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+++ b/Code/Hugging Face/Text-to-Image GenAI/Stable Diffusion text-to-image kkawchak.ipynb
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+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {
+        "id": "2lLlNjwVDupR"
+      },
+      "outputs": [],
+      "source": [
+        "# !pip install diffusers\n",
+        "# !pip install accelerate"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# doctor helping another patient"
+      ],
+      "metadata": {
+        "id": "_GKGxe1JPTlj"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from diffusers import StableDiffusionPipeline\n",
+        "import torch\n",
+        "\n",
+        "model_id = \"runwayml/stable-diffusion-v1-5\"\n",
+        "pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)\n",
+        "pipe = pipe.to(\"cuda\")\n",
+        "\n",
+        "prompt = \"doctor helping another patient\"\n",
+        "image = pipe(prompt).images[0]\n",
+        "\n",
+        "image.save(\"doctor helping another patient_1.png\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 81,
+          "referenced_widgets": [
+            "da4cf95e63574f42a36bf880306a9754",
+            "49316168b61f453587360a393c2820fd",
+            "2479198afd09451fbcc4293c93d0d37b",
+            "354dd09319b24ce1ae939c946ef73977",
+            "023d372e572d4dd79fc758c8c4f6eeda",
+            "40a39be8dead4caf8513ae858f1820b9",
+            "e534b21e75a24ba8bc9710c2ce8c2178",
+            "617bc32502364d4ba81926b452803f77",
+            "ac11d814b09d4d5ba921df93e99f25f5",
+            "c97905699f2a4356986af6c5cf186293",
+            "04e3cf3324f34a638bf627241908ea13",
+            "492100c2843a485b91f4fe62cf74fc8b",
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+            "f1c52853fd904b6a8f9be9c13625ff6a",
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+            "a67516330d2f403b9539b0bc7eb79129",
+            "d2e5dca9a57f4d70bc00a73b30839910",
+            "3f3f23bed5f54626b7bcc165002ceb15",
+            "a1a892cd64784e7dab66c99607ee0069",
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+            "04257d7aa1084f7ab4e56c0f70476f12",
+            "95cc709e97e34837a1576f83700b9566"
+          ]
+        },
+        "id": "FhVr5YJyEX8q",
+        "outputId": "4eddd6ae-d510-44d5-bb1b-5ad2cf2d3664"
+      },
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Loading pipeline components...:   0%|          | 0/7 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "da4cf95e63574f42a36bf880306a9754"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/50 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "492100c2843a485b91f4fe62cf74fc8b"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from diffusers import StableDiffusionPipeline\n",
+        "import torch\n",
+        "\n",
+        "model_id = \"runwayml/stable-diffusion-v1-5\"\n",
+        "pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)\n",
+        "pipe = pipe.to(\"cuda\")\n",
+        "\n",
+        "prompt = \"doctor helping another patient\"\n",
+        "image = pipe(prompt).images[0]\n",
+        "\n",
+        "image.save(\"doctor helping another patient_2.png\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 81,
+          "referenced_widgets": [
+            "e0971bd3082a469f9f6420f7be7c3e00",
+            "c10d9fcecd1d4527a7bbfd49fed04ceb",
+            "d120ca6cce4e43a89099907ac44a859b",
+            "f3fa0a7c3aef465dbf7e40cd451855fb",
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+            "6c41081a2f484612aa04926c65ae63ae",
+            "4bd13a9070e74571aa2e4dbfe68a89e8",
+            "2845c367d72e472b99a6e872f3131552",
+            "9e16d7646ab243e683b3394d68e6f548",
+            "e9e246df1f2d4c149d057a14336f441b",
+            "d087dea4cd1b43f08675952f354f4baf",
+            "bda93d3095314bb0a5c1f05fd6baa4a6",
+            "5951dfe8e7a7499593bbe25eeebde673",
+            "7b2e9af5463a4a309357342497390ab6",
+            "d46174bd49bf4468a4463775754b11a4",
+            "5a972c0207fe4e1b992a116fddcc1a77",
+            "bb750c164d35478bbb33f64ec6d34200",
