[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17573147#comment-17573147 ] ASF subversion and git services commented on LUCENE-10633: -- Commit 7c9d3cd6ff6c6af153ee756a983dc323133f33c7 in lucene's branch refs/heads/main from Adrien Grand [ https://gitbox.apache.org/repos/asf?p=lucene.git;h=7c9d3cd6ff6 ] LUCENE-10633: Fix handling of missing values in reverse sorts. > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Fix For: 9.4 > > Time Spent: 20m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17573148#comment-17573148 ] ASF subversion and git services commented on LUCENE-10633: -- Commit 6366cf2e7ad37dd4f14bb5b7facd3477124073fc in lucene's branch refs/heads/branch_9x from Adrien Grand [ https://gitbox.apache.org/repos/asf?p=lucene.git;h=6366cf2e7ad ] LUCENE-10633: Fix handling of missing values in reverse sorts. > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Fix For: 9.4 > > Time Spent: 20m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17572880#comment-17572880 ] ASF subversion and git services commented on LUCENE-10633: -- Commit 261db55806cd352520e406d5e5a684ce45afa9f4 in lucene's branch refs/heads/branch_9x from Adrien Grand [ https://gitbox.apache.org/repos/asf?p=lucene.git;h=261db55806c ] LUCENE-10633: Dynamic pruning for sorting on SORTED(_SET) fields. (#1023) This commit enables dynamic pruning for queries sorted on SORTED(_SET) fields by using postings to filter competitive documents. > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Time Spent: 20m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17572873#comment-17572873 ] ASF subversion and git services commented on LUCENE-10633: -- Commit eb7b7791ba615dfb52d25fb7e542aab539be293e in lucene's branch refs/heads/main from Adrien Grand [ https://gitbox.apache.org/repos/asf?p=lucene.git;h=eb7b7791ba6 ] LUCENE-10633: Dynamic pruning for sorting on SORTED(_SET) fields. (#1023) This commit enables dynamic pruning for queries sorted on SORTED(_SET) fields by using postings to filter competitive documents. > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Time Spent: 20m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17571807#comment-17571807 ] Adrien Grand commented on LUCENE-10633: --- The PR is ready for review now if someone is interested in having a look. I made an improvement for the very sparse case, so that after collecting {{numHits}} matches, the collector would tell the query to only look at documents that have a value for the sort field. One assumption that this change makes is that terms are encoded exactly the same way in the terms index and in the doc-values terms dictionary. I think it's a fine assumption, but wanted to make it explicit because this optimization will lead to runtime errors if this assumption isn't met. This is the same assumption that we are already making today when sorting numeric fields and using the points index to dynamically prune irrelevant hits. I ran luceneutil again to verify performance is still good: {noformat} TaskQPS baseline StdDevQPS my_modified_version StdDevPct diff p-value HighSloppyPhrase 11.46 (4.3%) 11.19 (5.3%) -2.4% ( -11% -7%) 0.120 Prefix3 53.30 (16.7%) 52.06 (16.8%) -2.3% ( -30% - 37%) 0.659 BrowseDateSSDVFacets5.23 (11.1%)5.13 (13.5%) -1.9% ( -23% - 25%) 0.632 BrowseDayOfYearSSDVFacets 20.33 (7.6%) 19.96 (8.6%) -1.9% ( -16% - 15%) 0.470 BrowseMonthTaxoFacets 28.62 (12.0%) 28.11 (7.8%) -1.8% ( -19% - 20%) 0.582 OrHighNotLow 1357.76 (6.3%) 1334.12 (4.8%) -1.7% ( -12% -9%) 0.325 OrHighNotMed 1568.25 (4.3%) 1541.21 (4.8%) -1.7% ( -10% -7%) 0.232 MedTerm 2422.95 (5.2%) 2381.38 (4.6%) -1.7% ( -10% -8%) 0.269 HighTerm 1736.81 (6.5%) 1710.26 (5.6%) -1.5% ( -12% - 11%) 0.426 MedSloppyPhrase 62.45 (3.4%) 61.59 (4.1%) -1.4% ( -8% -6%) 0.249 OrNotHighHigh 931.81 (5.4%) 919.74 (4.4%) -1.3% ( -10% -8%) 0.403 OrHighHigh 58.41 (5.3%) 57.65 (4.1%) -1.3% ( -10% -8%) 0.388 OrNotHighMed 1179.51 (3.0%) 1168.53 (3.2%) -0.9% ( -6% -5%) 0.338 BrowseRandomLabelSSDVFacets 14.52 (1.9%) 14.40 (1.9%) -0.8% ( -4% -3%) 0.186 LowTerm 1589.67 (3.6%) 1579.95 (4.6%) -0.6% ( -8% -7%) 0.642 MedTermDayTaxoFacets 52.00 (4.3%) 51.70 (4.3%) -0.6% ( -8% -8%) 0.672 OrHighNotHigh 1008.27 (5.9%) 1002.78 (5.1%) -0.5% ( -10% - 11%) 0.756 LowIntervalsOrdered 11.03 (4.8%) 10.98 (4.4%) -0.5% ( -9% -9%) 0.724 OrHighMedDayTaxoFacets 22.72 (3.5%) 22.64 (3.1%) -0.4% ( -6% -6%) 0.718 OrHighLow 899.20 (3.3%) 896.35 (3.0%) -0.3% ( -6% -6%) 0.750 MedIntervalsOrdered 43.37 (3.6%) 43.25 (3.7%) -0.3% ( -7% -7%) 0.799 HighIntervalsOrdered 24.44 (5.3%) 24.37 (5.5%) -0.3% ( -10% - 11%) 0.864 OrNotHighLow 1448.52 (4.0%) 1446.40 (3.5%) -0.1% ( -7% -7%) 0.901 LowSpanNear 85.70 (2.4%) 85.59 (2.2%) -0.1% ( -4% -4%) 0.851 AndHighLow 1043.29 (5.2%) 1042.26 (3.9%) -0.1% ( -8% -9%) 0.946 PKLookup 236.83 (1.4%) 236.69 (2.2%) -0.1% ( -3% -3%) 0.919 HighTermTitleBDVSort 25.03 (3.5%) 25.02 (2.6%) -0.0% ( -5% -6%) 0.977 Wildcard 156.78 (1.9%) 156.93 (1.8%)0.1% ( -3% -3%) 0.877 MedSpanNear 214.11 (4.2%) 214.32 (2.9%)0.1% ( -6% -7%) 0.929 Fuzzy1 118.50 (1.2%) 118.67 (0.9%)0.1% ( -1% -2%) 0.664 Respell 59.34 (1.0%) 59.43 (0.8%)0.1% ( -1% -2%) 0.630 Fuzzy2 115.77 (1.1%) 116.01 (1.1%)0.2% ( -1% -2%) 0.549 LowSloppyPhrase 89.17 (2.6%) 89.38 (2.6%)0.2% ( -4% -5%) 0.771 HighSpanNear 31.18 (4.1%) 31.28 (3.2%)0.3% ( -6% -8%) 0.769
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17568587#comment-17568587 ] Greg Miller commented on LUCENE-10633: -- {quote}It also relates to [~gsmiller] 's work about running term-in-set queries using doc values, which would only help if doc values are enabled on the field. {quote} Which is actually perfect timing as I've just come back to working on this (LUCENE-10207) after setting it aside for a while. Thanks for making this change to {{luceneutil!}} > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Time Spent: 10m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17568109#comment-17568109 ] Adrien Grand commented on LUCENE-10633: --- I opened https://github.com/mikemccand/luceneutil/pull/185. > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Time Spent: 10m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17567913#comment-17567913 ] Michael McCandless commented on LUCENE-10633: - {quote}I plan on opening a PR against luceneutil and I already opened LUCENE-10162 a while back about making this sort of things a