diff --git a/examples/multimodal_image_search_clip.ipynb b/examples/multimodal_image_search_clip.ipynb index 72608928c6..4d32339870 100644 --- a/examples/multimodal_image_search_clip.ipynb +++ b/examples/multimodal_image_search_clip.ipynb @@ -37,204 +37,10 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "5ebe1497", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Defaulting to user installation because normal site-packages is not writeable\n", - "Requirement already satisfied: superduperdb in /home/superduper/.local/lib/python3.11/site-packages (0.0.16)\n", - "Requirement already satisfied: boto3>=1.16 in /home/superduper/.local/lib/python3.11/site-packages (from superduperdb) (1.29.5)\n", - "Requirement already satisfied: dask>=2022.6.0 in /home/superduper/.local/lib/python3.11/site-packages (from dask[distributed]>=2022.6.0->superduperdb) (2023.11.0)\n", - "Requirement already satisfied: dill>=0.3.6 in /home/superduper/.local/lib/python3.11/site-packages (from superduperdb) (0.3.7)\n", - 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"\u001b[32m 2023-Nov-28 10:09:14.64\u001b[0m| \u001b[1mINFO \u001b[0m | \u001b[36mdemo \u001b[0m| \u001b[36me9def9e0-119e-447e-974c-9847b1173822\u001b[0m| \u001b[36msuperduperdb.base.build\u001b[0m:\u001b[36m91 \u001b[0m | \u001b[1mData Client is ready. mongomock.MongoClient('localhost', 27017)\u001b[0m\n", - "\u001b[32m 2023-Nov-28 10:09:14.64\u001b[0m| \u001b[1mINFO \u001b[0m | \u001b[36mdemo \u001b[0m| \u001b[36me9def9e0-119e-447e-974c-9847b1173822\u001b[0m| \u001b[36msuperduperdb.backends.local.artifacts\u001b[0m:\u001b[36m30 \u001b[0m | \u001b[1mCreating artifact store directory\u001b[0m\n", - "\u001b[32m 2023-Nov-28 10:09:14.64\u001b[0m| \u001b[1mINFO \u001b[0m | \u001b[36mdemo \u001b[0m| \u001b[36me9def9e0-119e-447e-974c-9847b1173822\u001b[0m| \u001b[36msuperduperdb.base.datalayer\u001b[0m:\u001b[36m79 \u001b[0m | \u001b[1mBuilding Data Layer\u001b[0m\n" - ] - } - ], + "outputs": [], "source": [ "import os\n", "from superduperdb import superduper\n", @@ -307,3422 +98,10 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "5f0f14fb-8e79-4bc6-88af-1a800aecb8db", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " % Total % Received % Xferd Average Speed Time Time Time Current\n", - " Dload Upload Total Spent Left Speed\n", - "100 98.7M 100 98.7M 0 0 4406k 0 0:00:22 0:00:22 --:--:-- 4530k 88 87.3M 0 0 4358k 0 0:00:23 0:00:20 0:00:03 4375k\n", - "Archive: coco_sample.zip\n", - " creating: images_small/\n", - " inflating: images_small/COCO_train2014_000000096202.jpg \n", - " inflating: images_small/COCO_train2014_000000154625.jpg \n", - " inflating: images_small/COCO_train2014_000000086763.jpg \n", - " inflating: images_small/COCO_train2014_000000206871.jpg \n", - " inflating: images_small/COCO_train2014_000000199131.jpg \n", - " inflating: images_small/COCO_train2014_000000109522.jpg \n", - " inflating: images_small/COCO_train2014_000000416811.jpg \n", - " inflating: images_small/COCO_train2014_000000272100.jpg \n", - 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" inflating: images_small/COCO_train2014_000000285990.jpg \n", - " inflating: images_small/COCO_train2014_000000527830.jpg \n", - " inflating: images_small/COCO_train2014_000000056594.jpg \n", - " inflating: images_small/COCO_train2014_000000361394.jpg \n", - " inflating: images_small/COCO_train2014_000000258501.jpg \n", - " inflating: images_small/COCO_train2014_000000294692.jpg \n", - " inflating: images_small/COCO_train2014_000000521266.jpg \n", - " inflating: images_small/COCO_train2014_000000207978.jpg \n", - " inflating: images_small/COCO_train2014_000000428518.jpg \n", - " inflating: images_small/COCO_train2014_000000272459.jpg \n", - " extracting: images_small/COCO_train2014_000000364549.jpg \n", - " extracting: images_small/COCO_train2014_000000030349.jpg \n", - " inflating: images_small/COCO_train2014_000000451554.jpg \n", - " inflating: images_small/COCO_train2014_000000054803.jpg \n", - " inflating: images_small/COCO_train2014_000000290153.jpg \n", - " inflating: images_small/COCO_train2014_000000178443.jpg \n", - " inflating: images_small/COCO_train2014_000000224390.jpg \n", - " inflating: images_small/COCO_train2014_000000349154.jpg \n", - " inflating: images_small/COCO_train2014_000000329878.jpg \n", - " inflating: images_small/COCO_train2014_000000279929.jpg \n", - " inflating: images_small/COCO_train2014_000000528929.jpg \n", - " inflating: images_small/COCO_train2014_000000015693.jpg \n", - " inflating: images_small/COCO_train2014_000000316444.jpg \n", - " inflating: images_small/COCO_train2014_000000395765.jpg \n", - " inflating: images_small/COCO_train2014_000000473911.jpg \n", - " inflating: images_small/COCO_train2014_000000145926.jpg \n", - " extracting: images_small/COCO_train2014_000000090869.jpg \n", - " inflating: images_small/COCO_train2014_000000047857.jpg \n", - " inflating: images_small/COCO_train2014_000000162355.jpg \n", - " inflating: images_small/COCO_train2014_000000381704.jpg \n", - " inflating: images_small/COCO_train2014_000000573911.jpg \n", - " inflating: images_small/COCO_train2014_000000523673.jpg \n", - 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" inflating: images_small/COCO_train2014_000000415499.jpg \n", - " inflating: images_small/COCO_train2014_000000544832.jpg \n", - " inflating: images_small/COCO_train2014_000000181027.jpg \n", - " inflating: images_small/COCO_train2014_000000434319.jpg \n", - " inflating: images_small/COCO_train2014_000000125785.jpg \n", - " inflating: images_small/COCO_train2014_000000551595.jpg \n", - " inflating: images_small/COCO_train2014_000000231748.jpg \n", - " inflating: images_small/COCO_train2014_000000295798.jpg \n", - " inflating: images_small/COCO_train2014_000000388905.jpg \n", - " inflating: images_small/COCO_train2014_000000158020.jpg \n", - " inflating: images_small/COCO_train2014_000000417259.jpg \n", - " inflating: images_small/COCO_train2014_000000336966.jpg \n", - " inflating: images_small/COCO_train2014_000000520387.jpg \n", - " inflating: images_small/COCO_train2014_000000355225.jpg \n", - " inflating: images_small/COCO_train2014_000000393464.jpg \n", - " inflating: images_small/COCO_train2014_000000319749.jpg \n", - " inflating: images_small/COCO_train2014_000000359423.jpg \n", - " inflating: images_small/COCO_train2014_000000505661.jpg \n", - " inflating: images_small/COCO_train2014_000000448013.jpg \n", - " inflating: images_small/COCO_train2014_000000330481.jpg \n", - " inflating: images_small/COCO_train2014_000000441751.jpg \n", - " inflating: images_small/COCO_train2014_000000091778.jpg \n", - " inflating: images_small/COCO_train2014_000000073925.jpg \n", - " inflating: images_small/COCO_train2014_000000225265.jpg \n", - " inflating: images_small/COCO_train2014_000000086576.jpg \n", - " inflating: images_small/COCO_train2014_000000152733.jpg \n", - " inflating: images_small/COCO_train2014_000000266360.jpg \n", - " inflating: images_small/COCO_train2014_000000112459.jpg \n", - " inflating: images_small/COCO_train2014_000000053405.jpg \n", - " inflating: images_small/COCO_train2014_000000188215.jpg \n", - " inflating: images_small/COCO_train2014_000000149449.jpg \n", - " inflating: images_small/COCO_train2014_000000549133.jpg \n", - 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" inflating: images_small/COCO_train2014_000000111455.jpg \n", - " inflating: images_small/COCO_train2014_000000109568.jpg \n", - " inflating: images_small/COCO_train2014_000000190177.jpg \n", - " inflating: images_small/COCO_train2014_000000462664.jpg \n", - " inflating: images_small/COCO_train2014_000000527338.jpg \n", - " inflating: images_small/COCO_train2014_000000119021.jpg \n", - " inflating: images_small/COCO_train2014_000000523638.jpg \n", - " inflating: images_small/COCO_train2014_000000476605.jpg \n", - " inflating: images_small/COCO_train2014_000000265344.jpg \n", - " inflating: images_small/COCO_train2014_000000277998.jpg \n", - " inflating: images_small/COCO_train2014_000000039495.jpg \n", - " inflating: images_small/COCO_train2014_000000341596.jpg \n", - " inflating: images_small/COCO_train2014_000000321262.jpg \n", - " inflating: images_small/COCO_train2014_000000524155.jpg \n", - " inflating: images_small/COCO_train2014_000000382287.jpg \n", - " inflating: images_small/COCO_train2014_000000093332.jpg \n", - " inflating: images_small/COCO_train2014_000000183653.jpg \n", - " inflating: images_small/COCO_train2014_000000421763.jpg \n", - " inflating: images_small/COCO_train2014_000000072872.jpg \n", - " inflating: images_small/COCO_train2014_000000314597.jpg \n", - " inflating: images_small/COCO_train2014_000000139324.jpg \n", - " inflating: images_small/COCO_train2014_000000528960.jpg \n", - " inflating: images_small/COCO_train2014_000000414733.jpg \n", - " inflating: images_small/COCO_train2014_000000277795.jpg \n", - " inflating: images_small/COCO_train2014_000000301171.jpg \n", - " inflating: images_small/COCO_train2014_000000023368.jpg \n", - " inflating: images_small/COCO_train2014_000000502637.jpg \n", - " inflating: images_small/COCO_train2014_000000173239.jpg \n", - " inflating: images_small/COCO_train2014_000000412356.jpg \n", - " inflating: images_small/COCO_train2014_000000521950.jpg \n", - " inflating: images_small/COCO_train2014_000000463593.jpg \n", - " inflating: images_small/COCO_train2014_000000354616.jpg \n", - " inflating: images_small/COCO_train2014_000000236087.jpg \n", - " inflating: images_small/COCO_train2014_000000127654.jpg \n", - " inflating: images_small/COCO_train2014_000000128567.jpg \n", - " inflating: images_small/COCO_train2014_000000171374.jpg \n", - " inflating: images_small/COCO_train2014_000000485016.jpg \n", - " inflating: images_small/COCO_train2014_000000488532.jpg \n", - " inflating: images_small/COCO_train2014_000000005608.jpg \n", - " inflating: images_small/COCO_train2014_000000456919.jpg \n", - " inflating: images_small/COCO_train2014_000000298793.jpg \n", - " inflating: images_small/COCO_train2014_000000088538.jpg \n", - " inflating: images_small/COCO_train2014_000000289852.jpg \n", - " inflating: images_small/COCO_train2014_000000402384.jpg \n", - " inflating: images_small/COCO_train2014_000000142225.jpg \n", - " inflating: images_small/COCO_train2014_000000526568.jpg \n", - " inflating: images_small/COCO_train2014_000000124188.jpg \n", - " inflating: images_small/COCO_train2014_000000103251.jpg \n", - " inflating: images_small/COCO_train2014_000000041710.jpg \n", - " inflating: images_small/COCO_train2014_000000262171.jpg \n", - " inflating: images_small/COCO_train2014_000000368448.jpg \n", - " inflating: images_small/COCO_train2014_000000235029.jpg \n", - " inflating: images_small/COCO_train2014_000000412815.jpg \n", - " inflating: images_small/COCO_train2014_000000525075.jpg \n", - " inflating: images_small/COCO_train2014_000000141923.jpg \n", - " inflating: images_small/COCO_train2014_000000248001.jpg \n", - " inflating: images_small/COCO_train2014_000000329399.jpg \n", - " inflating: images_small/COCO_train2014_000000281215.jpg \n", - " inflating: images_small/COCO_train2014_000000506653.jpg \n", - " inflating: images_small/COCO_train2014_000000131208.jpg \n", - " inflating: images_small/COCO_train2014_000000213039.jpg \n", - " inflating: images_small/COCO_train2014_000000411475.jpg \n", - " inflating: images_small/COCO_train2014_000000310242.jpg \n", - " inflating: images_small/COCO_train2014_000000306420.jpg \n", - " inflating: images_small/COCO_train2014_000000058296.jpg \n", - " inflating: images_small/COCO_train2014_000000342510.jpg \n", - " inflating: images_small/COCO_train2014_000000568808.jpg \n", - " inflating: images_small/COCO_train2014_000000359656.jpg \n", - " inflating: images_small/COCO_train2014_000000502409.jpg \n", - " inflating: images_small/COCO_train2014_000000470114.jpg \n", - " inflating: images_small/COCO_train2014_000000189020.jpg \n", - " inflating: images_small/COCO_train2014_000000246831.jpg \n", - " inflating: images_small/COCO_train2014_000000323717.jpg \n", - " inflating: images_small/COCO_train2014_000000330025.jpg \n", - " inflating: images_small/COCO_train2014_000000085626.jpg \n", - " inflating: images_small/COCO_train2014_000000069856.jpg \n", - " inflating: images_small/COCO_train2014_000000187025.jpg \n", - " inflating: images_small/COCO_train2014_000000191647.jpg \n", - " inflating: images_small/COCO_train2014_000000092428.jpg \n", - " inflating: images_small/COCO_train2014_000000236332.jpg \n", - 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" inflating: images_small/COCO_train2014_000000022071.jpg \n", - " inflating: images_small/COCO_train2014_000000108840.jpg \n", - " inflating: images_small/COCO_train2014_000000467902.jpg \n", - " inflating: images_small/COCO_train2014_000000500027.jpg \n", - " inflating: images_small/COCO_train2014_000000256748.jpg \n", - " inflating: images_small/COCO_train2014_000000334867.jpg \n", - " inflating: images_small/COCO_train2014_000000388008.jpg \n", - " inflating: images_small/COCO_train2014_000000518898.jpg \n", - " inflating: images_small/COCO_train2014_000000190199.jpg \n", - " inflating: images_small/COCO_train2014_000000323499.jpg \n", - " inflating: images_small/COCO_train2014_000000405177.jpg \n", - " inflating: images_small/COCO_train2014_000000012824.jpg \n", - " inflating: images_small/COCO_train2014_000000448077.jpg \n", - " inflating: images_small/COCO_train2014_000000092017.jpg \n", - " inflating: images_small/COCO_train2014_000000142034.jpg \n", - " extracting: images_small/COCO_train2014_000000263724.jpg \n", - 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" inflating: images_small/COCO_train2014_000000244557.jpg \n", - " inflating: images_small/COCO_train2014_000000160459.jpg \n", - " inflating: images_small/COCO_train2014_000000135316.jpg \n", - " inflating: images_small/COCO_train2014_000000403335.jpg \n", - " inflating: images_small/COCO_train2014_000000151848.jpg \n", - " inflating: images_small/COCO_train2014_000000372768.jpg \n", - " inflating: images_small/COCO_train2014_000000434214.jpg \n", - " inflating: images_small/COCO_train2014_000000337552.jpg \n", - " inflating: images_small/COCO_train2014_000000086137.jpg \n", - " inflating: images_small/COCO_train2014_000000536417.jpg \n", - " inflating: images_small/COCO_train2014_000000365572.jpg \n", - " inflating: images_small/COCO_train2014_000000261066.jpg \n", - " inflating: images_small/COCO_train2014_000000371513.jpg \n", - " inflating: images_small/COCO_train2014_000000131825.jpg \n", - " inflating: images_small/COCO_train2014_000000126381.jpg \n", - " inflating: images_small/COCO_train2014_000000470442.jpg \n", - 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" inflating: images_small/COCO_train2014_000000071024.jpg \n", - " inflating: images_small/COCO_train2014_000000168207.jpg \n", - " inflating: images_small/COCO_train2014_000000109835.jpg \n", - " inflating: images_small/COCO_train2014_000000033571.jpg \n", - " inflating: images_small/COCO_train2014_000000027504.jpg \n", - " inflating: images_small/COCO_train2014_000000305709.jpg \n", - " inflating: images_small/COCO_train2014_000000504894.jpg \n", - " inflating: images_small/COCO_train2014_000000417142.jpg \n", - " inflating: images_small/COCO_train2014_000000381384.jpg \n", - " inflating: images_small/COCO_train2014_000000194043.jpg \n", - " inflating: images_small/COCO_train2014_000000380924.jpg \n", - " inflating: images_small/COCO_train2014_000000112226.jpg \n", - " inflating: images_small/COCO_train2014_000000116040.jpg \n", - " inflating: images_small/COCO_train2014_000000193738.jpg \n", - " inflating: images_small/COCO_train2014_000000571562.jpg \n", - " inflating: images_small/COCO_train2014_000000475076.jpg \n", - " inflating: images_small/COCO_train2014_000000357926.jpg \n", - " inflating: images_small/COCO_train2014_000000030911.jpg \n", - " inflating: images_small/COCO_train2014_000000185166.jpg \n", - " inflating: images_small/COCO_train2014_000000231282.jpg \n", - " inflating: images_small/COCO_train2014_000000100781.jpg \n", - " inflating: images_small/COCO_train2014_000000311620.jpg \n", - " inflating: images_small/COCO_train2014_000000380887.jpg \n", - " inflating: images_small/COCO_train2014_000000348027.jpg \n", - " inflating: images_small/COCO_train2014_000000182972.jpg \n", - " inflating: images_small/COCO_train2014_000000430489.jpg \n", - " inflating: images_small/COCO_train2014_000000299326.jpg \n", - " inflating: images_small/COCO_train2014_000000177247.jpg \n", - " inflating: images_small/COCO_train2014_000000067726.jpg \n", - " inflating: images_small/COCO_train2014_000000230639.jpg \n", - " inflating: images_small/COCO_train2014_000000262619.jpg \n", - " inflating: images_small/COCO_train2014_000000235741.jpg \n", - " inflating: images_small/COCO_train2014_000000046071.jpg \n", - " inflating: images_small/COCO_train2014_000000059151.jpg \n", - " inflating: images_small/COCO_train2014_000000263275.jpg \n", - " inflating: images_small/COCO_train2014_000000103539.jpg \n", - " inflating: images_small/COCO_train2014_000000224670.jpg \n", - " inflating: images_small/COCO_train2014_000000554866.jpg \n", - " inflating: images_small/COCO_train2014_000000254397.jpg \n", - " inflating: images_small/COCO_train2014_000000322215.jpg \n", - " inflating: images_small/COCO_train2014_000000494115.jpg \n", - " inflating: images_small/COCO_train2014_000000047804.jpg \n", - " inflating: images_small/COCO_train2014_000000540436.jpg \n", - " inflating: images_small/COCO_train2014_000000272807.jpg \n", - " inflating: images_small/COCO_train2014_000000017799.jpg \n", - " inflating: images_small/COCO_train2014_000000195942.jpg \n", - " inflating: images_small/COCO_train2014_000000031010.jpg \n", - " inflating: images_small/COCO_train2014_000000053695.jpg \n", - " inflating: images_small/COCO_train2014_000000072883.jpg \n", - " inflating: images_small/COCO_train2014_000000526957.jpg \n", - " inflating: images_small/COCO_train2014_000000276491.jpg \n", - " inflating: images_small/COCO_train2014_000000231902.jpg \n", - " inflating: images_small/COCO_train2014_000000054850.jpg \n", - " inflating: images_small/COCO_train2014_000000208629.jpg \n", - " inflating: images_small/COCO_train2014_000000132294.jpg \n", - " inflating: images_small/COCO_train2014_000000223447.jpg \n", - " inflating: images_small/COCO_train2014_000000225750.jpg \n", - " inflating: images_small/COCO_train2014_000000154677.jpg \n", - " inflating: images_small/COCO_train2014_000000009202.jpg \n", - " inflating: images_small/COCO_train2014_000000448917.jpg \n", - " inflating: images_small/COCO_train2014_000000426016.jpg \n", - " inflating: images_small/COCO_train2014_000000080426.jpg \n", - " inflating: images_small/COCO_train2014_000000306837.jpg \n", - " inflating: images_small/COCO_train2014_000000371301.jpg \n", - 