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Posted to commits@gluten.apache.org by "lwz9103 (via GitHub)" <gi...@apache.org> on 2024/07/25 08:53:22 UTC
[PR] [GLUTEN-6590] Support compact mergetree file on s3 [incubator-gluten]
lwz9103 opened a new pull request, #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591
## What changes were proposed in this pull request?
(Fixes: \#6590)
## How was this patch tested?
unit tests
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Re: [PR] [GLUTEN-6590] Support compact mergetree file on s3 [incubator-gluten]
Posted by "github-actions[bot] (via GitHub)" <gi...@apache.org>.
github-actions[bot] commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2249815209
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "lwz9103 (via GitHub)" <gi...@apache.org>.
lwz9103 commented on code in PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#discussion_r1694814282
##########
cpp-ch/local-engine/Common/CHUtil.cpp:
##########
@@ -556,7 +556,7 @@ std::vector<String> BackendInitializerUtil::wrapDiskPathConfig(
if (path_prefix.empty() && path_suffix.empty())
return changed_paths;
Poco::Util::AbstractConfiguration::Keys disks;
- std::unordered_set<String> disk_types = {"s3", "hdfs_gluten", "cache"};
+ std::unordered_set<String> disk_types = {"s3_gluten", "hdfs_gluten", "cache"};
Review Comment:
Disk type is already set to s3_gluten.
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "baibaichen (via GitHub)" <gi...@apache.org>.
baibaichen merged PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "github-actions[bot] (via GitHub)" <gi...@apache.org>.
github-actions[bot] commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2255363692
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Re: [PR] [GLUTEN-6590] Support compact mergetree file on s3 [incubator-gluten]
Posted by "github-actions[bot] (via GitHub)" <gi...@apache.org>.
github-actions[bot] commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2251799029
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "github-actions[bot] (via GitHub)" <gi...@apache.org>.
github-actions[bot] commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2259401649
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "github-actions[bot] (via GitHub)" <gi...@apache.org>.
github-actions[bot] commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2260609051
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "GlutenPerfBot (via GitHub)" <gi...@apache.org>.
GlutenPerfBot commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2261211995
===== Performance report for TPCH SF2000 with Velox backend, for reference only ====
<table border="1" cellpadding="0" cellspacing="0">
<tbody>
<tr>
<td><font color=#000000>query</font></td>
<td><font color=#000000>log/native_master_07_31_2024_time.csv</font></td>
<td><font color=#000000>log/native_master_07_30_2024_3a5e5b1d25_time.csv</font></td>
<td><font color=#000000>difference</font></td>
<td><font color=#000000>percentage</font></td>
</tr>
<tr>
<td><font color=#6F9915>q1</font></td>
<td><font color=#6F9915>40.49</font></td>
<td><font color=#6F9915>40.48</font></td>
<td><font color=#6F9915>-0.018</font></td>
<td><font color=#6F9915>99.96%</font></td>
</tr>
<tr>
<td><font color=#F92663>q2</font></td>
<td><font color=#F92663>30.38</font></td>
<td><font color=#F92663>30.82</font></td>
<td><font color=#F92663>0.433</font></td>
<td><font color=#F92663>101.43%</font></td>
</tr>
<tr>
<td><font color=#F92663>q3</font></td>
<td><font color=#F92663>53.36</font></td>
<td><font color=#F92663>56.32</font></td>
<td><font color=#F92663>2.963</font></td>
<td><font color=#F92663>105.55%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q4</font></td>
<td><font color=#6F9915>41.93</font></td>
<td><font color=#6F9915>41.60</font></td>
<td><font color=#6F9915>-0.332</font></td>
<td><font color=#6F9915>99.21%</font></td>
</tr>
<tr>
<td><font color=#F92663>q5</font></td>
<td><font color=#F92663>105.75</font></td>
<td><font color=#F92663>106.67</font></td>
<td><font color=#F92663>0.917</font></td>
<td><font color=#F92663>100.87%</font></td>
</tr>
<tr>
<td><font color=#F92663>q6</font></td>
<td><font color=#F92663>11.50</font></td>
<td><font color=#F92663>14.28</font></td>
<td><font color=#F92663>2.779</font></td>
<td><font color=#F92663>124.17%</font></td>
</tr>
<tr>
<td><font color=#F92663>q7</font></td>
<td><font color=#F92663>116.91</font></td>
<td><font color=#F92663>121.11</font></td>
<td><font color=#F92663>4.195</font></td>
<td><font color=#F92663>103.59%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q8</font></td>
