Received: from malur.postgresql.org ([217.196.149.56]) by arkaria.postgresql.org with esmtps (TLS1.2:ECDHE_RSA_AES_256_CBC_SHA384:256) (Exim 4.89) (envelope-from ) id 1f2fWb-0007Iv-Fr for pgsql-hackers@arkaria.postgresql.org; Sun, 01 Apr 2018 16:08:09 +0000 Received: from localhost ([127.0.0.1] helo=malur.postgresql.org) by malur.postgresql.org with esmtp (Exim 4.89) (envelope-from ) id 1f2fWa-0000i2-I6 for pgsql-hackers@arkaria.postgresql.org; Sun, 01 Apr 2018 16:08:08 +0000 Received: from makus.postgresql.org ([2001:4800:1501:1::229]) by malur.postgresql.org with esmtps (TLS1.2:ECDHE_RSA_AES_256_CBC_SHA384:256) (Exim 4.89) (envelope-from ) id 1f2fWZ-0000hi-K3 for pgsql-hackers@lists.postgresql.org; Sun, 01 Apr 2018 16:08:08 +0000 Received: from mail-wm0-x244.google.com ([2a00:1450:400c:c09::244]) by makus.postgresql.org with esmtps (TLS1.2:ECDHE_RSA_AES_256_CBC_SHA1:256) (Exim 4.89) (envelope-from ) id 1f2fWV-0006x1-66 for pgsql-hackers@postgresql.org; Sun, 01 Apr 2018 16:08:06 +0000 Received: by mail-wm0-x244.google.com with SMTP id o23so7924190wmf.0 for ; Sun, 01 Apr 2018 09:08:02 -0700 (PDT) DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=2ndquadrant-com.20150623.gappssmtp.com; s=20150623; h=subject:from:to:cc:references:message-id:date:user-agent :mime-version:in-reply-to:content-language; bh=RuF3pkX2cufNJQzhZeeb4YLPwOAAjOxXOn6KzKW+/80=; b=T6lasfAQ3I3HD0H63smPBd7r+Kl7WTY+wrgLq54WGzi3e6dYDsAQESSeJuJFKRCNk5 Yb6WG9v0oG5Q3Zq6/hFEThAE1YV61Ad6yU2IZijie+kcQfj1cp/rjvr4vr1CzaFucd2K NnEf1RJTnTLYbkf4gH5lFTjWKZwQcfeXCONGcVzVCa8lP6HSVGi3afMlrRXCILjmHXve 4qU+0GYFt7iN3vIzERWPGYr1zwCAdJyKez8C9bek7W9RSzQ80a4RDcAS2F57jvpn56o8 U3NVvADciYqOoSuUhwyTuC9VRlpBuF/b8vl4t2WwQNwcXS6nTGZKyyyArRMsd+mxLPYh FDHg== X-Google-DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=1e100.net; s=20161025; h=x-gm-message-state:subject:from:to:cc:references:message-id:date :user-agent:mime-version:in-reply-to:content-language; bh=RuF3pkX2cufNJQzhZeeb4YLPwOAAjOxXOn6KzKW+/80=; b=PI4coUQQwygkbWfnniYX8hibNoEIxtTlj1BUgLFCUoS/6Wkbc81mU83yp8q95IHDrX wm91Y67EPX7Pbe53MzbM/BhqNa+lJHtuD9OALVzhPWD0nypalTzdmCeE9RnDDdaPi1t3 /M9s56+yQfLvTT7yVvP+MeTRO2zG1+DXSHMiU9mUHSAYxmGtQ8fRw0qUm5zYqc/LO6Y/ cuLWQizrDxSTC2UjwVWI54nAVMUl1QTHNeTdLOnMVhLLNI6X/mg0BeU0SlvwBw6kfnyK 2XVCVQEpQtf6B5r7WDuJUY1iaxShTijF7YuHx7RB7uALznGGBrUhKUtPWxqnl52DJDTO fPeA== X-Gm-Message-State: AElRT7GBMF6UtfzjaBTHWvBXuprjUExmYTEY4r212CmZY45821NPXlQe P2wnI+duQQUs7YRibaKQ4bhq4lZ+a1sHPPsYBykxzOfrEozII0oObbRezXe4QHw3gUk4W5EGE3O 2/w2VusgAKIXYonDNy0tEQwzsx9+nwQOHF411fCxRDXxpl1+u42IY4GMLWZJIxByHYiT70l9vd5 xYG66xpJyy X-Google-Smtp-Source: AIpwx49yhi3M9Tc+dO6yNEPSyXzb2u1tmraBhHzMuAiNVVw+ZKg/RBRFcwq9AkmxpTqWt0csrycAYQ== X-Received: by 10.28.156.195 with SMTP id f186mr434741wme.87.1522598880472; Sun, 01 Apr 2018 09:08:00 -0700 (PDT) Received: from [10.137.2.19] (ip-78-102-97-226.net.upcbroadband.cz. [78.102.97.226]) by smtp.gmail.com with ESMTPSA id l131sm18963113wmb.36.2018.04.01.09.07.58 (version=TLS1_2 cipher=ECDHE-RSA-AES128-GCM-SHA256 bits=128/128); Sun, 01 Apr 2018 09:07:58 -0700 (PDT) Subject: Re: [HACKERS] PATCH: multivariate histograms and MCV lists From: Tomas Vondra To: Dean