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"!pip install transformers>=4.30.0\n", "!pip install pillow>=9.0.0\n", "!pip install xformers\n", "!pip install bitsandbytes\n", "!pip install datasets\n", "\n", "import os\n", "import gradio as gr\n", "import torch\n", "from diffusers import DiffusionPipeline\n", "from transformers import BitsAndBytesConfig\n", "from datasets import load_dataset\n", "from PIL import Image" ] }, { "cell_type": "code", "source": [ "# Limpar o cache da GPU\n", "torch.cuda.empty_cache()\n", "\n", "# Enable memory pool expansion\n", "os.environ[\"PYTORCH_CUDA_ALLOC_CONF\"] = \"expandable_segments:True\"\n", "\n", "# Definir a configuração de alocação de memória\n", "torch.cuda.set_per_process_memory_fraction(0.8) # Usar 80% da memória da GPU\n" ], "metadata": { "id": "JmYJswFfQV8N" }, "execution_count": 7, "outputs": [] }, { "cell_type": "code", "source": [ "# Configurações do dispositivo para uso apenas da CPU\n", "device = \"cuda\"\n", "model_repo_id = \"stabilityai/stable-diffusion-xl-base-1.0\" # Continuando com o modelo especificado" ], "metadata": { "id": "weZOD1NHw-iu" }, "execution_count": 8, "outputs": [] }, { "cell_type": "code", "source": [ "# Load the model in 8-bit precision\n", "bnb_config = BitsAndBytesConfig(\n", " load_in_8bit=True, # Load the model in 8-bit precision\n", " bnb_8bit_compute_dtype=torch.float16, # Use float16 for computation\n", " bnb_8bit_use_double_quant=True, # Enable double quantization for better performance\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "c81-O2Yrlzon", "outputId": "c7d4e66d-ff5c-4c98-f814-8b0c30428d0b" }, "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Unused kwargs: ['bnb_8bit_compute_dtype', 'bnb_8bit_use_double_quant']. These kwargs are not used in .\n" ] } ] }, { "cell_type": "code", "source": [ "# Carregar o pipeline configurado para CPU\n", "pipe = DiffusionPipeline.from_pretrained(model_repo_id, torch_dtype=torch.float16,variant=\"fp16\",use_auth_token=True,)\n", "pipe = pipe.to(device)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 259, "referenced_widgets": [ "24eaa251d50d438c852d3b917675ab57", "0fcac6db4ce943a3ad8d66a99f60d562", "2c59fc8df6d44ffcbdd5f662c84f8598", "f05c1bd514074a3099efc38c76196d0c", "188f091b22d64bd58e1718f7aedfdd6a", "e1518b4f3c2348719187c0c0a1f26ef8", "c357862bf2c149c5a1a5109c64303a9e", "ca3535489e234dcabf108bd7618f7d26", "802384a518bd4ac49f79e0090b7e0cb0", "612cd49c9d7f4725964f682ff3d44a40", "a13a97c141314901b71547cc4ed75f80", "246c04087cfb426a8bf55a0d793642f8", "11089ca935d748659107d0290a270a9b", "65eee664309644f1b6e077864115adf2", "901386a722024a7586accdb69f02331b", "e03daf79ec714dfdb9b3c753cfe97503", "5060debbe55f4a77906eaeb6bf474d7b", "d817aac9868b43528b36b9b7497d53db", "2b518e500821441eb3228a335a1116b1", "6faa4294662346f8baa2e2aeb72ab5cf", "c002146d5e184d769bbb70a586f52534", "edc032cd2e654476aeb8d3f7fada7665", "f5952ffd7c384f60a21382aec0641870", "70f04e6d7c6946b59f49269336a69dbd", "74fdf12023d0451d92149077b334c140", "e4409cc519ed4f3f9cb287f6daf3915f", "705511b6c6d64e3c91653cd9f56ed51a", "7d0d67af716047f79723e13b25d2c4cd", "35a47d1808684782a5a3342dc0c30228", "3fc83cc73f0246b6bd508124862a6aa9", "ee6ea024acd74d98ab7fba208e8495d7", "29e955dadd344974b0e0a83dfb6d9b2d", "d8736407112648f8bf6f8c61d8e6fbff", "dc2b23f677f240af8213c7cf076f18e5", "da32e3d3719848f0aa5ae628c055db1d", "be6aaf649796492aaa83eeee2984d360", "a5fd19376a2444d0a3a714de1343280e", "2d3559686b5b40118ea55b199d72688e", "b1cbefabc4f24d64b544a19f822aab2c", "7de75b26499b4d93ad62874e372ce217", "5fa2fcfb2e9e49e4909c2a7253f2e708", "f919b994536140f2b426f70e6616c29c", "7c645adb5ff34d0daa77098b372b744f", "eda5d023e23f460bb3d6b5fb7887e1c9", "73783470c8ff46f2b08f6af43a126d95", "542cc3d282824e24a6aee5a15b425697", "b8657b54a05546ca99e28c83002a6552", "5beb5f5b685e41f89c01381a1a48d9b5", "e0813aad1dd14c6294c9adecf228c84d", "07203134f18b490e9a535328c96fe727", "234037f10b194f15889f0651ae4f2197", "eb922f5323cd4810905b4ff381757c28", "ad46408d262e41b38d494f390aad6f32", "14b614dba7f2495ab934c02b90bd2930", "3d3c9c19ec5147d1ab18aef2130d04ad", "6994b80a24b34be2a25f2969a6174b8c", "2433a3b9fc4546bf984e3277158c9be4", "b9cc26384fec4d0fbc0b4374f2e84e97", "aef398163d8043c59159ae56f2d26df2", "e4e7d4b58aae4845afcd58415168dd65", "f5365a5ee7be4a9c96545a5e366cde37", "ed82448189f5499cbebcd228941dd48a", "60498b61ab35403a9ab7fd44baeaedbb", "2ca32215a7fd4615b46b5e9080e19982", "67f4cbb9e74b495ab0aa15366da31b98", "99f626b322c94e5da3b1ac9c97f38a54", "d19e71f82abc4f11b7f5270b42aa1462", "d8abb2cb5a9f414491bfb10d8022649d", "7b24a12127f84393a3bea101fd6623ed", "488a7827e384426dafd51f8eaaef8281", "1759a6dc4e5f48adbeaa36e19fc476d0", "1c940a6d0eff404f8ffc49b3a1fcac3a", "47a5bfd66fe54a6cb7cff5fb2dc17907", "bab8f743d2654f34a558d9d4fff2ec68", "5dad3da975eb4dce96df29d24f363681", "fea0b6a40e57463bbf2f5517d6aa13b1", "482767eaa3c74850ac4de1b38a5d13e1" ] }, "id": "ivzvlhE-x373", "outputId": "3f07d7ca-a27a-48b5-f78e-b6146eecd711" }, "execution_count": 12, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Fetching 19 files: 0%| | 0/19 [00:00" ], "text/html": [ "
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