<td><font color=#6F9915>116.05</font></td>
<td><font color=#6F9915>115.72</font></td>
<td><font color=#6F9915>-0.330</font></td>
<td><font color=#6F9915>99.72%</font></td>
</tr>
<tr>
<td><font color=#F92663>q9</font></td>
<td><font color=#F92663>168.38</font></td>
<td><font color=#F92663>171.12</font></td>
<td><font color=#F92663>2.748</font></td>
<td><font color=#F92663>101.63%</font></td>
</tr>
<tr>
<td><font color=#F92663>q10</font></td>
<td><font color=#F92663>65.81</font></td>
<td><font color=#F92663>66.00</font></td>
<td><font color=#F92663>0.188</font></td>
<td><font color=#F92663>100.28%</font></td>
</tr>
<tr>
<td><font color=#F92663>q11</font></td>
<td><font color=#F92663>26.76</font></td>
<td><font color=#F92663>28.05</font></td>
<td><font color=#F92663>1.287</font></td>
<td><font color=#F92663>104.81%</font></td>
</tr>
<tr>
<td><font color=#F92663>q12</font></td>
<td><font color=#F92663>29.20</font></td>
<td><font color=#F92663>30.46</font></td>
<td><font color=#F92663>1.258</font></td>
<td><font color=#F92663>104.31%</font></td>
</tr>
<tr>
<td><font color=#F92663>q13</font></td>
<td><font color=#F92663>51.79</font></td>
<td><font color=#F92663>52.36</font></td>
<td><font color=#F92663>0.569</font></td>
<td><font color=#F92663>101.10%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q14</font></td>
<td><font color=#6F9915>25.72</font></td>
<td><font color=#6F9915>25.55</font></td>
<td><font color=#6F9915>-0.164</font></td>
<td><font color=#6F9915>99.36%</font></td>
</tr>
<tr>
<td><font color=#F92663>q15</font></td>
<td><font color=#F92663>53.02</font></td>
<td><font color=#F92663>55.81</font></td>
<td><font color=#F92663>2.785</font></td>
<td><font color=#F92663>105.25%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q16</font></td>
<td><font color=#6F9915>20.31</font></td>
<td><font color=#6F9915>20.09</font></td>
<td><font color=#6F9915>-0.226</font></td>
<td><font color=#6F9915>98.89%</font></td>
</tr>
<tr>
<td><font color=#F92663>q17</font></td>
<td><font color=#F92663>131.74</font></td>
<td><font color=#F92663>134.70</font></td>
<td><font color=#F92663>2.960</font></td>
<td><font color=#F92663>102.25%</font></td>
</tr>
<tr>
<td><font color=#F92663>q18</font></td>
<td><font color=#F92663>198.71</font></td>
<td><font color=#F92663>199.98</font></td>
<td><font color=#F92663>1.266</font></td>
<td><font color=#F92663>100.64%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q19</font></td>
<td><font color=#6F9915>27.35</font></td>
<td><font color=#6F9915>25.41</font></td>
<td><font color=#6F9915>-1.943</font></td>
<td><font color=#6F9915>92.90%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q20</font></td>
<td><font color=#6F9915>41.43</font></td>
<td><font color=#6F9915>40.81</font></td>
<td><font color=#6F9915>-0.613</font></td>
<td><font color=#6F9915>98.52%</font></td>
</tr>
<tr>
<td><font color=#F92663>q21</font></td>
<td><font color=#F92663>379.32</font></td>
<td><font color=#F92663>381.21</font></td>
<td><font color=#F92663>1.883</font></td>
<td><font color=#F92663>100.50%</font></td>
</tr>
<tr>
<td><font color=#F92663>q22</font></td>
<td><font color=#F92663>15.56</font></td>
<td><font color=#F92663>18.70</font></td>
<td><font color=#F92663>3.143</font></td>
<td><font color=#F92663>120.21%</font></td>
</tr>
<tr>
<td><font color=#F92663>total</font></td>
<td><font color=#F92663>1751.51</font></td>
<td><font color=#F92663>1777.26</font></td>
<td><font color=#F92663>25.748</font></td>
<td><font color=#F92663>101.47%</font></td>
</tr>
</tbody>
</table>
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "lwz9103 (via GitHub)" <gi...@apache.org>.
lwz9103 commented on code in PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#discussion_r1694811996
##########
backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseMergeTreeWriteOnS3Suite.scala:
##########
@@ -635,6 +671,7 @@ class GlutenClickHouseMergeTreeWriteOnS3Suite
withSQLConf(
"spark.databricks.delta.optimize.minFileSize" -> "200000000",
+ "spark.gluten.sql.columnar.backend.ch.runtime_settings.mergetree.insert_without_local_storage" -> "true",
Review Comment:
Test directly merge parts on s3. See this code branch
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "lwz9103 (via GitHub)" <gi...@apache.org>.
lwz9103 commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2255324848
> Please check unit tests can test current codes
Please see this code to test compact files on s3
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "liuneng1994 (via GitHub)" <gi...@apache.org>.