Rasheed Cc: Alvaro Herrera , Andres Freund , Thomas Munro , Mark Dilger , Adrien Nayrat , Pg Hackers References: <20180310171906.gd6vyz6hnou2n3h7@alvherre.pgsql> <850c3b6b-2641-496c-4efc-500c720f7260@2ndquadrant.com> <66ba9c45-3b07-e5b6-fd11-15e75f6ee8e1@2ndquadrant.com> <49348328-1a02-7e45-e50f-e1d4d0243c5c@2ndquadrant.com> <1aaa338a-fa70-1b92-988e-498eb996ce57@2ndquadrant.com> <681c6a78-2aef-769e-bd0f-290ac650e71d@2ndquadrant.com> <7d12b5d1-ac77-67e3-c67e-7fcbd3753e9c@2ndquadrant.com> Message-ID: Date: Sun, 1 Apr 2018 18:07:55 +0200 User-Agent: Mozilla/5.0 (X11; Linux x86_64; rv:60.0) Gecko/20100101 Thunderbird/60.0 MIME-Version: 1.0 In-Reply-To: <7d12b5d1-ac77-67e3-c67e-7fcbd3753e9c@2ndquadrant.com> Content-Type: multipart/mixed; boundary="------------80A4B6B1E49D52B67003AB2B" Content-Language: en-US List-Id: List-Help: List-Subscribe: List-Post: List-Owner: List-Archive: Precedence: bulk This is a multi-part message in MIME format. --------------80A4B6B1E49D52B67003AB2B Content-Type: text/plain; charset=utf-8 Content-Transfer-Encoding: 7bit Hi, The attached patch version modifies how the non-MCV selectivity is computed, along the lines explained in the previous message. The comments in statext_clauselist_selectivity() explain it in far more detail, but we this: 1) Compute selectivity using the MCV (s1). 2) To compute the non-MCV selectivity (s2) we do this: 2a) See how many top-level equalities are there (and compute ndistinct estimate for those attributes). 2b) If there is an equality on each column, we know there can only be a single matching item. If we found it in the MCV (i.e. s1 > 0) we're done, and 's1' is the answer. 2c) If only some columns have equalities, we estimate the selectivity for equalities as s2 = ((1 - mcv_total_sel) / ndistinct) If there are no remaining conditions, we're done. 2d) To estimate the non-equality clauses (on non-MCV part only), we either repeat the whole process by calling clauselist_selectivity() or approximating s1 to the non-MCV part. This needs a bit of care to prevent infinite loops. Of course, with 0002 this changes slightly, because we may try using a histogram to estimate the non-MCV part. But that's just an extra step right before (2a). regards -- Tomas Vondra http://www.2ndQuadrant.com PostgreSQL Development, 24x7 Support, Remote DBA, Training & Services --------------80A4B6B1E49D52B67003AB2B Content-Type: application/gzip; name="0001-multivariate-MCV-lists-20180401.patch.gz" Content-Transfer-Encoding: base64 Content-Disposition: attachment; filename="0001-multivariate-MCV-lists-20180401.patch.gz" H4sICDAAwVoAAzAwMDEtbXVsdGl2YXJpYXRlLU1DVi1saXN0cy0yMDE4MDQwMS5wYXRjaADU W/lz28aS/ln6K2Zd+2LSBA+Q1EFb9osiUbZqZclPpHOsy8UaAkMJMQgwACiJycv/vl/3DC5e khPvVq3KFglgpmf6/roHOovCqTjoKbutnJbsHNjycNzqtDq9g3bnsO20nd7Ybdtyz+m4LSXe h4EYqJmwD0Sr9ZL/iXarZe+egcxLMQynMhY/hoEbSXGU0NX37cD9bS5xI0gaTjh9s3sqE4Wh t3NL2HvivYxAwT4keu3ey86+qLXsVmt3MB//qpzkpfj04Xh48k7YzfZnMZ37iXcnIw8kxPuT H4XvxUm8u1uv13eFGzrNOML/m6nfdGQi/fAmbtCVWP/zb/y3W6K2NHUyD5xt09KpBwcrU2e+ DOJEJtuWxVTb7ora8o4jNWk6kQJnIyIBxjxnmQ4t2z7kuTRvLJ0vKnCbEOtUBm7c5LWdqRs3 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