more obvious choice. It also relates to [~gsmiller] 's work about running term-in-set queries using doc values, which would only help if doc values are enabled on the field. {quote} Awesome, thanks [~jpountz]! > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Time Spent: 10m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17567649#comment-17567649 ] Adrien Grand commented on LUCENE-10633: --- Double yes [~mikemccand] ! I plan on opening a PR against luceneutil and I already opened LUCENE-10162 a while back about making this sort of things a more obvious choice. It also relates to [~gsmiller] 's work about running term-in-set queries using doc values, which would only help if doc values are enabled on the field. > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Time Spent: 10m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17567603#comment-17567603 ] Michael McCandless commented on LUCENE-10633: - Should we make that change to luceneutil permanent? (indexing sorting fields in both points and DVs)? Maybe we need to make this path more of a default / obvious choice for users so they see these optos? E.g. some sort of combined {{{}DocValuesAndPointsField{}}}? > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Time Spent: 10m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17567602#comment-17567602 ] Michael McCandless commented on LUCENE-10633: - Good grief :) It is not every day you see a 77X speedup in Lucene queries!!! > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Time Spent: 10m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17567485#comment-17567485 ] Adrien Grand commented on LUCENE-10633: --- Indeed the speedup is impressive. :) I should have noted that I had to tweak luceneutil to also index fields that were used for sorting so that the inverted index could be used to skip hits. This change is very similar to LUCENE-9280, which led to annotation DD on [https://home.apache.org/~mikemccand/lucenebench/TermDayOfYearSort.html] and https://home.apache.org/~mikemccand/lucenebench/TermDTSort.html. > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Time Spent: 10m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17567334#comment-17567334 ] Michael Sokolov commented on LUCENE-10633: -- Adrien that's crazy ! > Dynamic pruning for queries sorted by SORTED(_SET) field > > > Key: LUCENE-10633 > URL: https://issues.apache.org/jira/browse/LUCENE-10633 > Project: Lucene - Core > Issue Type: Improvement >Reporter: Adrien Grand >Priority: Minor > Time Spent: 10m > Remaining Estimate: 0h > > LUCENE-9280 introduced the ability to dynamically prune non-competitive hits > when sorting by a numeric field, by leveraging the points index to skip > documents that do not compare better than the top of the priority queue > maintained by the field comparator. > However queries sorted by a SORTED(_SET) field still look at all hits, which > is disappointing. Could we leverage the terms index to skip hits? -- This message was sent by Atlassian Jira (v8.20.10#820010) - To unsubscribe, e-mail: issues-unsubscr...@lucene.apache.org For additional commands, e-mail: issues-h...@lucene.apache.org