+            "3f36bee3963d47649685ee5636b74fbb",
+            "50bf186f1db645b0bbea1eb294f0b707",
+            "a0071a5cf8c6413481fb3a149e068bce",
+            "10be10a78ffb44a7996b54c25cf6964b",
+            "38a46dd9c78549ca9da61283d6d92a9d"
+          ]
+        },
+        "id": "bq_USd4DMPSi",
+        "outputId": "7a5cf10a-6e2a-4540-d6bf-e7944791394d"
+      },
+      "execution_count": 27,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Loading pipeline components...:   0%|          | 0/7 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "e0971bd3082a469f9f6420f7be7c3e00"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/50 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "bda93d3095314bb0a5c1f05fd6baa4a6"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from diffusers import StableDiffusionPipeline\n",
+        "import torch\n",
+        "\n",
+        "model_id = \"runwayml/stable-diffusion-v1-5\"\n",
+        "pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)\n",
+        "pipe = pipe.to(\"cuda\")\n",
+        "\n",
+        "prompt = \"doctor helping another patient\"\n",
+        "image = pipe(prompt).images[0]\n",
+        "\n",
+        "image.save(\"doctor helping another patient_3.png\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 81,
+          "referenced_widgets": [
+            "2ee83a43ef3a4987a749e3fa6f99e0b6",
+            "9e6dd22d61cb49f9b3b5a7d780e04936",
+            "19be65a34d324fda900b7dd0cf867078",
+            "5708bad7a38e4a60bdbe77f17fd0872a",
+            "3080fc4b37864b60bd08acd0e3fc6ef0",
+            "9aadd7eb944b430d93de354c803e2165",
+            "54b2a48c701643dc94310cfe4d3cc4aa",
+            "091ea8811d95434889bfa79c4113e437",
+            "0ae9441437774e9da8d9a5b75f21bafe",
+            "af2bc77a6f5b46ee9468cecc9419fc3d",
+            "f954972569ab425698d24123bd833122",
+            "a41974e67a694cdc983bc9f52583eea9",
+            "0af9fda16f054ce09ff31a7d97cbb333",
+            "8f63c7602c414e229f2c1c7c15e03f8a",
+            "625319a027034a3c80c62a3e5ff2fa79",
+            "14ac6956af6e4a7b9776e4ff848f9673",
+            "a881475224184799a94620a7984efef9",
+            "a4badca47e934ce68a7d289cccac472d",
+            "b97af10550bb45ec8e0ab7b6ee8886b1",
+            "c5761bbfa875437c9cd2711b67af1256",
+            "e12e75339b964fbbbca1c458663556ce",
+            "19ea554f556046f39eb91f9cc2c30f1d"
+          ]
+        },
+        "id": "KqvhVcicMP-A",
+        "outputId": "cb2876d0-fab0-4f6b-b426-bd0bd672ec15"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Loading pipeline components...:   0%|          | 0/7 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "2ee83a43ef3a4987a749e3fa6f99e0b6"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/50 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "a41974e67a694cdc983bc9f52583eea9"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# nurses utilizing medical ai at the hospital"
+      ],
+      "metadata": {
+        "id": "0YVlizsgMQ07"
+      },
+      "execution_count": 8,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from diffusers import StableDiffusionPipeline\n",
+        "import torch\n",
+        "\n",
+        "model_id = \"runwayml/stable-diffusion-v1-5\"\n",
+        "pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)\n",
+        "pipe = pipe.to(\"cuda\")\n",
+        "\n",
+        "prompt = \"nurses utilizing medical ai at the hospital\"\n",
+        "image = pipe(prompt).images[0]\n",
+        "\n",
+        "image.save(\"nurses utilizing medical ai at the hospital_1.png\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 81,
+          "referenced_widgets": [
+            "787bd0a1d2344ce2a557988965781333",
+            "b3b60339a4ff4c03a7e2199879e0ba17",
+            "7864e57d080e4f2985d4a53a0689ade6",
+            "54ee15ce32aa4e028900a447ab9803ed",
+            "56ff302df4bb484b97e0bf3a6c6ea4c3",
+            "020710595d2c4a4eb39505e14ed64eec",
+            "41e7d4867ff246e5a743a32e4c461f1c",
+            "00e29121d572451cbecbaf76a087745f",
+            "6a84b54bb66d46e1abc5b71e3bc969ed",