liuneng1994 commented on code in PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#discussion_r1694790868
##########
backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseMergeTreeWriteOnS3Suite.scala:
##########
@@ -635,6 +671,7 @@ class GlutenClickHouseMergeTreeWriteOnS3Suite
withSQLConf(
"spark.databricks.delta.optimize.minFileSize" -> "200000000",
+ "spark.gluten.sql.columnar.backend.ch.runtime_settings.mergetree.insert_without_local_storage" -> "true",
Review Comment:
why add this config
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Re: [PR] [GLUTEN-6590] Support compact mergetree file on s3 [incubator-gluten]
Posted by "github-actions[bot] (via GitHub)" <gi...@apache.org>.
github-actions[bot] commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2250050639
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "liuneng1994 (via GitHub)" <gi...@apache.org>.
liuneng1994 commented on code in PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#discussion_r1694792924
##########
cpp-ch/local-engine/Common/CHUtil.cpp:
##########
@@ -556,7 +556,7 @@ std::vector<String> BackendInitializerUtil::wrapDiskPathConfig(
if (path_prefix.empty() && path_suffix.empty())
return changed_paths;
Poco::Util::AbstractConfiguration::Keys disks;
- std::unordered_set<String> disk_types = {"s3", "hdfs_gluten", "cache"};
+ std::unordered_set<String> disk_types = {"s3_gluten", "hdfs_gluten", "cache"};
Review Comment:
GlutenClickHouseWholeStageTransformerSuite configuration of disk type for UT should be changed
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "lwz9103 (via GitHub)" <gi...@apache.org>.
lwz9103 commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2260060536
### Test Result
Compact files on s3
Local UT test
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Re: [PR] [GLUTEN-6590] Support compact mergetree file on s3 [incubator-gluten]
Posted by "github-actions[bot] (via GitHub)" <gi...@apache.org>.
github-actions[bot] commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2249814704
https://github.com/apache/incubator-gluten/issues/6590
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Re: [PR] [GLUTEN-6590][CH] Support compact mergetree file on s3 [incubator-gluten]
Posted by "GlutenPerfBot (via GitHub)" <gi...@apache.org>.
GlutenPerfBot commented on PR #6591:
URL: https://github.com/apache/incubator-gluten/pull/6591#issuecomment-2261095053
===== Performance report for TPCDS SF2000 with Velox backend, for reference only ====
<table border="1" cellpadding="0" cellspacing="0">
<tbody>
<tr>
<td><font color=#000000>query</font></td>
<td><font color=#000000>log/native_master_07_31_2024_time.csv</font></td>
<td><font color=#000000>log/native_master_07_30_2024_97f4eb2e0c_time.csv</font></td>
<td><font color=#000000>difference</font></td>
<td><font color=#000000>percentage</font></td>
</tr>
<tr>
<td><font color=#6F9915>q1</font></td>
<td><font color=#6F9915>14.31</font></td>
<td><font color=#6F9915>13.56</font></td>
<td><font color=#6F9915>-0.748</font></td>
<td><font color=#6F9915>94.77%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q2</font></td>
<td><font color=#6F9915>13.71</font></td>
<td><font color=#6F9915>13.36</font></td>
<td><font color=#6F9915>-0.355</font></td>
<td><font color=#6F9915>97.41%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q3</font></td>
<td><font color=#6F9915>4.56</font></td>
<td><font color=#6F9915>2.52</font></td>
<td><font color=#6F9915>-2.039</font></td>
<td><font color=#6F9915>55.26%</font></td>
</tr>
<tr>
<td><font color=#F92663>q4</font></td>
<td><font color=#F92663>69.81</font></td>
<td><font color=#F92663>70.21</font></td>
<td><font color=#F92663>0.394</font></td>
<td><font color=#F92663>100.57%</font></td>
</tr>
<tr>
<td><font color=#F92663>q5</font></td>
<td><font color=#F92663>7.70</font></td>
<td><font color=#F92663>7.80</font></td>
<td><font color=#F92663>0.100</font></td>
<td><font color=#F92663>101.29%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q6</font></td>
<td><font color=#6F9915>3.28</font></td>
<td><font color=#6F9915>2.20</font></td>
<td><font color=#6F9915>-1.080</font></td>
<td><font color=#6F9915>67.05%</font></td>
</tr>
<tr>
<td><font color=#F92663>q7</font></td>
<td><font color=#F92663>4.84</font></td>
<td><font color=#F92663>6.60</font></td>
<td><font color=#F92663>1.760</font></td>
<td><font color=#F92663>136.33%</font></td>