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" inflating: images_small/COCO_train2014_000000522000.jpg \n", - " inflating: images_small/COCO_train2014_000000227337.jpg \n", - " inflating: images_small/COCO_train2014_000000389351.jpg \n", - " inflating: images_small/COCO_train2014_000000527391.jpg \n", - " inflating: images_small/COCO_train2014_000000455075.jpg \n", - " inflating: images_small/COCO_train2014_000000137407.jpg \n", - " inflating: images_small/COCO_train2014_000000372691.jpg \n", - " inflating: images_small/COCO_train2014_000000547459.jpg \n", - " inflating: images_small/COCO_train2014_000000233829.jpg \n", - " inflating: images_small/COCO_train2014_000000110090.jpg \n", - " inflating: images_small/COCO_train2014_000000095924.jpg \n", - " inflating: images_small/COCO_train2014_000000409736.jpg \n", - " inflating: images_small/COCO_train2014_000000580660.jpg \n", - " inflating: images_small/COCO_train2014_000000557886.jpg \n", - " inflating: images_small/COCO_train2014_000000238968.jpg \n", - " inflating: images_small/COCO_train2014_000000055527.jpg \n", - " inflating: images_small/COCO_train2014_000000414954.jpg \n", - " inflating: images_small/COCO_train2014_000000362333.jpg \n", - " inflating: images_small/COCO_train2014_000000066853.jpg \n", - " inflating: images_small/COCO_train2014_000000115117.jpg \n", - " inflating: images_small/COCO_train2014_000000405695.jpg \n", - " inflating: images_small/COCO_train2014_000000550870.jpg \n", - " inflating: images_small/COCO_train2014_000000378419.jpg \n", - " inflating: images_small/COCO_train2014_000000334607.jpg \n", - " inflating: images_small/COCO_train2014_000000399195.jpg \n", - " inflating: images_small/COCO_train2014_000000552929.jpg \n", - " extracting: images_small/COCO_train2014_000000459868.jpg \n", - " inflating: images_small/COCO_train2014_000000083149.jpg \n", - " inflating: images_small/COCO_train2014_000000323421.jpg \n", - " inflating: images_small/COCO_train2014_000000059335.jpg \n", - " inflating: images_small/COCO_train2014_000000543830.jpg \n", - " inflating: images_small/COCO_train2014_000000019707.jpg \n", - 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" inflating: images_small/COCO_train2014_000000269502.jpg \n", - " inflating: images_small/COCO_train2014_000000029161.jpg \n", - " inflating: images_small/COCO_train2014_000000355562.jpg \n", - " inflating: images_small/COCO_train2014_000000449310.jpg \n", - " extracting: images_small/COCO_train2014_000000326598.jpg \n", - " inflating: images_small/COCO_train2014_000000163068.jpg \n", - " inflating: images_small/COCO_train2014_000000033105.jpg \n", - " inflating: images_small/COCO_train2014_000000068667.jpg \n", - " inflating: images_small/COCO_train2014_000000217779.jpg \n", - " inflating: images_small/COCO_train2014_000000208659.jpg \n", - " inflating: images_small/COCO_train2014_000000483425.jpg \n", - " inflating: images_small/COCO_train2014_000000163054.jpg \n", - " inflating: images_small/COCO_train2014_000000071322.jpg \n", - " inflating: images_small/COCO_train2014_000000028257.jpg \n", - " inflating: images_small/COCO_train2014_000000328589.jpg \n", - " inflating: images_small/COCO_train2014_000000282789.jpg \n", - " inflating: images_small/COCO_train2014_000000344876.jpg \n", - " inflating: images_small/COCO_train2014_000000246913.jpg \n", - " inflating: images_small/COCO_train2014_000000103549.jpg \n", - " inflating: images_small/COCO_train2014_000000413585.jpg \n", - " inflating: images_small/COCO_train2014_000000274745.jpg \n", - " inflating: images_small/COCO_train2014_000000111171.jpg \n", - " inflating: images_small/COCO_train2014_000000163281.jpg \n", - " inflating: images_small/COCO_train2014_000000175391.jpg \n", - " inflating: images_small/COCO_train2014_000000514567.jpg \n", - " inflating: images_small/COCO_train2014_000000571499.jpg \n", - " inflating: images_small/COCO_train2014_000000440136.jpg \n", - " inflating: images_small/COCO_train2014_000000394896.jpg \n", - " inflating: images_small/COCO_train2014_000000216665.jpg \n", - " inflating: images_small/COCO_train2014_000000355984.jpg \n", - " inflating: images_small/COCO_train2014_000000468692.jpg \n", - " inflating: images_small/COCO_train2014_000000457476.jpg \n", - 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" inflating: images_small/COCO_train2014_000000181759.jpg \n", - " inflating: images_small/COCO_train2014_000000381093.jpg \n", - " inflating: images_small/COCO_train2014_000000325057.jpg \n", - " inflating: images_small/COCO_train2014_000000420406.jpg \n", - " inflating: images_small/COCO_train2014_000000391519.jpg \n", - " inflating: images_small/COCO_train2014_000000530832.jpg \n", - " inflating: images_small/COCO_train2014_000000044388.jpg \n", - " inflating: images_small/COCO_train2014_000000289342.jpg \n", - " inflating: images_small/COCO_train2014_000000103969.jpg \n", - " inflating: images_small/COCO_train2014_000000006811.jpg \n", - " inflating: images_small/COCO_train2014_000000471846.jpg \n", - " inflating: images_small/COCO_train2014_000000313254.jpg \n", - " inflating: images_small/COCO_train2014_000000537807.jpg \n", - " inflating: images_small/COCO_train2014_000000514006.jpg \n", - " inflating: images_small/COCO_train2014_000000184190.jpg \n", - " inflating: images_small/COCO_train2014_000000258725.jpg \n", - " inflating: images_small/COCO_train2014_000000477774.jpg \n", - " inflating: images_small/COCO_train2014_000000238238.jpg \n", - " inflating: images_small/COCO_train2014_000000207976.jpg \n", - " inflating: images_small/COCO_train2014_000000197305.jpg \n", - " inflating: images_small/COCO_train2014_000000468132.jpg \n", - " inflating: images_small/COCO_train2014_000000517080.jpg \n", - " inflating: images_small/COCO_train2014_000000568654.jpg \n", - " inflating: images_small/COCO_train2014_000000517916.jpg \n", - " inflating: images_small/COCO_train2014_000000148983.jpg \n", - " inflating: images_small/COCO_train2014_000000447112.jpg \n", - " inflating: images_small/COCO_train2014_000000292574.jpg \n", - " inflating: images_small/COCO_train2014_000000244132.jpg \n", - " inflating: images_small/COCO_train2014_000000245204.jpg \n", - " inflating: images_small/COCO_train2014_000000305152.jpg \n", - " inflating: images_small/COCO_train2014_000000093836.jpg \n", - " inflating: images_small/COCO_train2014_000000484171.jpg \n", - " inflating: images_small/COCO_train2014_000000332932.jpg \n", - " inflating: images_small/COCO_train2014_000000303537.jpg \n", - " inflating: images_small/COCO_train2014_000000008223.jpg \n", - " inflating: images_small/COCO_train2014_000000114178.jpg \n", - " inflating: images_small/COCO_train2014_000000536648.jpg \n", - " inflating: images_small/COCO_train2014_000000305973.jpg \n", - " inflating: images_small/COCO_train2014_000000486835.jpg \n", - " inflating: images_small/COCO_train2014_000000157041.jpg \n", - " inflating: images_small/COCO_train2014_000000221621.jpg \n", - " inflating: images_small/COCO_train2014_000000479611.jpg \n", - " inflating: images_small/COCO_train2014_000000192335.jpg \n", - " inflating: images_small/COCO_train2014_000000536112.jpg \n", - " inflating: images_small/COCO_train2014_000000009673.jpg \n", - " inflating: images_small/COCO_train2014_000000087738.jpg \n", - " inflating: images_small/COCO_train2014_000000262718.jpg \n", - " inflating: images_small/COCO_train2014_000000398878.jpg \n", - " inflating: images_small/COCO_train2014_000000041186.jpg \n", - " inflating: images_small/COCO_train2014_000000216072.jpg \n", - " inflating: images_small/COCO_train2014_000000349204.jpg \n", - " inflating: images_small/COCO_train2014_000000390565.jpg \n", - " inflating: images_small/COCO_train2014_000000321806.jpg \n", - " inflating: images_small/COCO_train2014_000000012284.jpg \n", - " inflating: images_small/COCO_train2014_000000296128.jpg \n", - " inflating: images_small/COCO_train2014_000000533917.jpg \n", - " inflating: images_small/COCO_train2014_000000135149.jpg \n", - " inflating: images_small/COCO_train2014_000000059093.jpg \n", - " inflating: images_small/COCO_train2014_000000232463.jpg \n", - " inflating: images_small/COCO_train2014_000000010108.jpg \n", - " inflating: images_small/COCO_train2014_000000181611.jpg \n", - " inflating: images_small/COCO_train2014_000000113415.jpg \n", - " inflating: images_small/COCO_train2014_000000433240.jpg \n", - " inflating: images_small/COCO_train2014_000000438315.jpg \n", - " inflating: images_small/COCO_train2014_000000446807.jpg \n", - " inflating: images_small/COCO_train2014_000000446813.jpg \n", - " inflating: images_small/COCO_train2014_000000384909.jpg \n", - " inflating: images_small/COCO_train2014_000000370136.jpg \n", - " inflating: images_small/COCO_train2014_000000092645.jpg \n", - " inflating: images_small/COCO_train2014_000000232339.jpg \n", - " inflating: images_small/COCO_train2014_000000231630.jpg \n", - " inflating: images_small/COCO_train2014_000000328361.jpg \n", - " inflating: images_small/COCO_train2014_000000286688.jpg \n", - " inflating: images_small/COCO_train2014_000000184999.jpg \n", - " inflating: images_small/COCO_train2014_000000152461.jpg \n", - " inflating: images_small/COCO_train2014_000000390773.jpg \n", - " inflating: images_small/COCO_train2014_000000075747.jpg \n", - " inflating: images_small/COCO_train2014_000000511036.jpg \n", - " extracting: images_small/COCO_train2014_000000078511.jpg \n", - " inflating: images_small/COCO_train2014_000000392170.jpg \n", - " inflating: images_small/COCO_train2014_000000246335.jpg \n", - " inflating: images_small/COCO_train2014_000000325862.jpg \n", - " inflating: images_small/COCO_train2014_000000380574.jpg \n", - " inflating: images_small/COCO_train2014_000000287541.jpg \n", - " inflating: images_small/COCO_train2014_000000066707.jpg \n", - " inflating: images_small/COCO_train2014_000000257576.jpg \n", - " inflating: images_small/COCO_train2014_000000323585.jpg \n", - " inflating: images_small/COCO_train2014_000000355413.jpg \n", - " inflating: images_small/COCO_train2014_000000205556.jpg \n", - " inflating: images_small/COCO_train2014_000000002281.jpg \n", - " inflating: images_small/COCO_train2014_000000565947.jpg \n", - " inflating: images_small/COCO_train2014_000000492303.jpg \n", - " inflating: images_small/COCO_train2014_000000423906.jpg \n", - " inflating: images_small/COCO_train2014_000000158831.jpg \n", - " inflating: images_small/COCO_train2014_000000093599.jpg \n", - " inflating: images_small/COCO_train2014_000000015930.jpg \n", - " inflating: images_small/COCO_train2014_000000155496.jpg \n", - " inflating: images_small/COCO_train2014_000000175020.jpg \n", - " inflating: images_small/COCO_train2014_000000168717.jpg \n", - " inflating: images_small/COCO_train2014_000000064893.jpg \n", - " inflating: images_small/COCO_train2014_000000381119.jpg \n", - " inflating: images_small/COCO_train2014_000000551413.jpg \n", - " inflating: images_small/COCO_train2014_000000441199.jpg \n", - " inflating: images_small/COCO_train2014_000000132394.jpg \n", - " inflating: images_small/COCO_train2014_000000543942.jpg \n", - " inflating: images_small/COCO_train2014_000000221422.jpg \n", - " inflating: images_small/COCO_train2014_000000328412.jpg \n", - " inflating: images_small/COCO_train2014_000000007307.jpg \n", - " inflating: images_small/COCO_train2014_000000164850.jpg \n", - " inflating: images_small/COCO_train2014_000000157242.jpg \n", - " inflating: images_small/COCO_train2014_000000052448.jpg \n", - " inflating: images_small/COCO_train2014_000000105504.jpg \n", - " inflating: images_small/COCO_train2014_000000423734.jpg \n", - " inflating: images_small/COCO_train2014_000000441358.jpg \n", - " inflating: images_small/COCO_train2014_000000127558.jpg \n", - " inflating: images_small/COCO_train2014_000000468912.jpg \n", - " inflating: images_small/COCO_train2014_000000021883.jpg \n", - " inflating: images_small/COCO_train2014_000000237081.jpg \n", - " inflating: images_small/COCO_train2014_000000288471.jpg \n", - " inflating: images_small/COCO_train2014_000000481168.jpg \n", - " inflating: images_small/COCO_train2014_000000309153.jpg \n", - " inflating: images_small/COCO_train2014_000000492882.jpg \n", - " inflating: images_small/COCO_train2014_000000520942.jpg \n", - " inflating: images_small/COCO_train2014_000000008593.jpg \n", - " inflating: images_small/COCO_train2014_000000286306.jpg \n", - " inflating: images_small/COCO_train2014_000000150920.jpg \n", - " inflating: images_small/COCO_train2014_000000071044.jpg \n", - " inflating: images_small/COCO_train2014_000000294702.jpg \n", - " inflating: images_small/COCO_train2014_000000403143.jpg \n", - " inflating: images_small/COCO_train2014_000000185884.jpg \n", - " inflating: images_small/COCO_train2014_000000475980.jpg \n", - " extracting: images_small/COCO_train2014_000000268552.jpg \n", - " inflating: images_small/COCO_train2014_000000010445.jpg \n", - " inflating: images_small/COCO_train2014_000000073860.jpg \n", - " inflating: images_small/COCO_train2014_000000089072.jpg \n", - " inflating: images_small/COCO_train2014_000000281496.jpg \n", - " inflating: images_small/COCO_train2014_000000452495.jpg \n", - " inflating: images_small/COCO_train2014_000000566724.jpg \n", - " inflating: images_small/COCO_train2014_000000363407.jpg \n", - " inflating: images_small/COCO_train2014_000000216932.jpg \n", - " inflating: images_small/COCO_train2014_000000085112.jpg \n", - " inflating: images_small/COCO_train2014_000000483794.jpg \n", - " inflating: images_small/COCO_train2014_000000403194.jpg \n", - " inflating: images_small/COCO_train2014_000000372250.jpg \n", - " inflating: images_small/COCO_train2014_000000307817.jpg \n", - " inflating: images_small/COCO_train2014_000000216649.jpg \n", - " inflating: images_small/COCO_train2014_000000442043.jpg \n", - " inflating: images_small/COCO_train2014_000000157875.jpg \n", - " inflating: images_small/COCO_train2014_000000235090.jpg \n", - " inflating: images_small/COCO_train2014_000000572194.jpg \n", - " inflating: images_small/COCO_train2014_000000368397.jpg \n", - " inflating: images_small/COCO_train2014_000000456988.jpg \n", - " inflating: images_small/COCO_train2014_000000218116.jpg \n", - " inflating: images_small/COCO_train2014_000000474283.jpg \n", - " inflating: images_small/COCO_train2014_000000441576.jpg \n", - " inflating: images_small/COCO_train2014_000000282766.jpg \n", - " inflating: images_small/COCO_train2014_000000214704.jpg \n", - " inflating: images_small/COCO_train2014_000000466863.jpg \n", - " inflating: images_small/COCO_train2014_000000316113.jpg \n", - " inflating: images_small/COCO_train2014_000000174909.jpg \n", - " inflating: images_small/COCO_train2014_000000152070.jpg \n", - " inflating: images_small/COCO_train2014_000000359189.jpg \n", - " inflating: images_small/COCO_train2014_000000303287.jpg \n", - " inflating: images_small/COCO_train2014_000000246081.jpg \n", - " inflating: images_small/COCO_train2014_000000279503.jpg \n", - " inflating: images_small/COCO_train2014_000000252786.jpg \n", - " inflating: images_small/COCO_train2014_000000041756.jpg \n", - " inflating: images_small/COCO_train2014_000000251700.jpg \n", - " inflating: images_small/COCO_train2014_000000068139.jpg \n", - " inflating: images_small/COCO_train2014_000000472396.jpg \n", - " inflating: images_small/COCO_train2014_000000287434.jpg \n", - " inflating: images_small/COCO_train2014_000000573922.jpg \n", - " inflating: images_small/COCO_train2014_000000025987.jpg \n", - " inflating: images_small/COCO_train2014_000000458543.jpg \n", - " inflating: images_small/COCO_train2014_000000121263.jpg \n", - " inflating: images_small/COCO_train2014_000000206102.jpg \n", - " inflating: images_small/COCO_train2014_000000557664.jpg \n", - " inflating: images_small/COCO_train2014_000000439817.jpg \n", - " inflating: images_small/COCO_train2014_000000035216.jpg \n", - " inflating: images_small/COCO_train2014_000000250350.jpg \n", - " inflating: images_small/COCO_train2014_000000112865.jpg \n", - " inflating: images_small/COCO_train2014_000000426076.jpg \n", - " inflating: images_small/COCO_train2014_000000002337.jpg \n", - " inflating: images_small/COCO_train2014_000000044404.jpg \n", - " inflating: images_small/COCO_train2014_000000328214.jpg \n", - " inflating: images_small/COCO_train2014_000000004020.jpg \n", - " inflating: images_small/COCO_train2014_000000033698.jpg \n", - " inflating: images_small/COCO_train2014_000000046207.jpg \n", - " inflating: images_small/COCO_train2014_000000577239.jpg \n", - " inflating: images_small/COCO_train2014_000000444181.jpg \n", - " inflating: images_small/COCO_train2014_000000185258.jpg \n", - " inflating: images_small/COCO_train2014_000000435750.jpg \n", - " inflating: images_small/COCO_train2014_000000401393.jpg \n", - " inflating: images_small/COCO_train2014_000000177958.jpg \n", - " inflating: images_small/COCO_train2014_000000232500.jpg \n", - " inflating: images_small/COCO_train2014_000000264020.jpg \n", - " inflating: images_small/COCO_train2014_000000533451.jpg \n", - " inflating: images_small/COCO_train2014_000000240196.jpg \n", - " inflating: images_small/COCO_train2014_000000003003.jpg \n", - " inflating: images_small/COCO_train2014_000000013576.jpg \n", - " inflating: images_small/COCO_train2014_000000235253.jpg \n", - " inflating: images_small/COCO_train2014_000000476125.jpg \n", - " inflating: images_small/COCO_train2014_000000277706.jpg \n", - " inflating: images_small/COCO_train2014_000000181028.jpg \n", - " inflating: images_small/COCO_train2014_000000276418.jpg \n", - " inflating: images_small/COCO_train2014_000000319961.jpg \n", - " inflating: images_small/COCO_train2014_000000053608.jpg \n", - " inflating: images_small/COCO_train2014_000000015885.jpg \n", - " inflating: images_small/COCO_train2014_000000271363.jpg \n", - " inflating: images_small/COCO_train2014_000000217958.jpg \n", - " inflating: images_small/COCO_train2014_000000286700.jpg \n", - " inflating: images_small/COCO_train2014_000000521096.jpg \n", - " inflating: images_small/COCO_train2014_000000272859.jpg \n", - " inflating: images_small/COCO_train2014_000000341539.jpg \n", - " inflating: images_small/COCO_train2014_000000417242.jpg \n", - " inflating: images_small/COCO_train2014_000000547307.jpg \n", - " inflating: images_small/COCO_train2014_000000012873.jpg \n", - " inflating: images_small/COCO_train2014_000000486567.jpg \n", - " inflating: images_small/COCO_train2014_000000258040.jpg \n", - " inflating: images_small/COCO_train2014_000000145903.jpg \n", - " inflating: images_small/COCO_train2014_000000124331.jpg \n", - " inflating: images_small/COCO_train2014_000000332299.jpg \n", - " inflating: images_small/COCO_train2014_000000425743.jpg \n", - " inflating: images_small/COCO_train2014_000000561673.jpg \n", - " inflating: images_small/COCO_train2014_000000360736.jpg \n", - " inflating: images_small/COCO_train2014_000000369712.jpg \n", - " inflating: images_small/COCO_train2014_000000185716.jpg \n", - " inflating: images_small/COCO_train2014_000000400299.jpg \n", - " inflating: images_small/COCO_train2014_000000004208.jpg \n", - " inflating: images_small/COCO_train2014_000000495902.jpg \n", - " inflating: images_small/COCO_train2014_000000192256.jpg \n", - " inflating: images_small/COCO_train2014_000000268430.jpg \n", - " inflating: images_small/COCO_train2014_000000099303.jpg \n", - " inflating: images_small/COCO_train2014_000000149320.jpg \n", - " inflating: images_small/COCO_train2014_000000077557.jpg \n", - " inflating: images_small/COCO_train2014_000000548544.jpg \n", - " inflating: images_small/COCO_train2014_000000451767.jpg \n", - " inflating: images_small/COCO_train2014_000000347438.jpg \n", - " inflating: images_small/COCO_train2014_000000116803.jpg \n", - " inflating: images_small/COCO_train2014_000000318672.jpg \n", - " inflating: images_small/COCO_train2014_000000492710.jpg \n", - " inflating: images_small/COCO_train2014_000000011188.jpg \n", - " inflating: images_small/COCO_train2014_000000031258.jpg \n", - " inflating: images_small/COCO_train2014_000000539395.jpg \n", - " inflating: images_small/COCO_train2014_000000433055.jpg \n", - " inflating: images_small/COCO_train2014_000000230707.jpg \n", - " inflating: images_small/COCO_train2014_000000063495.jpg \n", - " inflating: images_small/COCO_train2014_000000224772.jpg \n", - " inflating: images_small/COCO_train2014_000000075585.jpg \n", - " inflating: images_small/COCO_train2014_000000128682.jpg \n", - " inflating: images_small/COCO_train2014_000000176098.jpg \n", - " inflating: images_small/COCO_train2014_000000352182.jpg \n", - " extracting: images_small/COCO_train2014_000000440087.jpg \n", - " inflating: images_small/COCO_train2014_000000267105.jpg \n", - " inflating: images_small/COCO_train2014_000000530560.jpg \n", - " inflating: images_small/COCO_train2014_000000059735.jpg \n", - " inflating: images_small/COCO_train2014_000000483033.jpg \n", - " inflating: images_small/COCO_train2014_000000529964.jpg \n", - " inflating: images_small/COCO_train2014_000000121665.jpg \n", - " inflating: images_small/COCO_train2014_000000323790.jpg \n", - " inflating: images_small/COCO_train2014_000000382638.jpg \n", - " inflating: images_small/COCO_train2014_000000466083.jpg \n", - " inflating: images_small/COCO_train2014_000000545128.jpg \n", - " inflating: images_small/COCO_train2014_000000221187.jpg \n", - " inflating: images_small/COCO_train2014_000000402505.jpg \n", - " inflating: images_small/COCO_train2014_000000416570.jpg \n", - " inflating: images_small/COCO_train2014_000000360871.jpg \n", - " inflating: images_small/COCO_train2014_000000042659.jpg \n", - " inflating: images_small/COCO_train2014_000000565777.jpg \n", - " inflating: images_small/COCO_train2014_000000005260.jpg \n", - " inflating: images_small/COCO_train2014_000000575202.jpg \n", - " inflating: images_small/COCO_train2014_000000529227.jpg \n", - " inflating: images_small/COCO_train2014_000000278541.jpg \n", - " inflating: images_small/COCO_train2014_000000278555.jpg \n", - " inflating: images_small/COCO_train2014_000000261789.jpg \n", - " inflating: images_small/COCO_train2014_000000037205.jpg \n", - " inflating: images_small/COCO_train2014_000000352357.jpg \n", - " inflating: images_small/COCO_train2014_000000033077.jpg \n", - " inflating: images_small/COCO_train2014_000000430789.jpg \n", - " inflating: images_small/COCO_train2014_000000317179.jpg \n", - " inflating: images_small/COCO_train2014_000000080295.jpg \n", - " inflating: images_small/COCO_train2014_000000279844.jpg \n", - " inflating: images_small/COCO_train2014_000000188805.jpg \n", - " inflating: images_small/COCO_train2014_000000490503.jpg \n", - " inflating: images_small/COCO_train2014_000000409134.jpg \n", - " inflating: images_small/COCO_train2014_000000552124.jpg \n", - " inflating: images_small/COCO_train2014_000000301727.jpg \n", - " inflating: images_small/COCO_train2014_000000489735.jpg \n", - " inflating: images_small/COCO_train2014_000000547528.jpg \n", - " inflating: images_small/COCO_train2014_000000184794.jpg \n", - " inflating: images_small/COCO_train2014_000000076264.jpg \n", - " inflating: images_small/COCO_train2014_000000027995.jpg \n", - " inflating: images_small/COCO_train2014_000000570390.jpg \n", - " inflating: images_small/COCO_train2014_000000564483.jpg \n", - " inflating: images_small/COCO_train2014_000000035361.jpg \n", - " inflating: images_small/COCO_train2014_000000419468.jpg \n", - " inflating: images_small/COCO_train2014_000000000443.jpg \n", - " inflating: images_small/COCO_train2014_000000293293.jpg \n", - " inflating: images_small/COCO_train2014_000000177807.jpg \n", - " inflating: images_small/COCO_train2014_000000358690.jpg \n", - " inflating: images_small/COCO_train2014_000000203680.jpg \n", - " inflating: images_small/COCO_train2014_000000373415.jpg \n", - " inflating: images_small/COCO_train2014_000000059244.jpg \n", - " inflating: images_small/COCO_train2014_000000432174.jpg \n", - " inflating: images_small/COCO_train2014_000000080519.jpg \n", - " inflating: images_small/COCO_train2014_000000170832.jpg \n", - " inflating: images_small/COCO_train2014_000000058172.jpg \n", - " inflating: images_small/COCO_train2014_000000191400.jpg \n", - " inflating: images_small/COCO_train2014_000000173491.jpg \n", - " inflating: images_small/COCO_train2014_000000341100.jpg \n", - " inflating: images_small/COCO_train2014_000000346109.jpg \n", - " inflating: images_small/COCO_train2014_000000096192.jpg \n", - " inflating: images_small/COCO_train2014_000000209178.jpg \n", - " inflating: images_small/COCO_train2014_000000323791.jpg \n", - " inflating: images_small/COCO_train2014_000000381330.jpg \n", - " inflating: images_small/COCO_train2014_000000005088.jpg \n", - " inflating: images_small/COCO_train2014_000000171053.jpg \n", - " inflating: images_small/COCO_train2014_000000484749.jpg \n", - " inflating: images_small/COCO_train2014_000000481631.jpg \n", - " inflating: images_small/COCO_train2014_000000290215.jpg \n", - " inflating: images_small/COCO_train2014_000000092445.jpg \n", - " inflating: images_small/COCO_train2014_000000436662.jpg \n", - " inflating: images_small/COCO_train2014_000000228161.jpg \n", - " inflating: images_small/COCO_train2014_000000375500.jpg \n", - " inflating: images_small/COCO_train2014_000000311938.jpg \n", - " inflating: images_small/COCO_train2014_000000534713.jpg \n", - " inflating: images_small/COCO_train2014_000000356483.jpg \n", - " inflating: images_small/COCO_train2014_000000273159.jpg \n", - " inflating: images_small/COCO_train2014_000000307814.jpg \n", - " inflating: images_small/COCO_train2014_000000554965.jpg \n", - " inflating: images_small/COCO_train2014_000000379312.jpg \n", - " inflating: images_small/COCO_train2014_000000372247.jpg \n", - " inflating: images_small/COCO_train2014_000000038490.jpg \n", - " inflating: images_small/COCO_train2014_000000299594.jpg \n", - " inflating: images_small/COCO_train2014_000000376747.jpg \n", - " inflating: images_small/COCO_train2014_000000108221.jpg \n", - " inflating: images_small/COCO_train2014_000000044995.jpg \n", - " inflating: images_small/COCO_train2014_000000308312.jpg \n", - " inflating: images_small/COCO_train2014_000000285022.jpg \n", - " inflating: images_small/COCO_train2014_000000442732.jpg \n", - " inflating: images_small/COCO_train2014_000000542054.jpg \n", - " inflating: images_small/COCO_train2014_000000381244.jpg \n", - " inflating: images_small/COCO_train2014_000000486002.jpg \n", - " inflating: images_small/COCO_train2014_000000186587.jpg \n", - " inflating: images_small/COCO_train2014_000000343887.jpg \n", - " inflating: images_small/COCO_train2014_000000311119.jpg \n", - " inflating: images_small/COCO_train2014_000000187869.jpg \n", - " inflating: images_small/COCO_train2014_000000405451.jpg \n", - " inflating: images_small/COCO_train2014_000000198785.jpg \n", - " inflating: images_small/COCO_train2014_000000074739.jpg \n", - " inflating: images_small/COCO_train2014_000000098949.jpg \n", - " inflating: images_small/COCO_train2014_000000456009.jpg \n", - " inflating: images_small/COCO_train2014_000000231222.jpg \n", - " inflating: images_small/COCO_train2014_000000366408.jpg \n", - " inflating: images_small/COCO_train2014_000000186550.jpg \n", - " inflating: images_small/COCO_train2014_000000400298.jpg \n", - " inflating: images_small/COCO_train2014_000000256285.jpg \n", - " inflating: images_small/COCO_train2014_000000379272.jpg \n", - " inflating: images_small/COCO_train2014_000000360723.jpg \n", - " inflating: images_small/COCO_train2014_000000438061.jpg \n", - " inflating: images_small/COCO_train2014_000000503949.jpg \n", - " inflating: images_small/COCO_train2014_000000186578.jpg \n", - " inflating: images_small/COCO_train2014_000000425742.jpg \n", - " inflating: images_small/COCO_train2014_000000163292.jpg \n", - " inflating: images_small/COCO_train2014_000000430818.jpg \n", - " inflating: images_small/COCO_train2014_000000037358.jpg \n", - " inflating: images_small/COCO_train2014_000000174507.jpg \n", - " inflating: images_small/COCO_train2014_000000149686.jpg \n", - " inflating: images_small/COCO_train2014_000000106191.jpg \n", - " inflating: images_small/COCO_train2014_000000428925.jpg \n", - " inflating: images_small/COCO_train2014_000000529391.jpg \n", - " inflating: images_small/COCO_train2014_000000462192.jpg \n", - " inflating: images_small/COCO_train2014_000000020156.jpg \n", - " inflating: images_small/COCO_train2014_000000179037.jpg \n", - " inflating: images_small/COCO_train2014_000000240632.jpg \n", - " inflating: images_small/COCO_train2014_000000051793.jpg \n", - " inflating: images_small/COCO_train2014_000000401435.jpg \n", - " inflating: images_small/COCO_train2014_000000350435.jpg \n", - " inflating: images_small/COCO_train2014_000000159456.jpg \n", - " inflating: images_small/COCO_train2014_000000040675.jpg \n", - " inflating: images_small/COCO_train2014_000000521068.jpg \n", - " inflating: images_small/COCO_train2014_000000568440.jpg \n", - " inflating: images_small/COCO_train2014_000000072189.jpg \n", - " inflating: images_small/COCO_train2014_000000219784.jpg \n" - ] - } - ], + "outputs": [], "source": [ "!curl -O https://superduperdb-public.s3.eu-west-1.amazonaws.com/coco_sample.zip\n", "!unzip coco_sample.zip" @@ -3730,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "e41e6faa-6b83-46d8-ab37-6de6fd346ee7", "metadata": {}, "outputs": [], @@ -3751,21 +130,10 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "1b3a63bf-9e1f-4266-823a-7a2208937e01", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Document({'image': Encodable(encoder=Encoder(identifier='pil_image', decoder= serializer=dill>, encoder= serializer=dill>, shape=None, load_hybrid=True, version=None), x=None, uri='file://images_small/COCO_train2014_000000231320.jpg')})" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Access a random Document in the documents list, just to check\n", "documents[1]" @@ -3781,556 +149,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "c32a91a5", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m 2023-Nov-28 10:09:45.35\u001b[0m| \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mdemo \u001b[0m| \u001b[36me9def9e0-119e-447e-974c-9847b1173822\u001b[0m| \u001b[36msuperduperdb.base.datalayer\u001b[0m:\u001b[36m735 \u001b[0m | \u001b[34m\u001b[1mBuilding task workflow graph. 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ObjectId('6565bc69bd6a74b512065da6'),\n", - " ObjectId('6565bc69bd6a74b512065da7'),\n", - " ObjectId('6565bc69bd6a74b512065da8'),\n", - " ObjectId('6565bc69bd6a74b512065da9'),\n", - " ObjectId('6565bc69bd6a74b512065daa'),\n", - " ObjectId('6565bc69bd6a74b512065dab'),\n", - " ObjectId('6565bc69bd6a74b512065dac'),\n", - " ObjectId('6565bc69bd6a74b512065dad'),\n", - " ObjectId('6565bc69bd6a74b512065dae'),\n", - " ObjectId('6565bc69bd6a74b512065daf'),\n", - " ObjectId('6565bc69bd6a74b512065db0'),\n", - " ObjectId('6565bc69bd6a74b512065db1'),\n", - " ObjectId('6565bc69bd6a74b512065db2'),\n", - " ObjectId('6565bc69bd6a74b512065db3'),\n", - " ObjectId('6565bc69bd6a74b512065db4'),\n", - " ObjectId('6565bc69bd6a74b512065db5'),\n", - " ObjectId('6565bc69bd6a74b512065db6')],\n", - " TaskWorkflow(database=, G=))" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Insert the list of Document instances into a collection using SuperDuperDB\n", "# Specify the 'i' encoder (pil_image) for the 'image' field\n", @@ -4347,22 +169,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "7282a0fe", "metadata": {}, - "outputs": [ - { - "data": { - "image/jpeg": 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", 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "x = db.execute(collection.find_one()).unpack()['image']\n", "\n", @@ -4385,15 +195,7 @@ "execution_count": null, "id": "916792d3", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 89%|██████████████████████████████████▌ | 216M/244M [01:09<00:05, 4.97MiB/s]" - ] - } - ], + "outputs": [], "source": [ "import clip\n", "from superduperdb import vector\n", @@ -4523,7 +325,7 @@ "id": "2f4f6b7d", "metadata": {}, "source": [ - "## Now let's try Similarity search\n", + "## Now let's try an image-2-image similarity search\n", "Perform a similarity search using the vector index 'my-index'\n", "Find the top 3 images similar to the input image 'img'\n", "Finally displaying the retrieved images while resizing them for better visualization." @@ -4564,7 +366,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.6" } }, "nbformat": 4, diff --git a/examples/sql-example.ipynb b/examples/sql-example.ipynb index d4f535dd0f..ae2009c5f9 100644 --- a/examples/sql-example.ipynb +++ b/examples/sql-example.ipynb @@ -62,6 +62,16 @@ "The initial step in any `superduperdb` workflow is to connect to your datastore. To connect to a different datastore, simply add a different `URI`, for example, `postgres://...`." ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "587bffd3-7202-4e12-a6de-435d4b16892d", + "metadata": {}, + "outputs": [], + "source": [ + "!rm .superduperdb/test.ddb" + ] + }, { "cell_type": "code", "execution_count": null, @@ -78,6 +88,16 @@ "db = superduper('duckdb://.superduperdb/test.ddb')" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "0a5252a3-91a7-4789-85b7-0b8279c228a3", + "metadata": {}, + "outputs": [], + "source": [ + "db.show('vector_index')" + ] + }, { "cell_type": "markdown", "id": "b8794451", @@ -108,7 +128,7 @@ "!mkdir -p data/coco\n", "\n", "# Move the 'images_small' directory to 'data/coco/images'\n", - "!mv images_small data/coco/images" + "!mv images_tiny data/coco/images" ] }, { @@ -224,7 +244,7 @@ "source": [ "## Build SuperDuperDB `Model` Instances\n", "\n", - "This use-case utilizes the `superduperdb.ext.torch` extension. Both models used output `torch` tensors, which are encoded with `tensor`:" + "This use-case utilizes the `superduperdb.ext.torch` extension. Both models use `torch` tensors in their output, which are encoded with `tensor`:" ] }, { diff --git a/examples/transfer_learning.ipynb b/examples/transfer_learning.ipynb index 7d110528e6..c01de0fb97 100644 --- a/examples/transfer_learning.ipynb +++ b/examples/transfer_learning.ipynb @@ -4,7 +4,10 @@ "cell_type": "markdown", "id": "fe6fd0ab0e1ad844", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "# Transfer Learning with Sentence Transformers and Scikit-Learn" @@ -14,7 +17,10 @@ "cell_type": "markdown", "id": "8dcde44d942793ff", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "## Introduction\n", @@ -26,7 +32,10 @@ "cell_type": "markdown", "id": "1809feca8a8dca5a", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "## Prerequisites\n", @@ -41,7 +50,7 @@ "metadata": {}, "outputs": [], "source": [ - "!pip install superduperdb\n", + "# !pip install superduperdb\n", "!pip install ipython numpy datasets sentence-transformers" ] }, @@ -57,7 +66,10 @@ "cell_type": "markdown", "id": "5379007991707d17", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "First, we need to establish a connection to a MongoDB datastore via SuperDuperDB. You can configure the `MongoDB_URI` based on your specific setup. \n", @@ -84,7 +96,7 @@ "\n", "# SuperDuperDB, now handles your MongoDB database\n", "# It just super dupers your database\n", - "db = superduper(mongodb_uri)\n", + "db = superduper(mongodb_uri, artifact_store='filesystem://./data/')\n", "\n", "# Reference a collection called transfer\n", "collection = Collection('transfer')" @@ -169,10 +181,21 @@ " X='text',\n", " db=db,\n", " select=collection.find(),\n", - " listen=True\n", + " listen=True,\n", + " show_progress_bar=True,\n", ")" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "aed95196-4454-4d88-beb8-dc6dddfcbe33", + "metadata": {}, + "outputs": [], + "source": [ + "db.execute(collection.find_one())" + ] + }, { "cell_type": "markdown", "id": "68fefc17", @@ -201,10 +224,10 @@ "\n", "# Train the model on 'text' data with corresponding labels\n", "model.fit(\n", - " X='text',\n", + " X='_outputs.text.all-MiniLM-L6-v2.0',\n", " y='label',\n", " db=db,\n", - " select=collection.find().featurize({'text': 'all-MiniLM-L6-v2'}),\n", + " select=collection.find(),\n", ")\n" ] }, @@ -227,9 +250,9 @@ "source": [ "# Make predictions on 'text' data with the trained SuperDuperDB model\n", "model.predict(\n", - " X='text',\n", + " X='_outputs.text.all-MiniLM-L6-v2.0',\n", " db=db,\n", - " select=collection.find().featurize({'text': 'all-MiniLM-L6-v2'}),\n", + " select=collection.find(),\n", " listen=True,\n", ")" ] @@ -258,16 +281,8 @@ "print(r['text'][:100])\n", "\n", "# Print the prediction made by the SVC model stored in '_outputs'\n", - "print(r['_outputs']['text']['svc'])" + "print(r['_outputs']['text']['svc']['0'])" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2174a0a3-c32e-4481-a301-370b569ba30c", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -286,7 +301,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.6" } }, "nbformat": 4, diff --git a/examples/voice_memos.ipynb b/examples/voice_memos.ipynb index f545e2e424..a183db784d 100644 --- a/examples/voice_memos.ipynb +++ b/examples/voice_memos.ipynb @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "94262bf76c630b10", "metadata": { "tags": [] @@ -102,12 +102,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "b84da3f2ef58e401", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[32m 2023-Nov-28 21:44:03.86\u001b[0m| \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.base.build\u001b[0m:\u001b[36m36 \u001b[0m | \u001b[34m\u001b[1mParsing data connection URI:mongomock://test\u001b[0m\n", + "\u001b[32m 2023-Nov-28 21:44:03.88\u001b[0m| \u001b[1mINFO \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.base.build\u001b[0m:\u001b[36m98 \u001b[0m | \u001b[1mData Client is ready. mongomock.MongoClient('localhost', 