+            "5c1971b5e118426a87bdeecd2ec69d10",
+            "12167e087bf34adcbd50a3618012505e",
+            "f261a6e88b2b4ceaa9d3414aaf69ff00",
+            "c23889605fbe4f94b753537fa1047807",
+            "aa451edac29649c09348ad7e5baf45c8",
+            "84aa0fd010a34c10bafb48e2afadc037",
+            "32d68b3c753141b2948b25f8b446e9fc",
+            "0bcd73e0fdf443c0aebdb28a95004682",
+            "6d08049c3b22489abc6e9b56878ac79b",
+            "37e337609d034546aaafbbb4893046a0",
+            "811d98defef34a18a1819145bffc04bd",
+            "deacdc309b2c4a04b337978911a87428",
+            "64a9f4144a1b4ed9bc839505b945e426"
+          ]
+        },
+        "id": "lT5OJoJwMRR-",
+        "outputId": "9b50a5d3-07a1-4dd0-83b4-e1d04e4d4013"
+      },
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Loading pipeline components...:   0%|          | 0/7 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "787bd0a1d2344ce2a557988965781333"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/50 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "f261a6e88b2b4ceaa9d3414aaf69ff00"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from diffusers import StableDiffusionPipeline\n",
+        "import torch\n",
+        "\n",
+        "model_id = \"runwayml/stable-diffusion-v1-5\"\n",
+        "pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)\n",
+        "pipe = pipe.to(\"cuda\")\n",
+        "\n",
+        "prompt = \"nurses utilizing medical ai at the hospital\"\n",
+        "image = pipe(prompt).images[0]\n",
+        "\n",
+        "image.save(\"nurses utilizing medical ai at the hospital_2.png\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 81,
+          "referenced_widgets": [
+            "2e56f2996b7a4d8e9240dac6c23e6bf7",
+            "7a5e8fd2a4d24cb88bf774480479c529",
+            "80c35eae1ffb4273b4b9d7e95479dbe3",
+            "272668cb916946d297c8905cbc43b185",
+            "8074360be4fb4221a5174b2130897a4b",
+            "0387e8ce444b4c63b3ce04887d89db2e",
+            "e81c2e1925114d1e996ffd53ac764d38",
+            "be18cd80148949f18451bdbb115c074a",
+            "d4d21d26bc5541e18c2c2cd29e833348",
+            "2c6f1e471b0d4b6d830fa3d64e19bfdc",
+            "26da3a8c92df4c6cbb62362bf35cc043",
+            "161f39f22a27480ab41770bc13d4ef28",
+            "406eba4966b84252ba63d08abbb65aaa",
+            "ee1a77702f124956bb570f74d9779b5a",
+            "7ee721df25f145faaa0197682c1de669",
+            "8f710adfbc4b4985970e4821c72cf2b9",
+            "77ab9e07fe60481f8878e581a7b81e92",
+            "53cf808fbac24af3915cd8d0598dc692",
+            "6b0d70946e4f4799822304710f638122",
+            "b38e8851f2534e0abad2eaa995b02775",
+            "cef7a5f37362475b827ac3ef7da74e01",
+            "962946856ed44b4ab0c9a4f9adb93507"
+          ]
+        },
+        "id": "3-eyMmFFMRca",
+        "outputId": "5c77163c-7fbb-4f20-ac8f-b1c6a6e1ff00"
+      },
+      "execution_count": 14,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Loading pipeline components...:   0%|          | 0/7 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "2e56f2996b7a4d8e9240dac6c23e6bf7"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/50 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "161f39f22a27480ab41770bc13d4ef28"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from diffusers import StableDiffusionPipeline\n",
+        "import torch\n",
+        "\n",
+        "model_id = \"runwayml/stable-diffusion-v1-5\"\n",
+        "pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)\n",
+        "pipe = pipe.to(\"cuda\")\n",
+        "\n",
+        "prompt = \"nurses utilizing medical ai at the hospital\"\n",
+        "image = pipe(prompt).images[0]\n",
+        "\n",
+        "image.save(\"nurses utilizing medical ai at the hospital_3.png\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 81,
+          "referenced_widgets": [
+            "27493f54a44d4d9cad9ef751cbc1e3ba",
+            "605c5dec0b9d4aa3af20b472e50c2051",
+            "05ccd5196a6640a7ab05744df911f3f0",
+            "1f9bb0deed4f4a1a9ce654425b0db46d",
+            "3de4f14a81f948de9e29c2374e3a9aa9",