[jira] [Commented] (LUCENE-10633) Dynamic pruning for queries sorted by SORTED(_SET) field
[ https://issues.apache.org/jira/browse/LUCENE-10633?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel=17567268#comment-17567268 ] Adrien Grand commented on LUCENE-10633: --- I played with a prototype that starts dynamically pruning matches as soon as there are 128 competitive ordinals left or less by pulling postings to iterate over the remaining documents that have competitive values. I still need to think of simplifying the logic and improving tests but the initial benchmarks on wikimedium10m are very encouraging (assuming I didn't get anything wrong): {noformat} TaskQPS baseline StdDevQPS my_modified_version StdDevPct diff p-value Prefix3 248.74 (6.1%) 242.61 (5.8%) -2.5% ( -13% - 10%) 0.191 BrowseMonthTaxoFacets 27.71 (10.1%) 27.34 (10.6%) -1.3% ( -20% - 21%) 0.682 BrowseDateSSDVFacets4.99 (10.3%)4.94 (8.4%) -1.1% ( -17% - 19%) 0.707 BrowseDateTaxoFacets 44.26 (12.2%) 43.97 (13.1%) -0.7% ( -23% - 28%) 0.870 Wildcard 137.61 (3.0%) 136.97 (2.6%) -0.5% ( -5% -5%) 0.592 BrowseDayOfYearTaxoFacets 45.53 (12.4%) 45.44 (13.4%) -0.2% ( -23% - 29%) 0.963 IntNRQ 198.27 (8.1%) 197.94 (7.4%) -0.2% ( -14% - 16%) 0.946 BrowseRandomLabelSSDVFacets 14.51 (2.2%) 14.49 (2.4%) -0.2% ( -4% -4%) 0.835 AndHighHighDayTaxoFacets8.32 (5.1%)8.31 (5.7%) -0.1% ( -10% - 11%) 0.956 LowSpanNear 46.83 (1.6%) 46.82 (2.0%) -0.0% ( -3% -3%) 0.990 BrowseRandomLabelTaxoFacets 36.18 (10.5%) 36.18 (12.6%)0.0% ( -20% - 25%) 0.998 MedTermDayTaxoFacets 73.59 (4.8%) 73.66 (5.7%)0.1% ( -9% - 11%) 0.954 OrNotHighHigh 1476.08 (5.3%) 1477.58 (3.9%)0.1% ( -8% -9%) 0.945 TermDTSort 746.55 (2.4%) 747.70 (1.7%)0.2% ( -3% -4%) 0.817 Fuzzy2 96.18 (1.3%) 96.39 (1.4%)0.2% ( -2% -2%) 0.617 AndHighMedDayTaxoFacets 154.89 (1.8%) 155.29 (1.6%)0.3% ( -3% -3%) 0.629 AndHighMed 378.38 (3.7%) 379.50 (4.4%)0.3% ( -7% -8%) 0.817 PKLookup 243.14 (1.9%) 243.99 (1.9%)0.4% ( -3% -4%) 0.552 HighPhrase 279.13 (2.1%) 280.21 (1.5%)0.4% ( -3% -4%) 0.510 Respell 71.59 (1.5%) 71.87 (1.5%)0.4% ( -2% -3%) 0.406 OrHighHigh 66.95 (6.5%) 67.21 (5.7%)0.4% ( -11% - 13%) 0.837 Fuzzy1 101.53 (1.5%) 101.95 (1.5%)0.4% ( -2% -3%) 0.382 LowPhrase 101.76 (2.3%) 102.22 (2.6%)0.5% ( -4% -5%) 0.558 LowSloppyPhrase 21.14 (3.1%) 21.25 (4.1%)0.5% ( -6% -7%) 0.661 MedPhrase 173.45 (2.7%) 174.55 (2.6%)0.6% ( -4% -6%) 0.443 MedSpanNear 17.77 (4.5%) 17.88 (4.8%)0.6% ( -8% - 10%) 0.661 OrHighNotLow 1396.26 (5.6%) 1406.85 (6.4%)0.8% ( -10% - 13%) 0.692 OrHighMed 162.41 (5.3%) 163.69 (4.8%)0.8% ( -8% - 11%) 0.625 HighTermDayOfYearSort 1476.11 (2.7%) 1488.26 (2.4%)0.8% ( -4% -6%) 0.312 MedIntervalsOrdered 113.65 (4.2%) 114.59 (7.0%)0.8% ( -9% - 12%) 0.652 OrHighLow 828.13 (5.2%) 835.45 (4.7%)0.9% ( -8% - 11%) 0.574 MedTerm 2356.21 (4.7%) 2377.47 (5.0%)0.9% ( -8% - 11%) 0.554 MedSloppyPhrase 62.13 (3.4%) 62.72 (3.9%)0.9% ( -6% -8%) 0.420 HighIntervalsOrdered 18.19 (5.7%) 18.37 (8.6%)1.0% ( -12% - 16%) 0.673 AndHighHigh 54.46 (6.2%) 55.01 (6.3%)1.0% ( -10% - 14%) 0.615 LowTerm 2247.13 (4.7%) 2270.19 (3.7%)1.0% ( -7% -9%) 0.446 OrNotHighLow 1728.71 (4.3%) 1748.19 (4.7%)1.1% ( -7% - 10%) 0.427 HighTermTitleBDVSort 14.31 (3.3%) 14.47 (5.7%)