27017)\u001b[0m\n", + "\u001b[32m 2023-Nov-28 21:44:03.88\u001b[0m| \u001b[1mINFO \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.base.datalayer\u001b[0m:\u001b[36m79 \u001b[0m | \u001b[1mBuilding Data Layer\u001b[0m\n" + ] + } + ], "source": [ "from superduperdb import superduper\n", "from superduperdb.backends.mongodb import Collection\n", @@ -134,12 +144,109 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "10ab7114", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[32m 2023-Nov-28 21:44:25.41\u001b[0m| \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.base.datalayer\u001b[0m:\u001b[36m735 \u001b[0m | \u001b[34m\u001b[1mBuilding task workflow graph. Query:\u001b[0m\n", + "\u001b[32m 2023-Nov-28 21:44:25.41\u001b[0m| \u001b[1mINFO \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.backends.local.compute\u001b[0m:\u001b[36m32 \u001b[0m | \u001b[1mSubmitting job. function:\u001b[0m\n", + "\u001b[32m 2023-Nov-28 21:44:25.41\u001b[0m| \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.misc.download\u001b[0m:\u001b[36m338 \u001b[0m | \u001b[34m\u001b[1m{'cls': 'MongoCompoundSelect', 'dict': {'table_or_collection': {'cls': 'Collection', 'dict': {'identifier': 'voice-memos'}, 'module': 'superduperdb.backends.mongodb.query'}, 'pre_like': None, 'post_like': None, 'query_linker': {'cls': 'MongoQueryLinker', 'dict': {'table_or_collection': {'cls': 'Collection', 'dict': {'identifier': 'voice-memos'}, 'module': 'superduperdb.backends.mongodb.query'}, 'members': [{'cls': 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"execution_count": 4, "id": "222284f7", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Some weights of Speech2TextForConditionalGeneration were not initialized from the model checkpoint at facebook/s2t-small-librispeech-asr and are newly initialized: ['model.decoder.embed_positions.weights', 'model.encoder.embed_positions.weights']\n", + "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n" + ] + } + ], "source": [ "from transformers import Speech2TextProcessor, Speech2TextForConditionalGeneration\n", "from superduperdb.ext.transformers import Pipeline\n", @@ -213,19 +329,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "573dccc4", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[32m 2023-Nov-28 21:45:06.25\u001b[0m| 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"transcriber.predict(\n", " X='audio', # Specify the input feature name as 'audio'\n", " db=db, # Provide the SuperDuperDB instance\n", " select=voice_collection.find(), # Specify the collection of audio data to transcribe\n", " max_chunk_size=10 # Set the maximum chunk size for processing audio data\n", - ")\n" + ")" ] }, { @@ -240,12 +387,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "3aedc03c", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[32m 2023-Nov-28 21:49:14.52\u001b[0m| \u001b[1mINFO \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.components.model\u001b[0m:\u001b[36m215 \u001b[0m | \u001b[1mAdding model text-embedding-ada-002 to db\u001b[0m\n", + "\u001b[32m 2023-Nov-28 21:49:14.52\u001b[0m| \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.base.datalayer\u001b[0m:\u001b[36m892 \u001b[0m | \u001b[34m\u001b[1mmodel/text-embedding-ada-002/1 already exists - doing nothing\u001b[0m\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "73it [00:00, 13657.96it/s]\n", + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:02<00:00, 2.71s/it]\n" + ] + }, + { + "data": { + "text/plain": [ + "([],\n", + " VectorIndex(identifier='my-index', indexing_listener=Listener(key='_outputs.audio.transcription.0', model=OpenAIEmbedding(model='text-embedding-ada-002', identifier='text-embedding-ada-002', version=1, takes_context=False, encoder=Encoder(identifier='vector[1536]', decoder=None, encoder=None, shape=(1536,), load_hybrid=True, version=1), model_update_kwargs={}, shape=(1536,)), select=, active=True, identifier='text-embedding-ada-002/audio', predict_kwargs={}, version=1), compatible_listener=None, measure=, version=0, metric_values={}))" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from superduperdb import VectorIndex, Listener\n", "from superduperdb.ext.openai import OpenAIEmbedding\n", @@ -256,7 +433,7 @@ " identifier='my-index', # Set a unique identifier for the VectorIndex\n", " indexing_listener=Listener(\n", " model=OpenAIEmbedding(model='text-embedding-ada-002'), # Use OpenAIEmbedding for audio transcriptions\n", - " key='_outputs.audio.transcription', # Specify the key for indexing the transcriptions in the output\n", + " key='_outputs.audio.transcription.0', # Specify the key for indexing the transcriptions in the output\n", " select=voice_collection.find(), # Select the collection of audio data to index\n", " ),\n", " )\n", @@ -273,12 +450,56 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "7d2e3e56", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[32m 2023-Nov-28 21:49:38.20\u001b[0m| \u001b[1mINFO \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.base.datalayer\u001b[0m:\u001b[36m112 \u001b[0m | \u001b[1mloading of vectors of vector-index: my-index\u001b[0m\n", + "\u001b[32m 2023-Nov-28 21:49:38.20\u001b[0m| \u001b[1mINFO \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.base.datalayer\u001b[0m:\u001b[36m156 \u001b[0m | \u001b[1m\u001b[0m\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading vectors into vector-table...: 73it [00:00, 684.24it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[32m 2023-Nov-28 21:49:38.31\u001b[0m| \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.vector_search.in_memory\u001b[0m:\u001b[36m67 \u001b[0m | \u001b[34m\u001b[1m[0.70673003 0.73910139 0.71787035 0.751043 0.73993725 0.71956994\n", + " 0.73737251 0.71778325 0.74581216 0.73038533 0.74220029 0.7146856\n", + " 0.70719417 0.73361328 0.74118647 0.74528347 0.77025656 0.7402713\n", + " 0.72515751 0.76683697 0.72873015 0.73123107 0.77480102 0.69878394\n", + " 0.70701485 0.74077126 0.72914823 0.70292612 0.76035219 0.75451843\n", + " 0.81397255 0.72916795 0.74645146 0.69092777 0.69508962 0.71535047\n", + " 0.71807145 0.7460056 0.74513597 0.83929058 0.72985642 0.74172422\n", + " 0.73678062 0.74077343 0.71668821 0.69921688 0.73633027 0.7254409\n", + " 0.74575831 0.75612018 0.77001635 0.71777909 0.72039128 0.73235707\n", + " 0.69939169 0.74335427 0.72830699 0.71579677 0.753043 0.73554369\n", + " 0.72892918 0.71207107 0.72095001 0.74213869 0.71951064 0.70439523\n", + " 0.73311197 0.72570292 0.7475079 0.72418649 0.74583856 0.73218439\n", + " 0.75033698]\u001b[0m\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], "source": [ "# Define the search parameters\n", "search_term = 'royal cavern' # Set the search term for audio transcriptions\n", @@ -290,7 +511,7 @@ "search_results = list(\n", " db.execute(\n", " voice_collection.like(\n", - " {'_outputs.audio.transcription': search_term},\n", + " {'_outputs.audio.transcription.0': search_term},\n", " n=num_results,\n", " vector_index='my-index', # Use the 'my-index' VectorIndex for similarity search\n", " ).find({}, {'_outputs.audio.transcription': 1}) # Retrieve only the 'transcription' field in the results\n", @@ -310,12 +531,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "99e206af", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['text-embedding-ada-002', 'transcription', 'gpt-3.5-turbo']\n" + ] + } + ], "source": [ "# Import the OpenAIChatCompletion module from superduperdb.ext.openai\n", "from superduperdb.ext.openai import OpenAIChatCompletion\n", @@ -349,12 +578,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "60d7f0af-6305-4c8c-be65-4b75ec7dbf50", "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[32m 2023-Nov-28 21:50:06.81\u001b[0m| \u001b[34m\u001b[1mDEBUG \u001b[0m | \u001b[36mDuncans-MBP\u001b[0m| \u001b[36mfaf9dae9-bdc3-4169-a81c-62ec55da24ef\u001b[0m| \u001b[36msuperduperdb.vector_search.in_memory\u001b[0m:\u001b[36m67 \u001b[0m | \u001b[34m\u001b[1m[0.72671323 0.74320472 0.73821982 0.82347831 0.73500821 0.7320708\n", + " 0.7362506 0.73281518 0.74203934 0.73896542 0.73632432 0.72579725\n", + " 0.71853808 0.7180718 0.72797688 0.72218049 0.73599658 0.72718805\n", + " 0.71082763 0.71024447 0.7048087 0.70868589 0.71639468 0.6942942\n", + " 0.72008154 0.74064813 0.75746971 0.69603021 0.73084082 0.73269904\n", + " 0.72515115 0.76356439 0.74971129 0.70861745 0.73041058 0.72133672\n", + " 0.70537245 0.74936674 0.74289577 0.71993901 0.74239142 0.7335122\n", + " 0.72739568 0.70049325 0.70921753 0.71500995 0.70586436 0.69144979\n", + " 0.72509878 0.72266083 0.73080986 0.71160733 0.72264252 0.74784141\n", + " 0.69706686 0.72123284 0.72525532 0.73011861 0.73189574 0.74043767\n", + " 0.72164081 0.71980014 0.73574041 0.72149896 0.72156991 0.70361423\n", + " 0.71421366 0.70636564 0.71640554 0.70770665 0.72099092 0.71304206\n", + " 0.7230893 ]\u001b[0m\n", + "Based on the given information, Mister Cultar has grave doubts whether Sir Frederick Leyton's work is really Greek after all and can discover in it but little of rocky Ithaca. Therefore, it suggests that Sir Frederick Leyton's work is not genuinely Greek.