</tr>
<tr>
<td><font color=#F92663>q8</font></td>
<td><font color=#F92663>5.15</font></td>
<td><font color=#F92663>5.23</font></td>
<td><font color=#F92663>0.081</font></td>
<td><font color=#F92663>101.58%</font></td>
</tr>
<tr>
<td><font color=#F92663>q9</font></td>
<td><font color=#F92663>23.96</font></td>
<td><font color=#F92663>25.55</font></td>
<td><font color=#F92663>1.597</font></td>
<td><font color=#F92663>106.67%</font></td>
</tr>
<tr>
<td><font color=#F92663>q10</font></td>
<td><font color=#F92663>9.73</font></td>
<td><font color=#F92663>10.40</font></td>
<td><font color=#F92663>0.671</font></td>
<td><font color=#F92663>106.90%</font></td>
</tr>
<tr>
<td><font color=#F92663>q11</font></td>
<td><font color=#F92663>36.54</font></td>
<td><font color=#F92663>37.48</font></td>
<td><font color=#F92663>0.939</font></td>
<td><font color=#F92663>102.57%</font></td>
</tr>
<tr>
<td><font color=#F92663>q12</font></td>
<td><font color=#F92663>1.38</font></td>
<td><font color=#F92663>1.47</font></td>
<td><font color=#F92663>0.091</font></td>
<td><font color=#F92663>106.60%</font></td>
</tr>
<tr>
<td><font color=#F92663>q13</font></td>
<td><font color=#F92663>6.31</font></td>
<td><font color=#F92663>6.40</font></td>
<td><font color=#F92663>0.091</font></td>
<td><font color=#F92663>101.44%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q14a</font></td>
<td><font color=#6F9915>46.21</font></td>
<td><font color=#6F9915>45.84</font></td>
<td><font color=#6F9915>-0.366</font></td>
<td><font color=#6F9915>99.21%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q14b</font></td>
<td><font color=#6F9915>42.83</font></td>
<td><font color=#6F9915>42.50</font></td>
<td><font color=#6F9915>-0.329</font></td>
<td><font color=#6F9915>99.23%</font></td>
</tr>
<tr>
<td><font color=#F92663>q15</font></td>
<td><font color=#F92663>2.53</font></td>
<td><font color=#F92663>2.66</font></td>
<td><font color=#F92663>0.133</font></td>
<td><font color=#F92663>105.25%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q16</font></td>
<td><font color=#6F9915>45.93</font></td>
<td><font color=#6F9915>45.34</font></td>
<td><font color=#6F9915>-0.587</font></td>
<td><font color=#6F9915>98.72%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q17</font></td>
<td><font color=#6F9915>5.33</font></td>
<td><font color=#6F9915>4.97</font></td>
<td><font color=#6F9915>-0.366</font></td>
<td><font color=#6F9915>93.14%</font></td>
</tr>
<tr>
<td><font color=#F92663>q18</font></td>
<td><font color=#F92663>6.62</font></td>
<td><font color=#F92663>6.85</font></td>
<td><font color=#F92663>0.224</font></td>
<td><font color=#F92663>103.38%</font></td>
</tr>
<tr>
<td><font color=#F92663>q19</font></td>
<td><font color=#F92663>2.12</font></td>
<td><font color=#F92663>2.24</font></td>
<td><font color=#F92663>0.121</font></td>
<td><font color=#F92663>105.72%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q20</font></td>
<td><font color=#6F9915>1.52</font></td>
<td><font color=#6F9915>1.44</font></td>
<td><font color=#6F9915>-0.077</font></td>
<td><font color=#6F9915>94.91%</font></td>
</tr>
<tr>
<td><font color=#F92663>q21</font></td>
<td><font color=#F92663>1.06</font></td>
<td><font color=#F92663>1.24</font></td>
<td><font color=#F92663>0.179</font></td>
<td><font color=#F92663>116.84%</font></td>
</tr>
<tr>
<td><font color=#F92663>q22</font></td>
<td><font color=#F92663>7.67</font></td>
<td><font color=#F92663>7.85</font></td>
<td><font color=#F92663>0.179</font></td>
<td><font color=#F92663>102.34%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q23a</font></td>
<td><font color=#6F9915>101.98</font></td>
<td><font color=#6F9915>101.56</font></td>
<td><font color=#6F9915>-0.424</font></td>
<td><font color=#6F9915>99.58%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q23b</font></td>
<td><font color=#6F9915>126.41</font></td>
<td><font color=#6F9915>125.77</font></td>
<td><font color=#6F9915>-0.635</font></td>
<td><font color=#6F9915>99.50%</font></td>
</tr>
<tr>
<td><font color=#F92663>q24a</font></td>
<td><font color=#F92663>95.33</font></td>
<td><font color=#F92663>96.52</font></td>
<td><font color=#F92663>1.193</font></td>
<td><font color=#F92663>101.25%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q24b</font></td>
<td><font color=#6F9915>96.41</font></td>
<td><font color=#6F9915>92.44</font></td>
