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Global Wheat Competition 2021 - Starting notebook\n","\n","- The goal of the notebook is to help you to train your first model and submit !\n","- We will use Pytorch / Torchvision / Pytorch Lightning to go through your first model !\n","- Before starting, Please check in Edit / Prefrences if GPU is selected\n","\n","\n","\n","---\n","\n","\n","\n","---\n","\n","\n",""]},{"cell_type":"markdown","metadata":{"id":"0H3J2MVK_5TW"},"source":["### Download Aicrowd-cli 📚\n","\n","It helps to download dataset and make submission directly via the notebook."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"psxJC7EC_5TX","executionInfo":{"status":"ok","timestamp":1620136583029,"user_tz":-120,"elapsed":5502,"user":{"displayName":"Etienne David","photoUrl":"https://lh5.googleusercontent.com/-k3OuGRAnV2c/AAAAAAAAAAI/AAAAAAAAAFM/cSIFJLFFPi8/s64/photo.jpg","userId":"08119299831437282695"}},"outputId":"d8a93e95-e852-4014-b3c9-a1c94f41a65a"},"source":["!pip install aicrowd-cli"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Collecting aicrowd-cli\n","\u001b[?25l Downloading https://files.pythonhosted.org/packages/8d/89/dc386f8f81d797ed8eb5a92a971267822062c710d47cacce4584735674fd/aicrowd_cli-0.1.3-py3-none-any.whl (50kB)\n","\r\u001b[K |██████▌ | 10kB 20.8MB/s eta 0:00:01\r\u001b[K |█████████████ | 20kB 27.0MB/s eta 0:00:01\r\u001b[K |███████████████████▍ | 30kB 22.1MB/s eta 0:00:01\r\u001b[K |█████████████████████████▉ | 40kB 13.8MB/s eta 0:00:01\r\u001b[K |████████████████████████████████| 51kB 5.2MB/s \n","\u001b[?25hCollecting gitpython<4,>=3.1.12\n","\u001b[?25l Downloading https://files.pythonhosted.org/packages/a6/99/98019716955ba243657daedd1de8f3a88ca1f5b75057c38e959db22fb87b/GitPython-3.1.14-py3-none-any.whl (159kB)\n","\u001b[K |████████████████████████████████| 163kB 26.0MB/s \n","\u001b[?25hCollecting tqdm<5,>=4.56.0\n","\u001b[?25l Downloading 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requests<3,>=2.25.1->aicrowd-cli) (2.10)\n","Requirement already satisfied: chardet<5,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (3.0.4)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2020.12.5)\n","Collecting commonmark<0.10.0,>=0.9.0\n","\u001b[?25l Downloading https://files.pythonhosted.org/packages/b1/92/dfd892312d822f36c55366118b95d914e5f16de11044a27cf10a7d71bbbf/commonmark-0.9.1-py2.py3-none-any.whl (51kB)\n","\u001b[K |████████████████████████████████| 51kB 9.4MB/s \n","\u001b[?25hRequirement already satisfied: typing-extensions<4.0.0,>=3.7.4 in /usr/local/lib/python3.7/dist-packages (from rich<11,>=10.0.0->aicrowd-cli) (3.7.4.3)\n","Requirement already satisfied: pygments<3.0.0,>=2.6.0 in /usr/local/lib/python3.7/dist-packages (from rich<11,>=10.0.0->aicrowd-cli) (2.6.1)\n","Collecting colorama<0.5.0,>=0.4.0\n"," Downloading https://files.pythonhosted.org/packages/44/98/5b86278fbbf250d239ae0ecb724f8572af1c91f4a11edf4d36a206189440/colorama-0.4.4-py2.py3-none-any.whl\n","Collecting smmap<5,>=3.0.1\n"," Downloading https://files.pythonhosted.org/packages/68/ee/d540eb5e5996eb81c26ceffac6ee49041d473bc5125f2aa995cf51ec1cf1/smmap-4.0.0-py2.py3-none-any.whl\n","\u001b[31mERROR: google-colab 1.0.0 has requirement requests~=2.23.0, but you'll have requests 2.25.1 which is incompatible.