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[ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "/content\n", + "/content\n", + "Cloning into 'fusion-t2i-generator-data'...\n", + "remote: Enumerating objects: 255, done.\u001b[K\n", + "remote: Counting objects: 100% (252/252), done.\u001b[K\n", + "remote: Compressing objects: 100% (248/248), done.\u001b[K\n", + "remote: Total 255 (delta 68), reused 0 (delta 0), pack-reused 3 (from 1)\u001b[K\n", + "Receiving objects: 100% (255/255), 27.63 MiB | 6.56 MiB/s, done.\n", + "Resolving deltas: 100% (68/68), done.\n", + "Filtering content: 100% (9/9), 2.20 GiB | 33.69 MiB/s, done.\n", + "/content/fusion-t2i-generator-data\n", + "Archive: reference.zip\n", + " inflating: reference/reference_prompts.json \n", + " inflating: reference/reference_text_and_image_encodings.pt \n", + " inflating: reference/reference_urls.json \n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "tokenizer_config.json: 0%| | 0.00/905 [00:00" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] }, { "cell_type": "markdown", @@ -262,10 +3262,46 @@ " #------#\n" ], "metadata": { - "id": "BwrEs5zVB0Sb" + "id": "BwrEs5zVB0Sb", + "outputId": "2ddf68d0-09f8-4b12-bd13-0de207027657", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 411 + } }, - "execution_count": null, - "outputs": [] + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "/content/fusion-t2i-generator-data/reference\n", + "Prompt for this image : \n", + "\n", + " \"african-american skin tone, short hair, yellow hair, piercing blue eyes, beautiful eyes, attractive, slim, drawn anime style, confident smile, thicc, beautiful full round medium boobs, tan lines, low cut ripped jeans, tshirt, extra creative clothing details, navelhimachal synagogue \" \n", + "\n", + "\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/torch/_utils.py:383: UserWarning: TypedStorage is deprecated. It will be removed in the future and UntypedStorage will be the only storage class. This should only matter to you if you are using storages directly. To access UntypedStorage directly, use tensor.untyped_storage() instead of tensor.storage()\n", + " device=storage.device,\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] }, { "cell_type": "code", @@ -333,7 +3369,7 @@ "metadata": { "id": "IqUsiQw2HU2C" }, - "execution_count": 4, + "execution_count": null, "outputs": [] }, { @@ -406,7 +3442,7 @@ "metadata": { "id": "I_-GOwFPKkha" }, - "execution_count": 5, + "execution_count": null, "outputs": [] }, {