<td><font color=#6F9915>-3.968</font></td>
<td><font color=#6F9915>95.88%</font></td>
</tr>
<tr>
<td><font color=#F92663>q25</font></td>
<td><font color=#F92663>4.06</font></td>
<td><font color=#F92663>4.14</font></td>
<td><font color=#F92663>0.072</font></td>
<td><font color=#F92663>101.77%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q26</font></td>
<td><font color=#6F9915>3.30</font></td>
<td><font color=#6F9915>3.22</font></td>
<td><font color=#6F9915>-0.082</font></td>
<td><font color=#6F9915>97.52%</font></td>
</tr>
<tr>
<td><font color=#F92663>q27</font></td>
<td><font color=#F92663>3.78</font></td>
<td><font color=#F92663>3.78</font></td>
<td><font color=#F92663>0.001</font></td>
<td><font color=#F92663>100.03%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q28</font></td>
<td><font color=#6F9915>31.36</font></td>
<td><font color=#6F9915>30.95</font></td>
<td><font color=#6F9915>-0.408</font></td>
<td><font color=#6F9915>98.70%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q29</font></td>
<td><font color=#6F9915>11.97</font></td>
<td><font color=#6F9915>11.17</font></td>
<td><font color=#6F9915>-0.809</font></td>
<td><font color=#6F9915>93.25%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q30</font></td>
<td><font color=#6F9915>4.93</font></td>
<td><font color=#6F9915>4.85</font></td>
<td><font color=#6F9915>-0.078</font></td>
<td><font color=#6F9915>98.42%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q31</font></td>
<td><font color=#6F9915>7.26</font></td>
<td><font color=#6F9915>7.25</font></td>
<td><font color=#6F9915>-0.014</font></td>
<td><font color=#6F9915>99.81%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q32</font></td>
<td><font color=#6F9915>1.35</font></td>
<td><font color=#6F9915>1.18</font></td>
<td><font color=#6F9915>-0.174</font></td>
<td><font color=#6F9915>87.16%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q33</font></td>
<td><font color=#6F9915>4.40</font></td>
<td><font color=#6F9915>4.36</font></td>
<td><font color=#6F9915>-0.045</font></td>
<td><font color=#6F9915>98.98%</font></td>
</tr>
<tr>
<td><font color=#F92663>q34</font></td>
<td><font color=#F92663>3.78</font></td>
<td><font color=#F92663>3.99</font></td>
<td><font color=#F92663>0.210</font></td>
<td><font color=#F92663>105.54%</font></td>
</tr>
<tr>
<td><font color=#F92663>q35</font></td>
<td><font color=#F92663>7.81</font></td>
<td><font color=#F92663>8.90</font></td>
<td><font color=#F92663>1.095</font></td>
<td><font color=#F92663>114.03%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q36</font></td>
<td><font color=#6F9915>4.73</font></td>
<td><font color=#6F9915>4.67</font></td>
<td><font color=#6F9915>-0.057</font></td>
<td><font color=#6F9915>98.79%</font></td>
</tr>
<tr>
<td><font color=#F92663>q37</font></td>
<td><font color=#F92663>4.44</font></td>
<td><font color=#F92663>4.74</font></td>
<td><font color=#F92663>0.304</font></td>
<td><font color=#F92663>106.85%</font></td>
</tr>
<tr>
<td><font color=#F92663>q38</font></td>
<td><font color=#F92663>12.99</font></td>
<td><font color=#F92663>13.61</font></td>
<td><font color=#F92663>0.615</font></td>
<td><font color=#F92663>104.74%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q39a</font></td>
<td><font color=#6F9915>3.36</font></td>
<td><font color=#6F9915>2.93</font></td>
<td><font color=#6F9915>-0.429</font></td>
<td><font color=#6F9915>87.23%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q39b</font></td>
<td><font color=#6F9915>2.84</font></td>
<td><font color=#6F9915>2.56</font></td>
<td><font color=#6F9915>-0.278</font></td>
<td><font color=#6F9915>90.18%</font></td>
</tr>
<tr>
<td><font color=#F92663>q40</font></td>
<td><font color=#F92663>4.41</font></td>
<td><font color=#F92663>6.20</font></td>
<td><font color=#F92663>1.798</font></td>
<td><font color=#F92663>140.80%</font></td>
</tr>
<tr>
<td><font color=#F92663>q41</font></td>
<td><font color=#F92663>0.59</font></td>
<td><font color=#F92663>0.65</font></td>
<td><font color=#F92663>0.058</font></td>
<td><font color=#F92663>109.94%</font></td>
</tr>
<tr>
<td><font color=#F92663>q42</font></td>
<td><font color=#F92663>0.94</font></td>
<td><font color=#F92663>0.97</font></td>
<td><font color=#F92663>0.027</font></td>
<td><font color=#F92663>102.89%</font></td>
</tr>
<tr>
<td><font color=#F92663>q43</font></td>