\u001b[0m\n","\u001b[31mERROR: datascience 0.10.6 has requirement folium==0.2.1, but you'll have folium 0.8.3 which is incompatible.\u001b[0m\n","Installing collected packages: smmap, gitdb, gitpython, tqdm, requests, requests-toolbelt, commonmark, colorama, rich, aicrowd-cli\n"," Found existing installation: tqdm 4.41.1\n"," Uninstalling tqdm-4.41.1:\n"," Successfully uninstalled tqdm-4.41.1\n"," Found existing installation: requests 2.23.0\n"," Uninstalling requests-2.23.0:\n"," Successfully uninstalled requests-2.23.0\n","Successfully installed aicrowd-cli-0.1.3 colorama-0.4.4 commonmark-0.9.1 gitdb-4.0.7 gitpython-3.1.14 requests-2.25.1 requests-toolbelt-0.9.1 rich-10.1.0 smmap-4.0.0 tqdm-4.60.0\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"D5L6NxEe_5TZ"},"source":["## Download Data\n","The first step is to download out train test data. We will be training a model on the train data and make predictions on test data. We submit our predictions.\n","\n","### Please enter your API Key from [here](https://www.aicrowd.com/participants/me)."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lyF9gbdx_5TZ","executionInfo":{"status":"ok","timestamp":1620136679405,"user_tz":-120,"elapsed":1526,"user":{"displayName":"Etienne David","photoUrl":"https://lh5.googleusercontent.com/-k3OuGRAnV2c/AAAAAAAAAAI/AAAAAAAAAFM/cSIFJLFFPi8/s64/photo.jpg","userId":"08119299831437282695"}},"outputId":"238bf70d-7375-4391-93e7-b68b156250b5"},"source":["API_KEY = \"\" \n","!aicrowd login --api-key $API_KEY"],"execution_count":2,"outputs":[{"output_type":"stream","text":["\u001b[32mAPI Key valid\u001b[0m\n","\u001b[32mSaved API Key successfully!\u001b[0m\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hx8pHTHZ_5Ta","executionInfo":{"status":"ok","timestamp":1620137409391,"user_tz":-120,"elapsed":713130,"user":{"displayName":"Etienne David","photoUrl":"https://lh5.googleusercontent.com/-k3OuGRAnV2c/AAAAAAAAAAI/AAAAAAAAAFM/cSIFJLFFPi8/s64/photo.jpg","userId":"08119299831437282695"}},"outputId":"8116265f-e9c8-4255-cc45-b596c327c9bf"},"source":["!aicrowd dataset download --challenge global-wheat-challenge-2021"],"execution_count":5,"outputs":[{"output_type":"stream","text":["train.zip: 100% 6.30G/6.30G [04:35<00:00, 22.9MB/s]\n","submission.csv: 100% 214k/214k [00:00<00:00, 945kB/s]\n","test.zip: 100% 3.93G/3.93G [07:08<00:00, 9.17MB/s]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ESHbptKy3pEQ","executionInfo":{"status":"ok","timestamp":1620137602031,"user_tz":-120,"elapsed":905424,"user":{"displayName":"Etienne David","photoUrl":"https://lh5.googleusercontent.com/-k3OuGRAnV2c/AAAAAAAAAAI/AAAAAAAAAFM/cSIFJLFFPi8/s64/photo.jpg","userId":"08119299831437282695"}},"outputId":"59f37424-3d13-4fec-be40-172f7498a3f5"},"source":["!unzip train.zip\n"],"execution_count":6,"outputs":[{"output_type":"stream","text":["Archive: train.zip\n"," inflating: aicrowd_train.csv \n"," creating: train/\n"," inflating: train/000be778dbb878bf22db3a3525d9722d7f2a49a3a1fb49321c1a43beabd88c06.png \n"," extracting: train/001be48ccfab560e650dc0a4cceeb1636844520c88267e215ec9987688566931.png \n"," inflating: train/003c89679439f746a046c4a89aad17ff32d4e0fe0be96c17518a8f972f31b30d.png \n"," inflating: train/007b9fa7360dd0e511b7663287b3237299123b03380da0ee90de998b7d5c573f.png \n"," inflating: train/00838a686139533d9d3bc6d67768bf8ef9829d25cb879c3cd90969deb51c0c62.png \n"," inflating: train/008b7655928e8d4ced39bb44dca79b4a79fd593c38e0444ff77c2cf64314b1e7.png \n"," inflating: train/008c61e7d4e715750e9f9ffff6ca4613561d629c0657afcc85a1faf7dcf8c4e6.png \n"," inflating: train/008e4196f47d50b0385d14a9955a7e2598457a22ccd4a5b1c8d31df16dd1c3ba.png \n"," inflating: train/008f08a117500732b6fd986fe37a2d79fc87446cb350cf811dcf856a2831bf97.png \n"," inflating: train/00982ddd10513ed92354260324b9c5f74b8dfff26df2b4b75833a4e041eacc5f.png \n"," extracting: train/00ab9e75ba68b9c4d37edd769c98fe728c61b5349915d30eb8f20298a40f5949.png \n"," inflating: train/00af70812322be12f6a9ae8bfe0989384d0fea2742a0ea52d399bffe58c6c603.png \n"," inflating: train/00c7eba3424bddec474b89661b9f8c887ee7e8bfdb28b222d5fa8e92dd75e901.png \n"," inflating: train/00da267e46fc9084115cd37cb38f4ae01b7e0cdf44fa7d76cc8b5047546c29d8.png \n"," extracting: train/00da6c9af4a55bbda674059612fd13e15fe4ce92245147252fe7ea798705fcc7.png \n"," inflating: train/00db37449e80549ec5acefc04d36b3a1629bcaaa7b1de8c6cb0264b2f3362a52.png \n"," inflating: train/00df4088ac26dbecead88d141a62b28d0e73932981c4c150b2529ac1ea1c5629.png \n"," inflating: train/00e256d99071646c64062a65a7c400d62c73ede9a73a5ad8b4c1d5c77f2d7fd1.png \n"," inflating: train/00e97774cc731469b7070d9140e1b524f1a54c19f87630e31545c8dc1dbf5119.png \n"," inflating: train/00e9fdd2765a39173dfff2745d382230bd278da10bebeb563f82ada621a7a23d.png \n"," inflating: train/00fa8800d40be3a1411f2d6fe1c04fac8dec772c73e2bc84893e5966ad70e034.png \n"," inflating: train/00fd63c8596a95b9c1c6cdec7a6db99032d21d17b6e1ef585a3021723719ed36.png \n"," extracting: train/0109078dc13b52281c49e60a605a8830b0d99772319b784776a0f02ff769d6bc.png \n"," inflating: train/010e42869565b91eb09daf038ba1a1798851a399c25fab35d42c7f5f2b072d5b.png \n"," inflating: train/011abedf2a98363d15fd72cac4c95574ef3cdf4d8f10ff0e3387f5f34ba69dcd.png \n"," inflating: train/012296d2a04ceabcc4f671abb6e0d627fc820279319e8810e254e02c5fccdf0c.png \n"," inflating: train/014fb2e0090610c0226c15d561b96c1824d0801a04112e23f21582a57078fa70.png \n"," inflating: train/01533e2b30eb6dfe05c84228b8546ac8fe38f3d7f70ade17fa38d680863d5f25.png \n"," inflating: train/017552669ee45c6d4b877014b9c6d6d338a07beb2f0d0767861abc50a8b128ed.png \n"," inflating: train/018e8e71e1daaa92f7a954019e45a17576b7ebf5e44b9f1ff14e4b84823a71d0.png \n"," inflating: 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\n"," inflating: train/023adce8e3609f3309907493c86f6b4cf0c147feb4899b50b41229b3dde557f8.png \n"," inflating: train/023ae35cda3d1c88e59f1765b672bfbdbf062b6e7a5b43423d88e01c2a2879c2.png \n"," inflating: train/025d464c248c707535ae96634a2d2837e827812b664b3d06830d7b42d3650bb0.png \n"," inflating: train/02603473c2ed72d6576eef25461de17631146dc005538b4e7f072890d96c3634.png \n"," inflating: train/02e66102014c168b2707888c3d0a48a5f139360c1cbc9b2b06b3897d1b665344.png \n"," inflating: train/02f26f4df7ff60039763d9f2b9eb016dd8c9ffc93fdd29cd8feabce346ef6943.png \n"," inflating: train/0303674f396eeb2e1c4e22ba8f853374af395c99db37c8cc3a6d1b11c1a2a042.png \n"," inflating: train/0316cdc1c62ae178edc19d55e06417c10f8b695096f8b02a03158093639eb1a3.png \n"," inflating: train/031a0b6ce13c0bbd73bbf66354237250fd93cdd05fa78633ad46c71b2a9ab930.png \n"," inflating: train/031ce79bd1cb44ad4f411f07ab2e0262d732003732be89f28eae0f0f0a489193.png \n"," inflating: 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extracting: train/03a04d7c153d22e9cfd71f79e9ef0bbc0b7edfa31e308933c1403aa8e6df65ab.png \n"," inflating: train/03c2b37b5e5facfbe1643979940487abaca20a58f6ca54a621b251f24fe86b51.png \n"," inflating: train/03cd9b012b19f3b6878187ad0a77b9464347ae43dacc631857bfffa175bcf80e.png \n"," inflating: train/03dd3e5f33125b89db6540d983e9e38ade7d7c2d6ea9572ed0084ae27c374a1e.png \n"," inflating: train/03e3b18d647eba8faf7c8e20b1b0cb64eb80a88b505df8f09a0eb7ab96ccd7cd.png \n"," inflating: train/03f40a45d060d20124eeca49a7b7a920c09a1c2196f22029397a91ed60425b12.png \n"," inflating: train/044b3f79bae7a2c9b76dcc464851ec035d972bb23bf44627014f2f7c0638c0aa.png \n"," inflating: train/045562ea5456f1b2a535b08026a39f5f387eb1a4ca124ce9bf276d915511e24e.png \n"," inflating: train/045af35b0b375bf5483d2ae3ce9238de1ac595d83ff9daf485c4f7afb2dd3b1c.png \n"," inflating: train/047116f6fc064df513c096e2d20831343958c45f8748efca90dc14f1663c8cae.png \n"," inflating: 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\n"," inflating: train/057653847540dc6ce0bbaa8b214c30c966fcc4cf38f85dc8ce9e3088fb90f31f.png \n"," inflating: train/057d97b3bba88b669b3b5d026ef5a9eb6821382d506e3e4646c50c8b15af1b5a.png \n"," inflating: train/0588b6f9b0d09ced2672cffd34ab4d2bb5d755508f67c558b0f09ebd08ecbe77.png \n"," inflating: train/05a4812aa96cd0558dbb2f74bd4c07ff65d954618c3108228f91c595ed17d457.png \n"," inflating: train/05a8753a6850b70232ab6ae439a8262d2c34a6f0c9fb7b6e7050fef3e2a815ea.png \n"," inflating: train/05afa306b7296c3b4a23cbb530e444b7f0834707066a686b338cd92c3bcddfa9.png \n"," inflating: train/05d4a6edcb2de1ccc210abb63e3dfdb19f57b645bcefdb8009fe916270adcfd3.png \n"," inflating: train/05e7a995f7150b66e8db974c2610b1c6ed7ee3f73afca7b19c568f51c46bd644.png \n"," inflating: train/05f7f71d829a0d4d8d19878692a892f471bc8058cb5d1b45e4245d8f46427950.png \n"," inflating: train/063566526bb45d5daa82f47802941a0384db5273591c50030c241d9d33917233.png \n"," extracting: 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\n"," inflating: train/3470d7d5ae7a220bee832042de756d8e98e64f12cc8f354cf6339fc2618a9021.png \n"," inflating: train/3478c9e3f7e7b9d75f47091ccf2713f866e8752fc02325ecd617d12375af615d.png \n"," inflating: train/347cfdd4c77c43c7ef8f5e9f4de69cf6be0388dae98b2f22a8da2c3cb00c35dd.png \n"," inflating: train/348b0944f6ab8455554513bde7fef5056a9ce5d155760942b357dba9560dff47.png \n"," extracting: train/3496723367e06141278ed8ab04e3843817bc59cd8284a3343d993c9749379795.png \n"," inflating: train/349eec55a732568df242d86ec5dff65f925471e0366fa7427ddfd3792d6c862b.png \n"," inflating: train/34a3945705f58d5ac30f2fa27f44de2887bc767e7cbdb046f2e4945c9754b593.png \n"," inflating: train/34ac86c034c838294db1ab14c41445e13b0786aa29f8ad676f275fffbe54e840.png \n"," inflating: train/34af23dd74d017c527fcdae3c880749a616df7cf7fa5b71f6ae4c6315ef2a886.png \n"," inflating: train/34af7a345a7ec492aaa3a42b2eebbdf8ebf5d0148a87bb0bf2c62a7188724c81.png \n"," inflating: 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\n"," inflating: train/45ab164f697133a8cb13ca006baf657a1946f1229252017d92852134eec6ea4f.png \n"," inflating: train/460e2a12a2502729c71dfbaecd4acd2e51a545d06af9931d0b0cf68189b65fc0.png \n"," inflating: train/46365a5bf1531ed929e5843935ea972a17188c31599274a262c11a9840e2fa5c.png \n"," inflating: train/465295988d7cb4e4c4a8a3b0bbecb2c9ebf4eef029d52334b72975c3eea10b44.png \n"," inflating: train/46733b555516d93c1bc5f7054c4015a0673dab57ffe5c016ba17457065b1b341.png \n"," inflating: train/468015f45aa97639b611430b3f3eb81b68fdefb1bbf91c8f2f44f5af4e77977a.png \n"," inflating: train/46d224a7ebe65db2e20ea230cd0d15dc43bf34f24406f3884eb9c8fce7f3142c.png \n"," extracting: train/46ddef0caf16d21821087fa6d86424d862cabc52bf8a8bd6c6483c83744f6aae.png \n"," inflating: train/46ecfcecc041a293152be40d0aacad63e347b172afb84d79d04377dfb68a466a.png \n"," inflating: train/46f714666e4a3d2ba43b9d10d2b0e77baf36769ab2c50b79b542d408033a1b4f.png \n"," inflating: 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\n"," inflating: train/47e95038bfe510d846421ed88808fc12a2175a4f5d76577c42ae5bc93516bd6c.png \n"," extracting: train/4804c3a45c9d9c422a520848cd83a7f373ad9ca23ccae6161e7ce111a8b22ca8.png \n"," inflating: train/480cd30e72837af35631483a960b93197f986b18e90bdfce9903268df8a322da.png \n"," inflating: train/480e210bedb5dd742fecc0780a0ba831483a9de340e895b0ef82d7e528cdb090.png \n"," inflating: train/4814848f3269be6ea9f7705303a03f85eb48cc2770c0dcd98ee1ce66feabe4c2.png \n"," inflating: train/482a3913c8f45dca56368a40e9f12b286bdce4b7c79d903cbcb2523883136b18.png \n"," inflating: train/482c6ea2146a98318cfcb201c575478a95e471f2861d1ff2c4f41367d96d901b.png \n"," inflating: train/483ede3429a3384ed7c5eaae46bc64a150ff5a47209e99bea4c86b58303958e5.png \n"," inflating: train/484ff158f064fea7b3f13320b58e772aeffc7810eb572de66f199c7c83f80fc8.png \n"," inflating: train/4884e9e50b2a6e59b314c12eeb833497a355670d39610dcf419fe115c3d4563a.png \n"," inflating: 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\n"," inflating: train/67a8218d75936eeaf35176d755aa88b5d17fb2dcb53c7ba4f52cb68ef430c700.png \n"," extracting: train/67af8786ae7d0c171fbea0dc124f5d11af4c9c94f199aa9b9fc3a4d5b5d03bd0.png \n"," inflating: train/67ca16319ed06f3007a40c508da79a7fde96670e399ec3b952dc0512779eaf49.png \n"," inflating: train/67cfd49380c46d8e16c24351b901d8e168efb884eaa834f543dba0df6a1dfe17.png \n"," extracting: train/67dc12e17c2e62f95ebc7b8fa9c8644e8562482887a81dffac3496828767718b.png \n"," inflating: train/67e6f88f3b367c0726de6adfc690556064cfc9e95a623b36715ff0c149ed9a08.png \n"," inflating: train/67e9ba9661eaf57178a889fdcf1bba6407fe226e13a0ef9eff4e0fc20f5bd864.png \n"," inflating: train/67f13f45ecfd81b6fd1eccfa188e6b3a2f0e91d448d94213474115d649bfaa0d.png \n"," inflating: train/6810691c698bd03f29a0d48ba8c0d375a02e359081c1d3fba360c5429f78b482.png \n"," inflating: train/6816ff4f50468603a6a8422041cb5e59d5b4c2e12de3b80d22ae46551ba792d1.png \n"," extracting: 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\n"," inflating: train/ee49dc8374622059b2c22cc2bbd6d7a80dbdc2605c66ab5b6b3bb3f14497456e.png \n"," extracting: train/ee4ab12f861b386c89c3c6961f91a59090d6dbf9d4a8e4ead3b43a64cc96cbed.png \n"," extracting: train/ee54df2709f66bd9904d5f2be54c8dc81faec8c440b6a51ac3a66c03b74907e7.png \n"," inflating: train/ee74bf7f0fdadc63b89b7598cdfc8f236d21177b782b4478330dc444332b2700.png \n"," inflating: train/ee8acac9d7c32a1aba0a9a5b7d6ff71f8516cc378c0d8ae806852ebd8a473fb7.png \n"," inflating: train/eeb0a08c2f632bc6b0af2f4f5b54006f5be0bc0bbd33b2c94e8ed9b132b841a1.png \n"," extracting: train/eec01b274aee625ee88baf4e8841c4ad0077789603c81c0cb708658aae04d802.png \n"," inflating: train/eecadd9472d19b618aaa1c80fdec14b4cbaf0b3227592a2b18828607a52cd5c1.png \n"," inflating: train/eedd8308a0a3ff1946a57adc7bdbefd723b763f13cf879aa902fac4ffb108477.png \n"," extracting: train/eef430ad5c3e8fc8dab4ab27a96ae8a83159ae7e8028e287b99c09aa58fffac7.png \n"," inflating: 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\n"," inflating: train/fdd16ee4a79d74090137ec9943c11cc55ac885e62bd0457ac25c48acd98f98c3.png \n"," inflating: train/fdd54424392ec28ef614b6f4fa300a0ba334fafe4ce7ea2c5a9d9324f255a844.png \n"," inflating: train/fdd661a9c9f21342976aaebc22758c8df4e6da03613f9d44f1d7ba6d7cb37827.png \n"," inflating: train/fddd535d43b55c177531c61df1f4dd2e1571fae3f1493768174986254685cb3b.png \n"," inflating: train/fdee9b3e1a63ea2de56d4fb24d0ea577f3dc3a196e2d4d2295fc929430773d44.png \n"," inflating: train/fdf6ba33c70cadc960c047a89149e3f1c0b81f21907b8e3231393b4f80e22404.png \n"," inflating: train/fe1c2ab51ff281c8a1f34132f96dcb7ca8b261dad393d745e3a8a9fa6562f2be.png \n"," inflating: train/fe2b809780a7d5cc5fc63029e39022c66adf04d76517e876b9d6fd3b022a1000.png \n"," inflating: train/fe4ace303d3c4580b3f71f8faf05eaca7dfa78d76ab0683657562f286b65ef77.png \n"," inflating: train/fe5cc37185f7851d720af44ad4fd429c5c9b20e5a50761bba408c0837b521c24.png \n"," inflating: 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\n"," extracting: train/ff3e4e3b063c36b73effb6e69805ab88b5981d50ce8258dadcca8c6176084b8b.png \n"," inflating: train/ff3f64ff854222b0bec0a833c06ab256c12a0ada64af9692668aae8ac5e7ff80.png \n"," inflating: train/ff59fd37ea524527aa63a7cd045b55128a6c76c8c4cdccc203babaf5fc4de76d.png \n"," inflating: train/ff64fb472d57e47456a8a14cb21462a101adcdb6bd533549375069109ef628e8.png \n"," extracting: train/ff7b49c542467bb849b24d87826e10510e56715f83325024f8eebf3a13ab0706.png \n"," extracting: train/ff7f35ce8a613c72aee3a36d6cd9d85dc2f86d09273c8e5d7cc3b48dc2b144c2.png \n"," inflating: train/ff93ebf7da05ac85824f05dfbdf4406a837e5ba05ad2ec4a8d8a66d588f26b03.png \n"," inflating: train/ff9d005e1a5ffc5647e7eaf1491a6fb88acc9f5fd31f390eb165c61b1ab4ba41.png \n"," inflating: train/ffbc7829374925e97479a8fe9bcd278edd6572a4cf9749edd28926231be1d1b9.png \n"," inflating: train/ffc9f5c67be9a683a4aba81df3061af2272fb0f08f7aaf382b2a72d041b65568.png \n"," inflating: train/ffca5397de1c43a5921cab8e00f3f2a009c9f01b7f64175a9b38fa50498bddee.png \n"," extracting: train/ffd5e8579d580d50883088e295531ae1f8499d7a69be6668a3ee8c1c543d938b.png \n"," inflating: train/ffd6378b78d84c2df418d855a3b3f7565bdb07044bac91233b6d59ba0837039c.png \n"," inflating: train/ffd644d93cfc6f5d7b6c388b9b7a8b3bcb79be44888a129608f1f3423989ab00.png \n"," inflating: train/fff35743e48c42e664bdfbf43d17fa7d4369ea59356524e56f1571e6c6ace15f.png \n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"22Hst_AHrBAQ","executionInfo":{"status":"ok","timestamp":1620137810285,"user_tz":-120,"elapsed":4406,"user":{"displayName":"Etienne David","photoUrl":"https://lh5.googleusercontent.com/-k3OuGRAnV2c/AAAAAAAAAAI/AAAAAAAAAFM/cSIFJLFFPi8/s64/photo.jpg","userId":"08119299831437282695"}},"outputId":"5890d34e-ddef-4394-85d8-098bae4762f8"},"source":["!unzip test.zip"],"execution_count":7,"outputs":[{"output_type":"stream","text":["Archive: 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