03_image_generation_using_DALL-E.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "b51f5c58-e109-42eb-9605-f16ce3cd6098",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dotenv import load_dotenv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "342cd190-c874-4385-9304-e0b80de5e4b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load_dotenv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b690233a-e8b2-43e3-90c0-cc287b380c22",
   "metadata": {},
   "outputs": [],
   "source": [
    "from openai import OpenAI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "138d075e-b462-46fc-9b80-6fd9395e1428",
   "metadata": {},
   "outputs": [],
   "source": [
    "client = OpenAI()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bb80776-ab66-4bdf-8786-b8b28dd36860",
   "metadata": {},
   "source": [
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73df0d61-bf85-4fbb-b59b-8dd3c0a3097d",
   "metadata": {},
   "source": [
    "### Generate New Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "691c078a-c028-460e-8c32-c2351c5d35f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "response = client.images.generate(\n",
    "  model=\"dall-e-3\",\n",
    "  prompt=\"a white cat relaxing on the floor\",\n",
    "  size=\"1024x1024\", # 1024 x 1792 or 1792 x 1024\n",
    "  quality=\"standard\" # hd\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "1f23be16-6f9f-450a-9143-79a0075bb155",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ImagesResponse(created=1722777982, data=[Image(b64_json=None, revised_prompt='A fluffy, white-furred feline resting leisurely on a floor. The cat is in a state of complete relaxation, with its tail and paws extending out lazily. The floor underneath is simple in design, perhaps made of wood or tiled. The room is filled with soft, gentle light that enhances the serene ambiance.', url='https://oaidalleapiprodscus.blob.core.windows.net/private/org-CMYq0wLF2zfrsXDQmnDi4syt/user-hBbg5fQpwt2vL3kLL3X138N9/img-zIlFKJAAqTpGjRqvDxkV7Hzw.png?st=2024-08-04T12%3A26%3A22Z&se=2024-08-04T14%3A26%3A22Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-08-03T19%3A55%3A58Z&ske=2024-08-04T19%3A55%3A58Z&sks=b&skv=2023-11-03&sig=keH0DPKPs2CLfn62cgSVXsOc53fS8doxhGnDbGIqwvM%3D')])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e1fc50d5-3e13-457e-a30a-76e966c8803e",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_url = response.data[0].url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "55fecb00-e553-48df-b03a-1cb381f4ce5b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://oaidalleapiprodscus.blob.core.windows.net/private/org-CMYq0wLF2zfrsXDQmnDi4syt/user-hBbg5fQpwt2vL3kLL3X138N9/img-zIlFKJAAqTpGjRqvDxkV7Hzw.png?st=2024-08-04T12%3A26%3A22Z&se=2024-08-04T14%3A26%3A22Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-08-03T19%3A55%3A58Z&ske=2024-08-04T19%3A55%3A58Z&sks=b&skv=2023-11-03&sig=keH0DPKPs2CLfn62cgSVXsOc53fS8doxhGnDbGIqwvM%3D\n"
     ]
    }
   ],
   "source": [
    "print(image_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "5ed77027-a422-4d86-8585-20df36bcbf6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "de60a080-93fe-467a-b57d-4fcdec6b3a4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://oaidalleapiprodscus.blob.core.windows.net/private/org-CMYq0wLF2zfrsXDQmnDi4syt/user-hBbg5fQpwt2vL3kLL3X138N9/img-zIlFKJAAqTpGjRqvDxkV7Hzw.png?st=2024-08-04T12%3A26%3A22Z&se=2024-08-04T14%3A26%3A22Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-08-03T19%3A55%3A58Z&ske=2024-08-04T19%3A55%3A58Z&sks=b&skv=2023-11-03&sig=keH0DPKPs2CLfn62cgSVXsOc53fS8doxhGnDbGIqwvM%3D\" width=\"400\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(url= image_url, width=400)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ae764c0-e1ae-440b-a66a-3d0197781975",
   "metadata": {},
   "source": [
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c989608d-027a-49b3-b6b8-e186fbbfb099",
   "metadata": {},
   "source": [
    "### Edit Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "b8994fc1-82be-4a35-b3bc-0fbc4ed3e933",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"static/cat.png\" width=\"200\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(url='static/cat.png', width=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "a3d800a5-e1d0-4f82-9423-b52c6b72dc37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"static/cat-mask.png\" width=\"200\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(url='static/cat-mask.png', width=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "c07a6bd0-d74f-49b2-bcd9-bb3672fb4ec1",
   "metadata": {},
   "outputs": [],
   "source": [
    "response = client.images.edit(\n",
    "  model=\"dall-e-2\",\n",
    "  image=open(\"static/cat.png\", \"rb\"),\n",
    "  mask=open(\"static/cat-mask.png\", \"rb\"),\n",
    "  prompt=\"a floor plant on the masked position\",\n",
    "  size=\"1024x1024\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "8bfbc66f-5bd0-40eb-9f3f-6e60166618e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_url = response.data[0].url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "6f46d22f-3632-4fab-ae62-84f84e48ff93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://oaidalleapiprodscus.blob.core.windows.net/private/org-CMYq0wLF2zfrsXDQmnDi4syt/user-hBbg5fQpwt2vL3kLL3X138N9/img-pzYbtb2zqQrJiAHSs18p77P1.png?st=2024-08-04T12%3A27%3A25Z&se=2024-08-04T14%3A27%3A25Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-08-04T09%3A29%3A59Z&ske=2024-08-05T09%3A29%3A59Z&sks=b&skv=2023-11-03&sig=b%2BfQcYp3jMG99XIufTq33mTRkJ3JAzrxx5sqX/b0qJg%3D\" width=\"400\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(url=image_url, width=400)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06206912-a9fe-4971-9419-5e89fed2cae7",
   "metadata": {},
   "source": [
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc9f0d98-d802-4383-81b9-4aa639cf4a86",
   "metadata": {},
   "source": [
    "### Variations (DALL·E 2 only)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "3a8267b0-2cc4-4847-9713-12152e19c474",
   "metadata": {},
   "outputs": [],
   "source": [
    "response = client.images.create_variation(\n",
    "  model=\"dall-e-2\",\n",
    "  image=open(\"static/cat.png\", \"rb\"),\n",
    "  size=\"1024x1024\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ca23938e-2d3e-4201-9896-4a7d8c4e9d9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_url = response.data[0].url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "5acaa70b-fadf-4212-b0f8-1769b4ef978c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://oaidalleapiprodscus.blob.core.windows.net/private/org-CMYq0wLF2zfrsXDQmnDi4syt/user-hBbg5fQpwt2vL3kLL3X138N9/img-OHQqA2Gv3LilcdC3VkaX9TO0.png?st=2024-08-04T12%3A27%3A49Z&se=2024-08-04T14%3A27%3A49Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-08-03T16%3A58%3A06Z&ske=2024-08-04T16%3A58%3A06Z&sks=b&skv=2023-11-03&sig=mDHhYAjIiTXlBzTlhjFJA9UgUt54BSifIsxCuid1Bjg%3D\" width=\"300\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(url=image_url, width=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "922fece7-1598-486d-ae6e-0b34fb5af214",
   "metadata": {},
   "source": [
    "#### Original Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "1ac076f4-47cc-4059-963a-4c961a65637b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"static/cat.png\" width=\"300\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(url='static/cat.png', width=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce09b53f-e0c6-43b2-a860-1e45b1bb0565",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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