<td><font color=#F92663>4.35</font></td>
<td><font color=#F92663>4.42</font></td>
<td><font color=#F92663>0.073</font></td>
<td><font color=#F92663>101.67%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q44</font></td>
<td><font color=#6F9915>13.72</font></td>
<td><font color=#6F9915>9.95</font></td>
<td><font color=#6F9915>-3.777</font></td>
<td><font color=#6F9915>72.48%</font></td>
</tr>
<tr>
<td><font color=#F92663>q45</font></td>
<td><font color=#F92663>3.04</font></td>
<td><font color=#F92663>3.26</font></td>
<td><font color=#F92663>0.224</font></td>
<td><font color=#F92663>107.38%</font></td>
</tr>
<tr>
<td><font color=#F92663>q46</font></td>
<td><font color=#F92663>3.54</font></td>
<td><font color=#F92663>3.75</font></td>
<td><font color=#F92663>0.213</font></td>
<td><font color=#F92663>106.03%</font></td>
</tr>
<tr>
<td><font color=#F92663>q47</font></td>
<td><font color=#F92663>17.44</font></td>
<td><font color=#F92663>17.50</font></td>
<td><font color=#F92663>0.067</font></td>
<td><font color=#F92663>100.38%</font></td>
</tr>
<tr>
<td><font color=#F92663>q48</font></td>
<td><font color=#F92663>5.12</font></td>
<td><font color=#F92663>5.24</font></td>
<td><font color=#F92663>0.119</font></td>
<td><font color=#F92663>102.32%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q49</font></td>
<td><font color=#6F9915>8.59</font></td>
<td><font color=#6F9915>8.38</font></td>
<td><font color=#6F9915>-0.212</font></td>
<td><font color=#6F9915>97.53%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q50</font></td>
<td><font color=#6F9915>21.98</font></td>
<td><font color=#6F9915>21.30</font></td>
<td><font color=#6F9915>-0.682</font></td>
<td><font color=#6F9915>96.90%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q51</font></td>
<td><font color=#6F9915>10.16</font></td>
<td><font color=#6F9915>9.64</font></td>
<td><font color=#6F9915>-0.516</font></td>
<td><font color=#6F9915>94.92%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q52</font></td>
<td><font color=#6F9915>1.06</font></td>
<td><font color=#6F9915>1.05</font></td>
<td><font color=#6F9915>-0.003</font></td>
<td><font color=#6F9915>99.69%</font></td>
</tr>
<tr>
<td><font color=#F92663>q53</font></td>
<td><font color=#F92663>2.30</font></td>
<td><font color=#F92663>2.35</font></td>
<td><font color=#F92663>0.049</font></td>
<td><font color=#F92663>102.13%</font></td>
</tr>
<tr>
<td><font color=#F92663>q54</font></td>
<td><font color=#F92663>3.78</font></td>
<td><font color=#F92663>3.92</font></td>
<td><font color=#F92663>0.138</font></td>
<td><font color=#F92663>103.65%</font></td>
</tr>
<tr>
<td><font color=#F92663>q55</font></td>
<td><font color=#F92663>1.05</font></td>
<td><font color=#F92663>1.08</font></td>
<td><font color=#F92663>0.032</font></td>
<td><font color=#F92663>103.05%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q56</font></td>
<td><font color=#6F9915>4.28</font></td>
<td><font color=#6F9915>4.08</font></td>
<td><font color=#6F9915>-0.198</font></td>
<td><font color=#6F9915>95.36%</font></td>
</tr>
<tr>
<td><font color=#F92663>q57</font></td>
<td><font color=#F92663>10.67</font></td>
<td><font color=#F92663>10.79</font></td>
<td><font color=#F92663>0.118</font></td>
<td><font color=#F92663>101.10%</font></td>
</tr>
<tr>
<td><font color=#F92663>q58</font></td>
<td><font color=#F92663>2.27</font></td>
<td><font color=#F92663>2.37</font></td>
<td><font color=#F92663>0.093</font></td>
<td><font color=#F92663>104.08%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q59</font></td>
<td><font color=#6F9915>10.68</font></td>
<td><font color=#6F9915>10.62</font></td>
<td><font color=#6F9915>-0.066</font></td>
<td><font color=#6F9915>99.38%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q60</font></td>
<td><font color=#6F9915>4.05</font></td>
<td><font color=#6F9915>3.99</font></td>
<td><font color=#6F9915>-0.063</font></td>
<td><font color=#6F9915>98.45%</font></td>
</tr>
<tr>
<td><font color=#F92663>q61</font></td>
<td><font color=#F92663>4.09</font></td>
<td><font color=#F92663>4.19</font></td>
<td><font color=#F92663>0.099</font></td>
<td><font color=#F92663>102.41%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q62</font></td>
<td><font color=#6F9915>4.20</font></td>
<td><font color=#6F9915>4.11</font></td>
<td><font color=#6F9915>-0.095</font></td>
<td><font color=#6F9915>97.73%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q63</font></td>
