1 lines (1 with data), 134.5 kB

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Gravity has an infinite range, although its effects become increasingly \\\n","weaker as objects get further away\"\n","\n","text3 = \"42 is the answer to life, universe and everything.\"\n","\n","text4 = \"Forrest Gump is a 1994 American comedy-drama film directed by Robert Zemeckis and written by Eric Roth. \\\n","It is based on the 1986 novel of the same name by Winston Groom and stars Tom Hanks, Robin Wright, Gary Sinise, \\\n","Mykelti Williamson and Sally Field. The story depicts several decades in the life of Forrest Gump (Hanks), \\\n","a slow-witted but kind-hearted man from Alabama who witnesses and unwittingly influences several defining \\\n","historical events in the 20th century United States. The film differs substantially from the novel.\""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"MvBFbCVGELuW"},"source":["## Single task QA"]},{"cell_type":"code","metadata":{"id":"oy_T1CiVVNuH","colab":{"base_uri":"https://localhost:8080/","height":34},"outputId":"17b5299e-2720-4f75-ca80-4a03b9665bfd"},"source":["%cd question_generation"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/content/question_generation\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"UxoSS2_WEMvx"},"source":["from pipelines import pipeline"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"SFSZiIc0StHY"},"source":["nlp = 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published?\"},\n"," {'answer': 'Alabama', 'question': 'Where is Forrest Gump from?'},\n"," {'answer': 'differs substantially from the novel',\n","  'question': 'How does Forrest Gump compare to the novel?'}]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"XB_UuedZT3Lj","colab":{"base_uri":"https://localhost:8080/","height":101},"outputId":"ca013472-11e8-4577-af1d-d8f1b080bb40"},"source":["nlp(text2)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[{'answer': 'gravitation', 'question': 'What is another name for gravity?'},\n"," {'answer': 'Earth',\n","  'question': 'On what planet does gravity give weight to physical objects?'},\n"," {'answer': 'galaxies', 'question': 'What do the stars in the Universe form?'},\n"," {'answer': 'infinite range', 'question': 'What is the range of gravity?'}]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"egRuC8QFUy0v"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8uiG6_NQVCIz"},"source":["## Multitask QA-QG"]},{"cell_type":"markdown","metadata":{"id":"Y_PKMG28VhxM"},"source":["### small-model"]},{"cell_type":"code","metadata":{"id":"nAkVmsH9VEIu"},"source":["nlp = pipeline(\"multitask-qa-qg\")"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8dRiLecTVk8E"},"source":["#### QG"]},{"cell_type":"code","metadata":{"id":"GKA65C51VLGu","colab":{"base_uri":"https://localhost:8080/","height":67},"outputId":"c164bac6-6857-43f1-b895-e42103c87c57"},"source":["nlp(text)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[{'answer': 'Python',\n","  'question': 'What is an interpreted, high-level, general-purpose programming language?'},\n"," {'answer': 'Guido van Rossum', 'question': 'Who created Python?'}]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"code","metadata":{"id":"jAAxbcwzVXlV","colab":{"base_uri":"https://localhost:8080/","height":134},"outputId":"c58e2a5e-5267-408d-b45e-634f93cb4c90"},"source":["nlp(text2)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[{'answer': 'gravitation',\n","  'question': 'What is a natural phenomenon called when all things with mass or energy are brought toward one another?'},\n"," {'answer': 'Earth',\n","  'question': 'On what planet does gravity give weight to physical objects?'},\n"," {'answer': 'galaxies', 'question': 'What did the stars group together into?'},\n"," {'answer': 'infinite range',\n","  'question': 'What kind of range does Gravity have?'}]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"a81EN_WWVpae","colab":{"base_uri":"https://localhost:8080/","height":118},"outputId":"a33e9833-9c04-4347-f841-433860c2a097"},"source":["nlp(text4)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[{'answer': 'Robert Zemeckis', 'question': 'Who directed Forrest Gump?'},\n"," {'answer': 'Eric Roth', 'question': 'Who wrote Forrest Gump?'