code/09.UpdateSamples/Aug/ghmodel_phi35_vision_demo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "# import io\n",
    "from azure.ai.inference import ChatCompletionsClient\n",
    "from azure.ai.inference.models import (\n",
    "    SystemMessage,\n",
    "    UserMessage,\n",
    "    TextContentItem,\n",
    "    ImageContentItem,\n",
    "    ImageUrl,\n",
    "    ImageDetailLevel,\n",
    ")\n",
    "from azure.core.credentials import AzureKeyCredential\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "token = 'Your GitHub Models Token'\n",
    "endpoint = \"https://models.inference.ai.azure.com\"\n",
    "model_name = \"Phi-3.5-vision-instruct\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "client = ChatCompletionsClient(\n",
    "    endpoint=endpoint,\n",
    "    credential=AzureKeyCredential(token),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "response = client.complete(\n",
    "    messages=[\n",
    "        SystemMessage(\n",
    "            content=\"You are my Python programming assistant，helping me generate Python code based on understanding the images of different charts\"\n",
    "        ),\n",
    "        UserMessage(\n",
    "            content=[\n",
    "                TextContentItem(text=\"\"\"\n",
    "                                Please generate code according to the chart in the picture according to the following requirements\n",
    "                                        1. Keep all information in the chart, including data and text\n",
    "                                        2. Do not generate additional information that is not included in the chart\n",
    "                                        3. Please extract data from the picture, do not generate it from csv\n",
    "                                        4. Please save the regenerated chart as a chart and save it to ./output/demo.png\n",
    "                                \"\"\"),\n",
    "                ImageContentItem(\n",
    "                    image_url=ImageUrl.load(\n",
    "                        image_file=\"./charts/demo1.png\",\n",
    "                        image_format=\"png\",\n",
    "                        detail=ImageDetailLevel.HIGH)\n",
    "                ),\n",
    "            ],\n",
    "        ),\n",
    "    ],\n",
    "    model=model_name,\n",
    "    temperature=0.1,\n",
    "    max_tokens=2048\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = response.choices[0].message.content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' ```python\\nimport pandas as pd\\nimport matplotlib.pyplot as plt\\n\\n# Data in CSV format\\ncsv_data = \"\"\"\\nDay,Tips by Gender\\nThursday,100|50\\nFriday,50|25\\nSaturday,200|100\\nSunday,250|50\\n\"\"\"\\n\\n# Convert the CSV data into a DataFrame\\ndata = pd.read_csv(io.StringIO(csv_data), sep=\",\")\\n\\n# Splitting the \\'Tips by Gender\\' column into two separate columns\\ndata[[\\'Male\\', \\'Female\\']] = data[\\'Tips by Gender\\'].str.split(\\'|\\', expand=True)\\ndata[\\'Male\\'] = pd.to_numeric(data[\\'Male\\'])\\ndata[\\'Female\\'] = pd.to_numeric(data[\\'Female\\'])\\n\\n# Plotting the stacked bar chart\\nfig, ax = plt.subplots(figsize=(10, 6))\\n\\n# Plotting the data\\nax.bar(data[\\'Day\\'], data[\\'Male\\'], label=\\'Male\\', color=\\'#66c2a5\\')\\nax.bar(data[\\'Day\\'], data[\\'Female\\'], bottom=data[\\'Male\\'], label=\\'Female\\', color=\\'#fc8d62\\')\\n\\n# Adding titles and labels\\nax.set_title(\\'Tips by Day and Gender\\')\\nax.set_xlabel(\\'Day\\')\\nax.set_ylabel(\\'Tips\\')\\nax.legend()\\n\\n# Save the figure\\nplt.savefig(\\'./output/demo.png\\', format=\\'png\\')\\n\\nplt.close()\\n```'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "begin = result.index(\"```python\")\n",
    "gen = result[begin+9:]\n",
    "code = gen[0:gen.index(\"```\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\nimport pandas as pd\\nimport matplotlib.pyplot as plt\\n\\n# Data in CSV format\\ncsv_data = \"\"\"\\nDay,Tips by Gender\\nThursday,100|50\\nFriday,50|25\\nSaturday,200|100\\nSunday,250|50\\n\"\"\"\\n\\n# Convert the CSV data into a DataFrame\\ndata = pd.read_csv(io.StringIO(csv_data), sep=\",\")\\n\\n# Splitting the \\'Tips by Gender\\' column into two separate columns\\ndata[[\\'Male\\', \\'Female\\']] = data[\\'Tips by Gender\\'].str.split(\\'|\\', expand=True)\\ndata[\\'Male\\'] = pd.to_numeric(data[\\'Male\\'])\\ndata[\\'Female\\'] = pd.to_numeric(data[\\'Female\\'])\\n\\n# Plotting the stacked bar chart\\nfig, ax = plt.subplots(figsize=(10, 6))\\n\\n# Plotting the data\\nax.bar(data[\\'Day\\'], data[\\'Male\\'], label=\\'Male\\', color=\\'#66c2a5\\')\\nax.bar(data[\\'Day\\'], data[\\'Female\\'], bottom=data[\\'Male\\'], label=\\'Female\\', color=\\'#fc8d62\\')\\n\\n# Adding titles and labels\\nax.set_title(\\'Tips by Day and Gender\\')\\nax.set_xlabel(\\'Day\\')\\nax.set_ylabel(\\'Tips\\')\\nax.legend()\\n\\n# Save the figure\\nplt.savefig(\\'./output/demo.png\\', format=\\'png\\')\\n\\nplt.close()\\n'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import io"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "exec(code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = Image.open('./charts/demo1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=1520x1080>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "genimg = Image.open('./output/demo.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=1000x600>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genimg"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pydev",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}