{"kind":"task","effective_mode":"full","benchmark":{"kind":"benchmark","effective_mode":"full","slug":"ds-1000","formal_name":"DS-1000","introduction":"DS-1000 builds 1,000 data-science problems from real StackOverflow questions across seven libraries including NumPy, Pandas and Matplotlib. The problems are perturbed so that recalling the original answer does not solve them.","introduction_ja":"","introduction_en":"","category":"Category not supplied","task_count":null,"acquisition_status":"Acquisition status not supplied","official_url":"https://ds1000-code-gen.github.io/","indexing_mode":"index","profile":{"resources":[],"task_format":"","scoring":"","metric":"","size":"","answer_access":"","license":"","citation":"","maintainer":"","released":"","why_hard":"","related":[],"history":"","construction":"","limitations":"","saturation":"","scores":[]}},"task_id":"ff8ad573-2e3b-525c-a74a-2169bba446dc","task_key":"default--test--682","task_revision_id":"1","upstream_id":"682","short_description":"I'm using tensorflow 2.10.0.","config":"default","split":"test","body":"{\"library\":\"Tensorflow\",\"prompt\":\"Problem:\\nI'm using tensorflow 2.10.0.\\nI have a tensor that have shape (50, 100, 1, 512) and i want to reshape it or drop the third dimension so that the new tensor have shape (50, 100, 512).\\na = tf.constant(np.random.rand(50, 100, 1, 512))\\n\\n\\nHow can i solve it. Thanks\\n\\n\\nA:\\n<code>\\nimport tensorflow as tf\\nimport numpy as np\\n\\nnp.random.seed(10)\\na = tf.constant(np.random.rand(50, 100, 1, 512))\\n</code>\\nresult = ... # put solution in this variable\\nBEGIN SOLUTION\\n<code>\\n\"}","display_format":"code","language":"","answer_status":"published","assets":[],"source_url":"https://ds1000-code-gen.github.io/","history":"initial import","indexing_mode":"index","subproblems":[],"grids":[]}