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task registration issues\n", + "summarizer = pipeline(\"summarization\", model=\"facebook/bart-large-cnn\")\n", + "\n", + "text = \"\"\"\n", + "Artificial Intelligence (AI) is rapidly transforming multiple industries by enabling machines to perform tasks that typically require human intelligence. In healthcare, AI algorithms are assisting doctors in diagnosing diseases more accurately and quickly by analyzing medical images and patient records. In the finance sector, machine learning models are deployed to detect fraudulent transactions and automate trading strategies. Furthermore, robotics and automation are revolutionizing manufacturing, leading to increased efficiency and reduced operational costs. Despite its incredible potential, the rise of AI also brings ethical and societal challenges, such as job displacement and the need for robust data privacy regulations. As technology continues to evolve, society must find a balance between leveraging AI's benefits and mitigating its risks.\n", + "\"\"\"\n", + "\n", + "print(\"Original Text Length:\", len(text.split()), \"words\\n\")\n", + "summary = summarizer(text, max_length=50, min_length=20, do_sample=False)\n", + "print(\"--- GENERATED SUMMARY ---\")\n", + "print(summary[0]['summary_text'])\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 437, + "referenced_widgets": [ + "245481239c184d63804a151f1ccc43d3", + "0625572a26c647d69ee6f397aa6d0680", + "b9409d4ee6f8493aa300939eb33ab330", + "f869f5bf2ce7486c8752890f8648fbc8", + "aea7addb77a3401f87cc11a2290f0892", + "8d5e921233224708800a7b216e875b72", + "67a62cf1fe9140848c9ea4d85ae27a8a", + "5c73da547568447aa52368a06ce1d7a0", + "b2f6ffca0b2341d48dca31f17e7a6c3c", + "cf595e716b3a4a238c29c383206c6ef2", + "dc986d8a3a024c729e707eae882354ed", + "bea02415895e49e99cf8099f905247ca", + "eff68923a5c1435aacbbca992bfc8cac", + "ccab2dcd4bd141709da6d396cb8bc76d", + "d2638e71e4af45cb9c1579e46752d42e", + "58c9dd6263f14a07bbf85315b70bf981", + "d4df33b9a8d640e6bba41b62a483fd7e", + "3d3f0610427747c9b1c5ff7e83d57e34", + "f1d21db54d4c49e29719bd04f148c0b8", + "2c99f0e6977f4bc2be3e7b52bc7f756a", + "f30b4b67f0cb47f8a98685e90531b47f", + "6b4b56342eb94f47bf50e6c4fc1bef54", + "a399517d08c6402fb18741d98039bae8", + "52b0dc00ab884427a79bf243bb190e19", + "7bca5b287d484105b5cc5347508cc46a", + "18f84e17c8204a0b8ea27d2b2fd8d467", + "fc165bffa4ab4c22b9065e9fb35c6519", + "25bd6e81641c4dbe9b70e92a629bcb12", + "38a691405db9409c8f3ae752bfc7aa43", + "e7d8a3d03f7e49b5b04cfb17de27722c", + "2b7d74bb51a74d7f8fe6537ba722d97a", + "b342d8bf04b04f6a95bbfc3fb9f56353", + "4d15a02226754665a716a65ee8fe7b1d", + "034c5819ee8046d9aaff0c862b52e97b", + "fb34566f73e745bc8dc29aa7bf3ea2d8", + "922ab7889bcf458d87d1e2a51fd98c6d", + "f8b6f0c08ac7454281b0f0b1e0795ddb", + "a7774ad7d1f24ec0b4372f141c3a354d", + "ab846ff54450412693d0ee37300387a3", + "57796438ad9445e189174b330044ed88", + "a8c1e375c49e44139c7b286866c7556e", + "6f0decefec2a4a37a88fbc6138747ae9", + "7db31714b55d4a02b03c36453960a00b", + "73922c7c854047b3aef575bf752faad7", + "d429772dd0474b0f9ed958361e102ac2", + "b1fc3863bc6d4c5fb8af4a82bb1bfdb8", + "330cf9b22acb461d8737497994a96251", + "34057d11b9404e2fa4c173dbd72f8fc5", + "c9ce49251be942d9929d73323c0ee3f8", + "793e98d6bbdf4b4782be9c5252411f1b", + "adf84cb4c77c4dbe9b67099048d3c512", + "2c3d3ce3906d45df98840199399beb78", + "acb2cf1f608d4a7ca1f916aee73032c8", + "ae8bb567c22a4e22aec6fa1412fe7583", + "ae017b6a5ae74d19bf05fde542aea25b", + "cb0c2af1c9c94ead8fb277defce482c1", + "83f827371a6a4112921df71ebf25e11c", + "1b9c83d2f5024348ac73404926d2a720", + "770e15d56c324af888114bfb4d0c065f", + "3b3c1f2a90304fb7bc6fb69dc6c9c960", + "845d297de2464d6292af1f916cd60348", + "48b477beec5e4c6aa96d54f6a9544065", + "7f3053b86a1c486eae2da1f1ddae7473", + "468d20ad520142f28600be9d36ce9710", + "c853f48907b14f19939ee3ef30b24cbd", + "90885e018a83445680479db6dccffb1d" + ] + }, + "id": "oQqstXLF_qoO", + "outputId": "56e1bbaf-28d3-42b6-c7d8-d06e4a067189" + }, + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "WARNING:torchao.kernel.intmm:Warning: Detected no triton, on systems without Triton certain kernels will not work\n", + "/usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n", + "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", + "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", + "You will be able to reuse this secret in all of your notebooks.\n", + "Please note that authentication is recommended but still optional to access public models or datasets.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "config.json: 0.00B [00:00, ?B/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "245481239c184d63804a151f1ccc43d3" + } + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "model.safetensors: 0%| | 0.00/1.63G [00:00