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100% (2246/2246), 17.22 MiB | 6.75 MiB/s, done.\n", + "Resolving deltas: 100% (378/378), done.\n", + "Updating files: 100% (1285/1285), done.\n", + "Filtering content: 100% (572/572), 2.20 GiB | 38.47 MiB/s, done.\n" + ] + } + ] }, { "cell_type": "code", @@ -170,6 +2932,8 @@ "\n", "lyrics = True # @param {\"type\":\"boolean\",\"placeholder\":\"🎼\"}\n", "\n", + "tripple_nouns = True # @param {\"type\":\"boolean\",\"placeholder\":\"🎼\"}\n", + "\n", "#-----#\n", "female_fullnames = False # @param {\"type\":\"boolean\",\"placeholder\":\"😃\"}\n", "debug = False\n", @@ -180,6 +2944,11 @@ "nA = 0\n", "#--------#\n", "\n", + "\n", + "if tripple_nouns:\n", + " url = '/content/text-to-image-prompts/nouns'\n", + " prompts , text_encodings, nA = append_from_url(prompts , text_encodings, nA , url , '')\n", + "\n", "if lyrics:\n", " url = '/content/text-to-image-prompts/lyrics'\n", " prompts , text_encodings, nA = append_from_url(prompts , text_encodings, nA , url , '')\n", @@ -263,10 +3032,450 @@ "NUM_VOCAB_ITEMS = nA\n" ], "metadata": { - "id": "ZMG4CThUAmwW" + "id": "ZMG4CThUAmwW", + "outputId": "d5ec8719-a0d7-4bff-f87c-379fed3a5d20", + "colab": { + "base_uri": "https://localhost:8080/" + } }, - "execution_count": null, - "outputs": [] + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "reading tripple_nouns_17-11.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_14-1.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_13-9.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_18-1.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_16-10.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_17-4.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_12-2.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_15-10.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_13-2.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_11-8.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_17-7.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_12-7.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_1-6.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_13-11.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_1-3.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_13-1.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_1-10.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading 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"/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_14-3.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_12-5.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_11-9.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_13-4.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_12-3.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_16-11.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading 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"/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_12-4.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_1-2.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_14-5.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_10-11.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_17-9.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_17-3.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading 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"/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_10-10.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_15-1.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_11-1.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_11-11.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_16-7.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_14-6.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading 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"/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_15-3.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_14-8.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_15-5.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_16-6.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_10-5.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_17-10.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading 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"/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_16-8.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_10-9.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_15-6.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_15-4.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_15-8.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading tripple_nouns_11-7.json....\n", + "/content/text-to-image-prompts/nouns/text\n", + "/content/text-to-image-prompts/nouns/text_encodings\n", + "reading 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"/content/text-to-image-prompts/lyrics/text_encodings\n", + "reading 🎼 fusion-t2i-lyrics-25.json....\n", + "/content/text-to-image-prompts/lyrics/text\n", + "/content/text-to-image-prompts/lyrics/text_encodings\n", + "reading 🎼 fusion-t2i-lyrics-20.json....\n", + "/content/text-to-image-prompts/lyrics/text\n", + "/content/text-to-image-prompts/lyrics/text_encodings\n", + "reading 🎼 fusion-t2i-lyrics-37.json....\n", + "/content/text-to-image-prompts/lyrics/text\n", + "/content/text-to-image-prompts/lyrics/text_encodings\n", + "reading 🎼 fusion-t2i-lyrics-34.json....