},\n"," {'answer': '1986', 'question': 'In what year was Forrest Gump based?'},\n"," {'answer': 'Alabama', 'question': 'Where is Forrest Gump from?'},\n"," {'answer': 'differs substantially from the novel',\n","  'question': 'What does Forrest Gump differ from the novel?'}]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"code","metadata":{"id":"m9c2CkhhVsxs"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"SuOL3X_XV28R"},"source":["#### 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Python?'}]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"Xwby-LJpWldj","colab":{"base_uri":"https://localhost:8080/","height":118},"outputId":"5e464b23-0609-4e51-92e7-18a440ffd2dc"},"source":["nlp(text2)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[{'answer': 'gravitation', 'question': 'What is another name for gravity?'},\n"," {'answer': 'Earth',\n","  'question': 'On what planet does gravity give weight to physical objects?'},\n"," {'answer': 'galaxies', 'question': 'What do the stars form into?'},\n"," {'answer': 'weaker',\n","  'question': \"Gravity's effects become what as objects get further away?\"}]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"code","metadata":{"id":"iTO5g4glWldp","colab":{"base_uri":"https://localhost:8080/","height":118},"outputId":"908e10a6-8d0d-4134-97f5-f142c7116bf4"},"source":["nlp(text4)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[{'answer': '1994', 'question': 'When was Forrest Gump released?'},\n"," {'answer': '1986',\n","  'question': \"In what year was Winston Groom's novel based on Forrest Gump?\"},\n"," {'answer': 'Alabama', 'question': 'Where is Forrest Gump from?'},\n"," {'answer': 'novel',\n","  'question': 'Forrest Gump differs substantially from what?'}]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"id":"_YIZtVu8Wldw"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"qh46cnicWld1"},"source":["#### 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You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/plain":["['Who created Python?',\n"," 'When was Python first released?',\n"," \"What is Python's design philosophy?\"]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"Jd_2-fvYXaXb","colab":{"base_uri":"https://localhost:8080/","height":101},"outputId":"cbc7807b-3a7d-4f21-ae13-1e7959e01330"},"source":["nlp(text2)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Your max_length is set to 256, but you input_length is only 161. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/plain":["['What is the Latin word for gravitas?',\n"," 'What does gravity give weight to on Earth?',\n"," \"The Moon's gravity causes what?\",\n"," 'Gravity has an infinite range, but its effects become weaker as objects get further away?']"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"code","metadata":{"id":"bpDIQV3RXeAU","colab":{"base_uri":"https://localhost:8080/","height":84},"outputId":"8751cd92-0893-4e33-8151-c35efb67caf2"},"source":["nlp(text4)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Your max_length is set to 256, but you input_length is only 135. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/plain":["['Who directed the 1994 American comedy-drama film Forrest Gump?',\n"," 'What is the name of the 1986 film that stars Tom Hanks, Robin Wright, Gary Sinise, Mykelti Williamson, and Sally Field?',\n"," 'Who is the author of the 1994 film forrest gump? What is Forrest a film that is based on?']"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"BDo01sKdXjfG"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"CNBlsV_eX9mm"},"source":["### base-model"]},{"cell_type":"code","metadata":{"id":"B5oUJ5_0X_Je","colab":{"base_uri":"https://localhost:8080/","height":310,"referenced_widgets":["354f7a87bb71411795bc63d11189094b","7600126083074eac9d68a285ca1b51ce","eb9fb93a24f242f987e1fd6993c717e0","277f08f8db154f29a23c087fa32b4cdf","d8178120b6e04b43b17163b3f35b8c2a","224671f61e8a473a87070572a74d0081","bd34099fedfa436c9567678aebd8e1d1","b860bd97046a4f5b93a5550a5b9a61b6","6032c576323540e1b6f47f2ff0f1d6b2","2dc45394f108468ea977eb797dae4682","39a08aba8f474fc0854e94febee2b4e0","19a943f30f884893badaafb1aa5a48a7","8c498364dd904bbebb68a5277396d9b3","6e5c0103307b4c7a84f10e496b92b741","4906ff20a11a497ea7d84bf030581c5e","1fa1810f1d794a50bd776