+            "477b9f09a9cf4997a418beb15fb788f9",
+            "e1bfc25b73374752a42c213a31425040",
+            "aa6d750b2ad7418988806c541a68b2e2",
+            "af2a15a43b7a495eb97baad4a5b81ede",
+            "9277cdcffe1e44a9b106a40b41918ba9",
+            "3290143522a14e2da8580287da2e6449",
+            "6d98c2f3a30c42b58ff98dfb2688ac90",
+            "b5d720cdd2e041da8575a01516041ea4",
+            "c0f943a9dfaa43f7bc1391a05a35587e",
+            "d9877e22da294f3e89930831db3f033a",
+            "56350e9118b04cf99083547a6fe00343",
+            "fd2630e32c6f4f1b9d2d8052143f7c64",
+            "bdd8dedd8b564e72b021ba46adacf64e",
+            "25df494fd79f428d8e3d4b613ba4853c",
+            "981129a1220b4223b9bf28ec1699b5f2",
+            "9282a30bb28b468499356f94d67567a9",
+            "d8db627f6f1541e38eaf9dfbe73e55f7"
+          ]
+        },
+        "id": "WEXG6koVMRmh",
+        "outputId": "65af5478-2f83-4f5d-f1e7-1c00fc6ad194"
+      },
+      "execution_count": 15,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Loading pipeline components...:   0%|          | 0/7 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "27493f54a44d4d9cad9ef751cbc1e3ba"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/50 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "6d98c2f3a30c42b58ff98dfb2688ac90"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# hospital staff using generative ai in safe and effective ways"
+      ],
+      "metadata": {
+        "id": "IjNrgMG6MRws"
+      },
+      "execution_count": 15,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from diffusers import StableDiffusionPipeline\n",
+        "import torch\n",
+        "\n",
+        "model_id = \"runwayml/stable-diffusion-v1-5\"\n",
+        "pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)\n",
+        "pipe = pipe.to(\"cuda\")\n",
+        "\n",
+        "prompt = \"hospital staff using generative ai in safe and effective ways\"\n",
+        "image = pipe(prompt).images[0]\n",
+        "\n",
+        "image.save(\"hospital staff using generative ai in safe and effective ways_1.png\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 81,
+          "referenced_widgets": [
+            "f6c2033b634349d49b372566664928d5",
+            "be2294c28fda4080b1a720d97318f619",
+            "0c89555855294e85b3a168919c9c82a2",
+            "52984b05faf944c48febb46d2c8c60ea",
+            "0f56aaf38445475fbccb712f037dd894",
+            "89bc1a26298c43d9b8e028522296c337",
+            "be12a9d1819e4ff89b12effafc3e1765",
+            "e8a1b7965ff849dbbfd8d5ed71bcbc39",
+            "2fd9cbd171c346f89a047b2915f3ca84",
+            "2c4f698db093407a9372af2870f95ced",
+            "844ee3b707344bddb48dce916540e16e",
+            "0d3d53d9c1be4465a485f704215a6f92",
+            "5eb034cec36a46aa9fe8ed673cdcad66",
+            "b5fc245e85ad46df8fdd94e47e177b51",
+            "5e350fb204934d31b337f6d4775edd18",
+            "9e513cde54c74c01a763eabc9fea7153",
+            "12fef4b5cbb14cbe9e8b4e55462bbc83",
+            "0c656497b43f44659522187790eb6a4c",
+            "bb5fc3ce8af6439abb07771f6fa03f8a",
+            "3df38a05c7e34e4d968f0342134eaf29",
+            "d5a1980553824331934df218de8f74e0",
+            "fdae223b5a45428e83c10a8e3bb1a561"
+          ]
+        },
+        "id": "wf0GrEZgMR7U",
+        "outputId": "e8d3a307-32cb-4fb2-dc17-6a8d8a70c57b"
+      },
+      "execution_count": 18,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Loading pipeline components...:   0%|          | 0/7 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "f6c2033b634349d49b372566664928d5"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/50 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "0d3d53d9c1be4465a485f704215a6f92"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from diffusers import StableDiffusionPipeline\n",
+        "import torch\n",
+        "\n",
+        "model_id = \"runwayml/stable-diffusion-v1-5\"\n",
+        "pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)\n",
+        "pipe = pipe.to(\"cuda\")\n",
+        "\n",