\n", + "/content/text-to-image-prompts/lyrics/text\n", + "/content/text-to-image-prompts/lyrics/text_encodings\n", + "reading 🎼 fusion-t2i-lyrics-22.json....\n", + "/content/text-to-image-prompts/lyrics/text\n", + "/content/text-to-image-prompts/lyrics/text_encodings\n", + "reading 🎼 fusion-t2i-lyrics-38.json....\n", + "/content/text-to-image-prompts/lyrics/text\n", + "/content/text-to-image-prompts/lyrics/text_encodings\n", 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"/content/text-to-image-prompts/lyrics/text_encodings\n", + "reading 🎼 fusion-t2i-lyrics-21.json....\n", + "/content/text-to-image-prompts/lyrics/text\n", + "/content/text-to-image-prompts/lyrics/text_encodings\n", + "reading 🎼 fusion-t2i-lyrics-1.json....\n", + "/content/text-to-image-prompts/lyrics/text\n", + "/content/text-to-image-prompts/lyrics/text_encodings\n", + "reading 🎼 fusion-t2i-lyrics-4.json....\n", + "/content/text-to-image-prompts/lyrics/text\n", + "/content/text-to-image-prompts/lyrics/text_encodings\n" + ] + } + ] }, { "cell_type": "code", @@ -561,7 +3770,6 @@ "cell_type": "code", "source": [ "# @title 🖼️ Upload an image\n", - "from google.colab import files\n", "def upload_files():\n", " from google.colab import files\n", " uploaded = files.upload()\n", @@ -604,13 +3812,13 @@ ], "metadata": { "id": "ke6mZ1RZDOeB", - "outputId": "0f058a1f-a100-4ade-f94f-3949090a35af", + "outputId": "d7304bae-412b-4081-ed2e-de9cf77fe35c", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, - "execution_count": null, + "execution_count": 3, "outputs": [ { "output_type": "display_data", @@ -644,30 +3852,239 @@ "#-----#\n", "\n", "sims = torch.zeros(NUM_VOCAB_ITEMS)\n", + "logit_scale = model.logit_scale.exp()\n", "for index in range(NUM_VOCAB_ITEMS):\n", " text_features = text_encodings[f'{index}']\n", - " logit_scale = model.logit_scale.exp()\n", + "\n", " torch.matmul(text_features, image_features.t()) * logit_scale\n", - " sims[index] = torch.nn.functional.cosine_similarity(text_features, image_features)\n", + " sims[index] = torch.dot(text_features, image_features)\n", " if name_NEG != '':\n", " torch.matmul(text_features_NEG, image_features.t()) * logit_scale\n", - " sims[index] = sims[index] - neg_strength* torch.nn.functional.cosine_similarity(text_features_NEG, image_features)\n", + " sims[index] = sims[index] - neg_strength* torch.dot(text_features_NEG, image_features)\n", " if image_NEG != '':\n", - " sims[index] = sims[index] - neg_strength* torch.nn.functional.cosine_similarity(image_features, image_features_NEG)\n", + " sims[index] = sims[index] - neg_strength* torch.dot(image_features, image_features_NEG)\n", "#-------#\n", "sorted , indices = torch.sort(sims,dim=0 , descending=True)" ], "metadata": { - "id": "rebogpoyOG8k" + "id": "rebogpoyOG8k", + "outputId": "c2a9083b-3b49-4693-bb17-4b829182462f", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 273, + "referenced_widgets": [ + "5ecd2d0aace54c92aba6dd7449b21b40", + "9ab715d7674e425aa0457da1058c3851", + "6ff91559ba13441d923bb18744a16048", + "76f049fae2f54e7f9cb2ee876f25f68d", + "6b65e9d71f0540ebae6a3b62dc070866", + "86bd10813e754052956c83d015d3c2f8", + "492662a33db843bdb001a324fb865058", + "69fa1326f1484eccb2433e45275c81d6", + "9b5467e705c84d6990a81bd98e97e7aa", + "6ce43517624f414ab7e92fd0183941e2", + "ded0aaffe0954c54ad2f464c64b7c3a4", + "375a58e8a5ab4da38543449fd6846567", + "8cb4928b8eb2487984982030bec89eda", + "e267810d1033447d8a6cffde47a7c912", + "217c13e297704be39e8b500b224d2a9f", + "6f0e289d23fa419cabe7b91866446039", + "165e261403ee4819bd6a7c7f518e420a", + "43565c5c4c28483fad131094e7cada91", + "7ebea3faae904dbd8fa0810184dff502", + "391dae072fa24fa791bcd945d227e854", + "c9ece1aa5ada417ab4c1196fc5ae8620", + "fef627c97e2b4cbfa18b1b2a22f30cb8", + "8aa3501ceed44486af06f555aadd0ece", + "8a38f01625e14804b36b71a10c1cac19", + "363f17327a42437db30b41e97f13e971", + "e1032ceb76b74e209b26f542e90afd74", + "52a9b224e07d4079acace38450689742", + "18b81d445a1144bc84809d08d3aa37d0", + "2d632e3ee5464783a7009658b7226c19", + "6dbee9686f6240a4bc5e98f1c73ee3ea", + "01b244491eb142698acd62925e0a1a11", + "28f82bf4f4044d71bc89c9962b9c9ae5", + "0f9164fb51b84efe8addfab93828de4e", + "2185d895a6ed447cbf419eb40f754d30", + "d782fb2d39c44d43867ae4d3b0ebeac3", + "5195ea1dec7f4352abca06173d4a14b6", + "0b17a2e91d9a43238ce08c88962a462c", + "95dd3dceabce4580b5dd2ea1a4d946cf", + "6f224c2ccb9f4f64970cc7d884d8bc98", + 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"cd714dd6232b4c75bf5fe4c92cea3383", + "eb5f63449b4543cc84e8aafd4b8f2e6f", + "8701d53c301c4322b3a278e8fd6a20ab", + "d36f1138263d457c80d965db229e4a68", + "70f246208c1c4eba8232b73f92c1c025", + "2edfc11e6f1e4b3999ddad55008c9386", + "b5ebe30c089d4240b1e02688f10d6d8e", + "f342b95584bb4d79b5b453ad3d56fc9d", + "bf5fc04971064615926ef6023c9de8cb", + "8ebe3fb84f2c48f78692efdb82f6fb33", + "913f6a58de8c44cdbcb1b4cfc46372c2", + "b6dadd37445840ec8cedb285faad052a", + "622fad8873a348dea7ea66e71daee281", + "f450d3b317c442a0a5e4bb6456378423", + "a49ddea48fcf4e17a4b0ffed0666a40c", + "a6c37919a68e4f9db3541bf97ed873ed", + "620b02d05c19498c8309922068b8176d", + "86d4fc5076ef4caab5ac953d7a3ecc0d", + "85e11baa123948dc8be6fcbdd1757993", + "c47001c966154d8597f8bda7ca74029d", + "6f81e00414f4457ea0a81e25918c0706", + "9b8be4e7d91a47c2852ca202528744cf", + "78b25863b7cc4400abf53a04e1f67bb2" + ] + } }, - "execution_count": null, - "outputs": [] + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", 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