"/content/59ae0d3728579_1504578871.jpg\",\n",
        "    \"/content/60b9d63a33954_1622791738.jpeg\",\n",
        "    \"/content/cuΜ›Μ‰a-container.jpg\"\n",
        "\n",
        "    # ThΓͺm đường dαΊ«n Δ‘αΊΏn cΓ‘c αΊ£nh khΓ‘c ở Δ‘Γ’y\n",
        "]\n",
        "\n",
        "# Đường dαΊ«n tα»›i file Excel\n",
        "excel_file_path = \"/content/container_data3.xlsx\"\n",
        "\n",
        "# HΓ m để phΓ’n tΓ­ch kαΊΏt quαΊ£ OCR\n",
        "def parse_ocr_result(result, image_name):\n",
        "    return {\n",
        "        \"Image Name\": image_name,\n",
        "        \"Result\": result.get(\"result\", \"\"),\n",
        "        \"Time\": result.get(\"time\", \"\"),\n",
        "        \"Parent ID\": result.get(\"parent_id\", \"\")\n",
        "    }\n",
        "\n",
        "# HΓ m để thΓͺm dα»― liệu vΓ o file Excel\n",
        "def append_to_excel(df, file_path):\n",
        "    if os.path.exists(file_path):\n",
        "        # NαΊΏu file tα»“n tαΊ‘i, thΓͺm dα»― liệu vΓ o file hiện cΓ³\n",
        "        existing_df = pd.read_excel(file_path)\n",
        "        updated_df = pd.concat([existing_df, df], ignore_index=True)\n",
        "    else:\n",
        "        # NαΊΏu file khΓ΄ng tα»“n tαΊ‘i, tαΊ‘o mα»™t DataFrame mα»›i\n",
        "        updated_df = df\n",
        "\n",
        "    # LΖ°u DataFrame Δ‘Γ£ cαΊ­p nhαΊ­t vΓ o file Excel\n",
        "    updated_df.to_excel(file_path, index=False)\n",
        "\n",
        "# Danh sΓ‘ch để lΖ°u cΓ‘c kαΊΏt quαΊ£ Δ‘Γ£ phΓ’n tΓ­ch\n",
        "all_data = []\n",
        "\n",
        "# LαΊ·p qua cΓ‘c αΊ£nh vΓ  thα»±c hiện OCR\n",
        "for image_file in image_files:\n",
        "    # Thα»±c hiện OCR trΓͺn αΊ£nh\n",
        "    result = CLIENT.ocr_image(inference_input=image_file)\n",
        "\n",
        "    # In kαΊΏt quαΊ£\n",
        "    print(result)\n",
        "\n",
        "    # PhΓ’n tΓ­ch kαΊΏt quαΊ£ OCR\n",
        "    parsed_data = parse_ocr_result(result, os.path.basename(image_file))\n",
        "    all_data.append(parsed_data)\n",
        "\n",
        "# TαΊ‘o DataFrame tα»« tαΊ₯t cαΊ£ cΓ‘c kαΊΏt quαΊ£ Δ‘Γ£ phΓ’n tΓ­ch\n",
        "df = pd.DataFrame(all_data)\n",
        "\n",
        "# ThΓͺm dα»― liệu Δ‘Γ£ phΓ’n tΓ­ch vΓ o file Excel\n",
        "append_to_excel(df, excel_file_path)\n",
        "\n",
        "print(f\"Dα»― liệu Δ‘Γ£ được lΖ°u vΓ o {excel_file_path}\")\n"
      ],
      "metadata": {
        "id": "mP56tRFJZRGW",
        "outputId": "87fd63e7-2151-47ab-d49d-063995e34940",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'result': 'BRINNBOX a OMAS - w BNDOX  - 606071 6 2261 MAX.GROSS TARE 30.480 KGS 67.200 LBS 2.185 KGS 4.820 LBS 62.380 LBS 33.2 CU.M. 1.173 CU.FT MAX.CARGO 28.295 KGS : CU.CAP.', 'time': 1.513302848999956, 'parent_id': None}\n",
            "{'result': 'TWCU 216664 6 2261 30 480 kg 67 200 Ib 2100 kg 4630 Ib 28 380 kg S 62570 Ib JJ MAX GROSS TARE WWW. jjsh pping.cn PAYLOAD B9 CU. CAP.  - 33.2 cu.m. 1172 cu.ft. SINGAMAS', 'time': 1.5103129280000758, 'parent_id': None}\n",
            "{'result': 'GLDU 053631 3 45G1 MGW. TARE NET CU.CAP 30.480 KGS 61.200 LES 3.929 8.640 E KES 3A5B LOS 76.2 CUM 2,690 CUFT 516161 7 42G1 32508 K5S 71650 LBS 3708 AES 8168 LBS 28M S 63482 LBS 878 CM 2394 CUFI. GOLD CNTNERODAF - 2 UTION HIGH TRAILER - -u', 'time': 1.6298546919997534, 'parent_id': None}\n",
            "{'result': 'KFS www.flo ens.com 32500  71.650 LB 3.720 5 8.200  22780 M 63.450 LB 67.7 CUM 2390 CUFT. MAX GROSS TARE - MAX CARGO a CAP. -', 'time': 1.4038100689999737, 'parent_id': None}\n",
            "{'result': 'NZLU 218146 2 22G1 30,480 KGS 67.200 LBS 2,120 KGS 4.670 LBS 28.360 KGS C. 62.530 LBS MAX.GROSS TARE cao EL-NET 33.2 CU.M. 1.170 CU.FT. CU CAP. INTE RNATIONAL LUXURY CONTAINER CIMC a', 'time': 1.4752892129999964, 'parent_id': None}\n",
            "Dα»― liệu Δ‘Γ£ được lΖ°u vΓ o /content/container_data3.xlsx\n"
          ]
        }
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}