<td><font color=#6F9915>2.42</font></td>
<td><font color=#6F9915>2.40</font></td>
<td><font color=#6F9915>-0.017</font></td>
<td><font color=#6F9915>99.28%</font></td>
</tr>
<tr>
<td><font color=#F92663>q64</font></td>
<td><font color=#F92663>59.10</font></td>
<td><font color=#F92663>66.74</font></td>
<td><font color=#F92663>7.644</font></td>
<td><font color=#F92663>112.93%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q65</font></td>
<td><font color=#6F9915>19.45</font></td>
<td><font color=#6F9915>18.21</font></td>
<td><font color=#6F9915>-1.243</font></td>
<td><font color=#6F9915>93.61%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q66</font></td>
<td><font color=#6F9915>4.97</font></td>
<td><font color=#6F9915>3.94</font></td>
<td><font color=#6F9915>-1.028</font></td>
<td><font color=#6F9915>79.33%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q67</font></td>
<td><font color=#6F9915>409.37</font></td>
<td><font color=#6F9915>382.09</font></td>
<td><font color=#6F9915>-27.275</font></td>
<td><font color=#6F9915>93.34%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q68</font></td>
<td><font color=#6F9915>3.59</font></td>
<td><font color=#6F9915>3.39</font></td>
<td><font color=#6F9915>-0.193</font></td>
<td><font color=#6F9915>94.62%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q69</font></td>
<td><font color=#6F9915>5.38</font></td>
<td><font color=#6F9915>4.96</font></td>
<td><font color=#6F9915>-0.425</font></td>
<td><font color=#6F9915>92.11%</font></td>
</tr>
<tr>
<td><font color=#F92663>q70</font></td>
<td><font color=#F92663>11.25</font></td>
<td><font color=#F92663>11.27</font></td>
<td><font color=#F92663>0.019</font></td>
<td><font color=#F92663>100.17%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q71</font></td>
<td><font color=#6F9915>2.30</font></td>
<td><font color=#6F9915>2.28</font></td>
<td><font color=#6F9915>-0.021</font></td>
<td><font color=#6F9915>99.10%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q72</font></td>
<td><font color=#6F9915>217.00</font></td>
<td><font color=#6F9915>214.05</font></td>
<td><font color=#6F9915>-2.951</font></td>
<td><font color=#6F9915>98.64%</font></td>
</tr>
<tr>
<td><font color=#F92663>q73</font></td>
<td><font color=#F92663>2.57</font></td>
<td><font color=#F92663>3.02</font></td>
<td><font color=#F92663>0.447</font></td>
<td><font color=#F92663>117.37%</font></td>
</tr>
<tr>
<td><font color=#F92663>q74</font></td>
<td><font color=#F92663>22.95</font></td>
<td><font color=#F92663>23.33</font></td>
<td><font color=#F92663>0.378</font></td>
<td><font color=#F92663>101.65%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q75</font></td>
<td><font color=#6F9915>26.39</font></td>
<td><font color=#6F9915>25.98</font></td>
<td><font color=#6F9915>-0.406</font></td>
<td><font color=#6F9915>98.46%</font></td>
</tr>
<tr>
<td><font color=#F92663>q76</font></td>
<td><font color=#F92663>11.08</font></td>
<td><font color=#F92663>11.24</font></td>
<td><font color=#F92663>0.166</font></td>
<td><font color=#F92663>101.49%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q77</font></td>
<td><font color=#6F9915>2.29</font></td>
<td><font color=#6F9915>2.22</font></td>
<td><font color=#6F9915>-0.078</font></td>
<td><font color=#6F9915>96.58%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q78</font></td>
<td><font color=#6F9915>53.84</font></td>
<td><font color=#6F9915>50.05</font></td>
<td><font color=#6F9915>-3.785</font></td>
<td><font color=#6F9915>92.97%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q79</font></td>
<td><font color=#6F9915>3.79</font></td>
<td><font color=#6F9915>3.78</font></td>
<td><font color=#6F9915>-0.016</font></td>
<td><font color=#6F9915>99.57%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q80</font></td>
<td><font color=#6F9915>12.31</font></td>
<td><font color=#6F9915>12.27</font></td>
<td><font color=#6F9915>-0.047</font></td>
<td><font color=#6F9915>99.62%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q81</font></td>
<td><font color=#6F9915>4.89</font></td>
<td><font color=#6F9915>4.88</font></td>
<td><font color=#6F9915>-0.008</font></td>
<td><font color=#6F9915>99.83%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q82</font></td>
<td><font color=#6F9915>7.12</font></td>
<td><font color=#6F9915>6.96</font></td>