f681394410c","ad01de75faf54ac595c540342bfbd16c","b3e04bba6f5348c1b6a0d5c818c09e2a","dc1a584f4d8a40eca39bd2efed426eec","1dc95b92e9db4eeb82851c679f709f8c","5ba3a07444d049ef99947ab336b20c07","19f6ee3c487c405c9ea9e0bfadf31906","afb1ace8c86e4106a53dd4f0c26f7ec7","97caa06c0b324d3aa829abdc14af6b5a","088383be40254e9e80f242bada211795","d180068e0b894d7bb0cf2b86772c39bb","0f6d8f6cde8e4b55a26d6e5594a1b412","88824aa767d04222ad3c66ab8a80d4c1","9cecc5ca989a41c39d9836fd29581459","c035151659df42a581cfc9bed5f59b43","f8b5c6f268f14f17af6666fa6b03fea1","724cdb6f5b78444e87b10f383f85923a","135b9811faba4960a3cebf8ad49f3f05","849ccde622f941c482e6c179763348a4","50eb6e47233340e5af9d0c809e24b30e","1a00e3b126494f6aa42a1739944cecb1","61a0cb3a3bb445b28bc29322179aa54f","c38d04838c9c4c47b9b8d90e7297a931","9748513b6c524dd3972b48041b0ac989","f56e1ca817f14b7ab8a2f40b2826f930","7e88959c5b7240818378e8ff75f63708","591ae711a57f4fa2b8f3d67a8f94d507","e34ea489ea824b81bc5bbaf07aec79ca","5db14e649c2c4ef095c31f2ed4d71094","2abf9fbf4e2f4d87bb73fc4eb2bebdc9","8c12a663bbd342979337e2e2ba029219","d9840f3af0a94581824ce3459773fcb7","69b4598ae36348448d6bc8b31f6fee41"]},"outputId":"d7d73f47-e92f-4e5f-dd30-85dc6c7d1a62"},"source":["nlp = pipeline(\"e2e-qg\", model=\"valhalla/t5-base-e2e-qg\")"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"354f7a87bb71411795bc63d11189094b","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=1350.0, style=ProgressStyle(description…"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6032c576323540e1b6f47f2ff0f1d6b2","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=791656.0, style=ProgressStyle(descripti…"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ad01de75faf54ac595c540342bfbd16c","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=31.0, style=ProgressStyle(description_w…"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"088383be40254e9e80f242bada211795","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=1786.0, style=ProgressStyle(description…"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"135b9811faba4960a3cebf8ad49f3f05","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=195.0, style=ProgressStyle(description_…"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7e88959c5b7240818378e8ff75f63708","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=891608946.0, style=ProgressStyle(descri…"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"8lY3vzbgYCm3","colab":{"base_uri":"https://localhost:8080/","height":84},"outputId":"e3544994-dc8a-4734-f406-f85c71e080d5"},"source":["nlp(text)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Your max_length is set to 256, but you input_length is only 54. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/plain":["['Who created Python?',\n"," 'When was Python first released?',\n"," \"What is Python's design philosophy?\"]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"id":"pWzd3JFQYI2O","colab":{"base_uri":"https://localhost:8080/","height":101},"outputId":"9a0f5db8-e337-47ce-a6da-d0c056bf3187"},"source":["nlp(text2)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Your max_length is set to 256, but you input_length is only 161. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/plain":["['What is the Latin word for gravitation?',\n"," 'What does gravity give to physical objects on Earth?',\n"," \"The Moon's gravity causes what?\",\n"," 'Gravity has an infinite range, but its effects become weaker as objects get further away?']"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"code","metadata":{"id":"KHnw2ZlNYKNz","colab":{"base_uri":"https://localhost:8080/","height":101},"outputId":"dc902645-aee4-44d9-d3a5-a53d0ff2425a"},"source":["nlp(text4)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Your max_length is set to 256, but you input_length is only 135. You might consider decreasing max_length manually, e.g. summarizer('...', max_length=50)\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/plain":["['Who directed Forrest Gump?',\n"," 'Who wrote the book of the same name?',\n"," \"What is the name of the film based on Winston Groom's novel?\",\n"," 'Which actor stars in the film?']"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"TMY7ZLdYYUkL"},"source":[""],"execution_count":null,"outputs":[]}]}