\n" + ] + } + ], "source": [ "from superduperdb import Document\n", "\n", @@ -370,11 +620,11 @@ " \n", " # Select relevant context for the model from the SuperDuperDB collection of audio transcriptions\n", " context_select=voice_collection.like(\n", - " Document({'_outputs.audio.transcription': question}), vector_index='my-index'\n", + " Document({'_outputs.audio.transcription.0': question}), vector_index='my-index'\n", " ).find(),\n", " \n", " # Specify the key in the context used by the model\n", - " context_key='_outputs.audio.transcription',\n", + " context_key='_outputs.audio.transcription.0',\n", ")[0].content\n", "\n", "# Print the response obtained from the chat completion model\n", @@ -398,7 +648,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.6" } }, "nbformat": 4, diff --git a/superduperdb/base/datalayer.py b/superduperdb/base/datalayer.py index f9e80eb8ac..91fcdf539b 100644 --- a/superduperdb/base/datalayer.py +++ b/superduperdb/base/datalayer.py @@ -107,36 +107,36 @@ def server_mode(self, is_server: bool): def initialize_vector_searcher( self, identifier, searcher_type: t.Optional[str] = None, backfill=False ) -> BaseVectorSearcher: - try: - searcher_type = searcher_type or s.CFG.vector_search - logging.info(f'loading of vectors of vector-index: {identifier}') - vi = self.vector_indices[identifier] - - clt = vi.indexing_listener.select.table_or_collection - - if self.cdc.running: - msg = 'CDC only supported for vector search via lance format' - assert s.CFG.vector_search == 'lance', msg - - vector_search_cls = vector_searcher_implementations[searcher_type] - vector_comparison = vector_search_cls( - identifier=vi.identifier, - dimensions=vi.dimensions, - measure=vi.measure, - ) - assert isinstance(clt.identifier, str), 'clt.identifier must be a string' + # try: + searcher_type = searcher_type or s.CFG.vector_search + logging.info(f'loading of vectors of vector-index: {identifier}') + vi = self.vector_indices[identifier] + + clt = vi.indexing_listener.select.table_or_collection + + if self.cdc.running: + msg = 'CDC only supported for vector search via lance format' + assert s.CFG.vector_search == 'lance', msg + + vector_search_cls = vector_searcher_implementations[searcher_type] + vector_comparison = vector_search_cls( + identifier=vi.identifier, + dimensions=vi.dimensions, + measure=vi.measure, + ) + assert isinstance(clt.identifier, str), 'clt.identifier must be a string' - if self.cdc.running: - # In this case, loading has already happened on disk via CDC mechanism - return vector_comparison - if backfill or s.CFG.cluster.vector_search is None: - self.backfill_vector_search(vi, vector_comparison) + if self.cdc.running: + # In this case, loading has already happened on disk via CDC mechanism + return vector_comparison + if backfill or s.CFG.cluster.vector_search is None: + self.backfill_vector_search(vi, vector_comparison) - return FastVectorSearcher(self, vector_comparison, vi.identifier) - except Exception as e: - raise exceptions.VectorSearchException( - 'Failed to initialize vector search index {identifier}' - ) from e + return FastVectorSearcher(self, vector_comparison, vi.identifier) + # except Exception as e: + # raise exceptions.VectorSearchException( + # 'Failed to initialize vector search index {identifier}' + # ) from e def backfill_vector_search(self, vi, searcher): if vi.indexing_listener.select is None: @@ -168,7 +168,8 @@ def backfill_vector_search(self, vi, searcher): id = record[self.databackend.id_field] assert not isinstance(vi.indexing_listener.model, str) - h = record.outputs(key, vi.indexing_listener.model.identifier) + h = record.outputs(key, vi.indexing_listener.model.identifier, + version=vi.indexing_listener.model.version) if isinstance(h, Encodable): h = h.x items.append(VectorItem.create(id=str(id), vector=h)) @@ -387,22 +388,22 @@ def execute(self, query: ExecuteQuery, *args, **kwargs) -> ExecuteResult: :param query: select, insert, delete, update, """ - try: - if isinstance(query, Delete): - return self.delete(query, *args, **kwargs) - if isinstance(query, Insert): - return self.insert(query, *args, **kwargs) - if isinstance(query, Select): - return self.select(query, *args, **kwargs) - if isinstance(query, Table): - return self.select(query.to_query(), *args, **kwargs) - if isinstance(query, Update): - return self.update(query, *args, **kwargs) - if isinstance(query, RawQuery): - return query.execute(self) - except Exception as e: - QueryExceptionCls = exceptions.query_exceptions(query) - raise QueryExceptionCls(f"Error while executing {str(query)} query") from e + # try: + if isinstance(query, Delete): + return self.delete(query, *args, **kwargs) + if isinstance(query, Insert): + return self.insert(query, *args, **kwargs) + if isinstance(query, Select): + return self.select(query, *args, **kwargs) + if isinstance(query, Table): + return self.select(query.to_query(), *args, **kwargs) + if isinstance(query, Update): + return self.update(query, *args, **kwargs) + if isinstance(query, RawQuery): + return query.execute(self) + # except Exception as e: + # QueryExceptionCls = exceptions.query_exceptions(query) + # raise QueryExceptionCls(f"Error while executing {str(query)} query") from e raise TypeError( f'Wrong type of {query}; ' diff --git a/superduperdb/base/document.py b/superduperdb/base/document.py index e63797a3ea..a7d4eeb151 100644 --- a/superduperdb/base/document.py +++ b/superduperdb/base/document.py @@ -7,6 +7,7 @@ from superduperdb.components.encoder import Encodable, Encoder from superduperdb.components.schema import Schema from superduperdb.misc.files import get_file_from_uri +from superduperdb.misc.special_dicts import MongoStyleDict ContentType = t.Union[t.Dict, Encodable] ItemType = t.Union[t.Dict[str, t.Any], Encodable, ObjectId] @@ -46,10 +47,11 @@ def outputs(self, key: str, model: str, version: t.Optional[int] = None) -> t.An :param key: Document key to get outputs from. :param model: Model name to get outputs from. """ + r = MongoStyleDict(self.unpack()) if version is not None: - document = self.unpack()[_OUTPUTS_KEY][key][model][version] + document = r[f'{_OUTPUTS_KEY}.{key}.{model}.{version}'] else: - tmp = self.unpack()[_OUTPUTS_KEY][key][model] + tmp = r[f'{_OUTPUTS_KEY}.{key}.{model}'] version = max(list(tmp.keys())) return tmp[version] return document diff --git a/superduperdb/components/model.py b/superduperdb/components/model.py index 6d8b95c3ad..9af3fdec6e 100644 --- a/superduperdb/components/model.py +++ b/superduperdb/components/model.py @@ -133,20 +133,23 @@ def _predict_one(self, X: t.Any, **kwargs) -> int: return output - def _forward(self, X: t.Sequence[int], num_workers: int = 0) -> t.Sequence[int]: + def _forward(self, X: t.Sequence[int], num_workers: int = 0, **kwargs) -> t.Sequence[int]: if self.batch_predict: - return self.to_call(X) + return self.to_call(X, **kwargs) + + def to_call(x): + return self.to_call(x, **kwargs) outputs = [] if num_workers: pool = multiprocessing.Pool(processes=num_workers) - for r in pool.map(self.to_call, X): + for r in pool.map(to_call, X): outputs.append(r) pool.close() pool.join() else: for r in X: - outputs.append(self.to_call(r)) + outputs.append(self.to_call(r, **kwargs)) return outputs def _predict( @@ -648,47 +651,47 @@ def fit( :param select: The select to use for training (optional) :param validation_sets: The validation ``Dataset`` instances to use (optional) """ - try: - if isinstance(select, dict): - select = Serializable.deserialize(select) + # try: + if isinstance(select, dict): + select = Serializable.deserialize(select) + + if validation_sets: + validation_sets = list(validation_sets) + for i, vs in enumerate(validation_sets): + if isinstance(vs, Dataset): + assert db is not None + db.add(vs) + validation_sets[i] = vs.identifier - if validation_sets: - validation_sets = list(validation_sets) - for i, vs in enumerate(validation_sets): - if isinstance(vs, Dataset): - assert db is not None - db.add(vs) - validation_sets[i] = vs.identifier + if db is not None: + db.add(self) - if db is not None: - db.add(self) - - if db is not None and db.compute.type == 'distributed': - return self.create_fit_job( - X, - select=select, - y=y, - **kwargs, - )(db=db, dependencies=dependencies) - else: - return self._fit( - X, - y=y, - configuration=configuration, - data_prefetch=data_prefetch, - db=db, - metrics=metrics, - select=select, - validation_sets=validation_sets, - **kwargs, - ) - except Exception: - assert isinstance(select, Select) - raise exceptions.ModelFitException( - f'Error while model fit\ - \ninfo: Collection {select.table_or_collection.identifier},\ - Model {self.identifier}' + if db is not None and db.compute.type == 'distributed': + return self.create_fit_job( + X, + select=select, + y=y, + **kwargs, + )(db=db, dependencies=dependencies) + else: + return self._fit( + X, + y=y, + configuration=configuration, + data_prefetch=data_prefetch, + db=db, + metrics=metrics, + select=select, + validation_sets=validation_sets, + **kwargs, ) + # except Exception: + # assert isinstance(select, Select) + # raise exceptions.ModelFitException( + # f'Error while model fit\ + # \ninfo: Collection {select.table_or_collection.identifier},\ + # Model {self.identifier}' + # ) @wraps(_TrainingConfiguration) diff --git a/superduperdb/misc/special_dicts.py b/superduperdb/misc/special_dicts.py index 7a209a2807..795edf78b8 100644 --- a/superduperdb/misc/special_dicts.py +++ b/superduperdb/misc/special_dicts.py @@ -40,6 +40,9 @@ def __setitem__(self, key: str, value: t.Any) -> None: else: parent = key.split('.')[0] child = '.'.join(key.split('.')[1:]) - parent_item = MongoStyleDict(self[parent]) + try: + parent_item = MongoStyleDict(self[parent]) + except KeyError: + parent_item = MongoStyleDict({}) parent_item[child] = value self[parent] = parent_item