<td><font color=#6F9915>-0.155</font></td>
<td><font color=#6F9915>97.82%</font></td>
</tr>
<tr>
<td><font color=#F92663>q83</font></td>
<td><font color=#F92663>1.60</font></td>
<td><font color=#F92663>1.69</font></td>
<td><font color=#F92663>0.099</font></td>
<td><font color=#F92663>106.20%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q84</font></td>
<td><font color=#6F9915>2.81</font></td>
<td><font color=#6F9915>2.80</font></td>
<td><font color=#6F9915>-0.012</font></td>
<td><font color=#6F9915>99.58%</font></td>
</tr>
<tr>
<td><font color=#F92663>q85</font></td>
<td><font color=#F92663>7.37</font></td>
<td><font color=#F92663>8.34</font></td>
<td><font color=#F92663>0.966</font></td>
<td><font color=#F92663>113.11%</font></td>
</tr>
<tr>
<td><font color=#F92663>q86</font></td>
<td><font color=#F92663>3.80</font></td>
<td><font color=#F92663>3.86</font></td>
<td><font color=#F92663>0.062</font></td>
<td><font color=#F92663>101.64%</font></td>
</tr>
<tr>
<td><font color=#F92663>q87</font></td>
<td><font color=#F92663>13.40</font></td>
<td><font color=#F92663>15.24</font></td>
<td><font color=#F92663>1.840</font></td>
<td><font color=#F92663>113.73%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q88</font></td>
<td><font color=#6F9915>21.53</font></td>
<td><font color=#6F9915>21.37</font></td>
<td><font color=#6F9915>-0.160</font></td>
<td><font color=#6F9915>99.26%</font></td>
</tr>
<tr>
<td><font color=#F92663>q89</font></td>
<td><font color=#F92663>3.52</font></td>
<td><font color=#F92663>3.54</font></td>
<td><font color=#F92663>0.021</font></td>
<td><font color=#F92663>100.59%</font></td>
</tr>
<tr>
<td><font color=#F92663>q90</font></td>
<td><font color=#F92663>3.03</font></td>
<td><font color=#F92663>3.14</font></td>
<td><font color=#F92663>0.115</font></td>
<td><font color=#F92663>103.80%</font></td>
</tr>
<tr>
<td><font color=#F92663>q91</font></td>
<td><font color=#F92663>2.08</font></td>
<td><font color=#F92663>2.51</font></td>
<td><font color=#F92663>0.434</font></td>
<td><font color=#F92663>120.91%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q92</font></td>
<td><font color=#6F9915>1.37</font></td>
<td><font color=#6F9915>1.36</font></td>
<td><font color=#6F9915>-0.007</font></td>
<td><font color=#6F9915>99.51%</font></td>
</tr>
<tr>
<td><font color=#F92663>q93</font></td>
<td><font color=#F92663>38.89</font></td>
<td><font color=#F92663>40.22</font></td>
<td><font color=#F92663>1.327</font></td>
<td><font color=#F92663>103.41%</font></td>
</tr>
<tr>
<td><font color=#F92663>q94</font></td>
<td><font color=#F92663>24.38</font></td>
<td><font color=#F92663>24.76</font></td>
<td><font color=#F92663>0.380</font></td>
<td><font color=#F92663>101.56%</font></td>
</tr>
<tr>
<td><font color=#F92663>q9</font></td>
<td><font color=#F92663>86.65</font></td>
<td><font color=#F92663>87.37</font></td>
<td><font color=#F92663>0.712</font></td>
<td><font color=#F92663>100.82%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q5</font></td>
<td><font color=#6F9915>2.87</font></td>
<td><font color=#6F9915>2.56</font></td>
<td><font color=#6F9915>-0.312</font></td>
<td><font color=#6F9915>89.16%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q96</font></td>
<td><font color=#6F9915>17.50</font></td>
<td><font color=#6F9915>17.11</font></td>
<td><font color=#6F9915>-0.395</font></td>
<td><font color=#6F9915>97.74%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q97</font></td>
<td><font color=#6F9915>1.88</font></td>
<td><font color=#6F9915>1.87</font></td>
<td><font color=#6F9915>-0.015</font></td>
<td><font color=#6F9915>99.22%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q98</font></td>
<td><font color=#6F9915>10.29</font></td>
<td><font color=#6F9915>9.89</font></td>
<td><font color=#6F9915>-0.406</font></td>
<td><font color=#6F9915>96.06%</font></td>
</tr>
<tr>
<td><font color=#6F9915>q99</font></td>
<td><font color=#6F9915>10.29</font></td>
<td><font color=#6F9915>9.89</font></td>
<td><font color=#6F9915>-0.406</font></td>
<td><font color=#6F9915>96.06%</font></td>
</tr>
<tr>
<td><font color=#6F9915>total</font></td>
<td><font color=#6F9915>2162.96</font></td>
<td><font color=#6F9915>2132.81</font></td>
<td><font color=#6F9915>-30.148</font></td>
<td><font color=#6F9915>98.61%</font></td>
</tr>
</tbody>
</table>
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