{"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":"557934d0-c462-52a3-888f-15bd41791442","task_key":"default--test--421","task_revision_id":"1","upstream_id":"421","short_description":"The clamp function is clamp(x, min, max) = min if x < min, max if x > max, else…","config":"default","split":"test","body":"{\"library\":\"Numpy\",\"prompt\":\"Problem:\\nThe clamp function is clamp(x, min, max) = min if x < min, max if x > max, else x\\nI need a function that behaves like the clamp function, but is smooth (i.e. has a continuous derivative). \\nN-order Smoothstep function might be a perfect solution.\\nA:\\n<code>\\nimport numpy as np\\nx = 0.25\\nx_min = 0\\nx_max = 1\\nN = 5\\n</code>\\ndefine function named `smoothclamp` as solution\\nBEGIN SOLUTION\\n<code>\"}","display_format":"code","language":"","answer_status":"published","assets":[],"source_url":"https://ds1000-code-gen.github.io/","history":"initial import","indexing_mode":"index","subproblems":[],"grids":[]}