+        "prompt = \"hospital staff using generative ai in safe and effective ways\"\n",
+        "image = pipe(prompt).images[0]\n",
+        "\n",
+        "image.save(\"hospital staff using generative ai in safe and effective ways_2.png\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 81,
+          "referenced_widgets": [
+            "e47bc7d5085649ff8792ae1b9712355b",
+            "ed411faa1c59493987965ea3633f3ff4",
+            "2d601149267e4acdb31587f054d35101",
+            "f4de9cce82f845049f020e9a153aeb57",
+            "97794969185b46d0b9b9e8408bf1b3ad",
+            "fd246a5fbdea4cd5a07cbcdd82e94d0a",
+            "247fc237675a48c3928ae163e00a7779",
+            "4867e7cecb3e45ef9612900ca25e0f75",
+            "d446df674a1d451599851009d42c11e7",
+            "2a4f2b4b0aa742778e144e39a09273b0",
+            "1ec846045f5d4c7589b5a5173f0d2e66",
+            "aadf05d217984873a70334a8856cc665",
+            "2e3eb7052ad44b36a27e7635d990902a",
+            "991c24ba42514b8aa293e273c17fb7ee",
+            "42a73de2f3f74395a568e9f70dae7c85",
+            "4bb4c8e3a1554d97a5d89f6543825df3",
+            "a57ea48aaaf740d5980d22194fb34c20",
+            "d3dff3c2f51344759e502481b469435b",
+            "f06ac9db90e04a4fb9af08f99e224b2e",
+            "82a8d928f5d14b5bb1615ff61519812e",
+            "4baa9b0bce6444de81b96edb531177f4",
+            "8eae2e216f1d49279d398dcc848f64e6"
+          ]
+        },
+        "id": "mD2PK7urMSFf",
+        "outputId": "36560b2a-7c63-4187-c202-b33dcd4cbca6"
+      },
+      "execution_count": 19,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Loading pipeline components...:   0%|          | 0/7 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "e47bc7d5085649ff8792ae1b9712355b"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/50 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "aadf05d217984873a70334a8856cc665"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from diffusers import StableDiffusionPipeline\n",
+        "import torch\n",
+        "\n",
+        "model_id = \"runwayml/stable-diffusion-v1-5\"\n",
+        "pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)\n",
+        "pipe = pipe.to(\"cuda\")\n",
+        "\n",
+        "prompt = \"hospital staff using generative ai in safe and effective ways\"\n",
+        "image = pipe(prompt).images[0]\n",
+        "\n",
+        "image.save(\"hospital staff using generative ai in safe and effective ways_3.png\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 81,
+          "referenced_widgets": [
+            "b979e2c8706547eb90b03be9ec46c0fc",
+            "53359f6b067c413ab9a7a442a24e4564",
+            "5f2d70f458ac4711af422f4e71ec9565",
+            "923ee0b1db09476a9efe37096daf67c1",
+            "cad59d7ab1d74326bba26246297b1f05",
+            "d759c8bb391c4ea1beead57a6b505b5c",
+            "3590734fbe1a4326a767acae33fa2a41",
+            "4e27975ec4264f9ebcc9c4c7a837c4f0",
+            "e1ac1899776f484587ae73761bed24b9",
+            "16e0cea5564a47a0b07512a77e1359d3",
+            "9c7c9d6b78184d66b3a90482361c15f9",
+            "6bb49ef38c354b49a43d78921d44f121",
+            "ddda175d47bd489697f8c1471da21e70",
+            "ad64432f401740b2878a0f518c0b11dc",
+            "1f72418969f64c54b80e5f8c0d1f57e3",
+            "82f8c4fdec134c2c889812f0ff284dab",
+            "6afa93ddaa884b3892078bdaaa662442",
+            "0b55a745c8514e5abbe3392c16fbca89",
+            "14aa24bddf7445e785f336d04ce33658",
+            "e637264a8c5b4257af904565a38609d6",
+            "42b91b1c58b346428d263d10007cda15",
+            "e9138d3c3b8d497e9d9394110e4085f1"
+          ]
+        },
+        "id": "-W49D-VeMSPn",
+        "outputId": "d685aec0-ba5f-4c07-e6ac-96af79c256e1"
+      },
+      "execution_count": 20,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Loading pipeline components...:   0%|          | 0/7 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "b979e2c8706547eb90b03be9ec46c0fc"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/50 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "6bb49ef38c354b49a43d78921d44f121"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file