API HistoricalForcasting data for CR » History » Version 3
Nico César, 06/22/2020 02:43 PM
1 | 1 | Nico César | h1. API Historical/Forcasting data for CR |
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3 | Goal: create a pipeline forecaster and visualization for historical data. This should expose APIs that can be used in the ContainerRequest visualization and |
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4 | also could be use to provide extra information for the current running CR |
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5 | |||
6 | Glossary: |
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7 | |||
8 | 3 | Nico César | * Checkpoint: is a generic name that currently corresponds to a step name. This id together with "family" make a unique cluster to summarize results. This summarization for the unique cluster includes: a) several runs with similar parameters and b) scattered steps that have the pattern: name_2, name_3,..., name_229 |
9 | 1 | Nico César | |
10 | 3 | Nico César | * Family: A common name like "gatk" or "haplotypecaller" can be used as a step name. The family definition will help to separate the 2 populationsn terms of checkpoints. We think that implementing this based the parameters of CommandLineTool and parent workflow md5sum or a combination of both |
11 | 1 | Nico César | |
12 | 2 | Nico César | * Datapoint: a concrete data that can be plotted as historical data. Currently we're bounding together the container request and the associated container to have a unified view of the times involved. This should not get confused with forecast data since can be used separately |
13 | 1 | Nico César | |
14 | h2. API |
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15 | |||
16 | GET /container-request/aaaaa-xvhdp-123456789abc/checkpoints |
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17 | |||
18 | Output: |
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19 | |||
20 | <pre> |
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21 | { |
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22 | "checkpoints": [ |
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23 | { |
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24 | 3 | Nico César | "name": "merge-tilelib", |
25 | "family": "family22", |
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26 | 1 | Nico César | "dependencies": [ |
27 | "createsglf" |
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28 | ], |
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29 | "time_average": 8254.534873, |
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30 | "time_count": 1, |
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31 | "time_min": 8254.534873, |
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32 | "time_min_comment": "duration:merge-tilelib#su92l-dz642-cc7799yfwi5jmd9", |
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33 | "time_max": 8254.534873, |
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34 | "time_max_comment": "duration:merge-tilelib#su92l-dz642-cc7799yfwi5jmd9" |
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35 | }, |
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36 | { |
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37 | 3 | Nico César | "name": "createsglf", |
38 | "family": "family9", |
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39 | 1 | Nico César | "dependencies": [], |
40 | "time_average": 4741.290203, |
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41 | "time_count": 58, |
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42 | "time_min": 82.138309, |
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43 | "time_min_comment": "duration:createsglf_57#su92l-dz642-3u3g4bq1yh4pqje", |
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44 | "time_max": 5818.898387, |
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45 | "time_max_comment": "duration:createsglf_8#su92l-dz642-8d094xhqciin5m2" |
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46 | }, |
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47 | ... |
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48 | ], |
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49 | "time_average": <average time for the CR family>, |
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50 | </pre> |
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51 | |||
52 | |||
53 | GET /container-request/aaaaa-xvhdp-123456789abc/datapoints |
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54 | |||
55 | Output: |
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56 | |||
57 | <pre> |
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58 | [ |
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59 | { |
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60 | "step_name": "createsglf", |
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61 | "start_1": "2020-01-15 19:49:34.213 +0000", |
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62 | "end_1": "2020-01-15 21:19:39.001 +0000", |
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63 | "start_2": "2020-01-15 19:54:44.864 +0000", |
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64 | "end_2": "2020-01-15 21:19:39.001 +0000", |
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65 | "reuse": false, |
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66 | "status": "completed", |
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67 | "legend": "<p>createsglf</p><p>Container Request: <a href=\"https://workbench.su92l.arvadosapi.com/container_requests/su92l-xvhdp-zfc3ffxk3slmkzv\">su92l-xvhdp-zfc3ffxk3slmkzv</a></p><p>Container duration: 1h24m54.137122s\n</p>" |
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68 | }, |
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69 | { |
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70 | "step_name": "createsglf_2", |
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71 | "start_1": "2020-01-15 19:49:34.288 +0000", |
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72 | "end_1": "2020-01-15 21:29:11.399 +0000", |
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73 | "start_2": "2020-01-15 19:54:51.275 +0000", |
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74 | "end_2": "2020-01-15 21:29:11.399 +0000", |
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75 | "reuse": false, |
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76 | "status": "completed", |
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77 | "legend": "<p>createsglf_2</p><p>Container Request: <a href=\"https://workbench.su92l.arvadosapi.com/container_requests/su92l-xvhdp-py99va9hnvuxzp5\">su92l-xvhdp-py99va9hnvuxzp5</a></p><p>Container duration: 1h34m20.123849s\n</p>" |
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78 | }, |
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79 | .... |
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80 | </pre> |
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81 | |||
82 | GET /container-request/aaaaa-xvhdp-123456789abc/workflow-dot |
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83 | |||
84 | Output: |
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85 | |||
86 | <pre> |
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87 | digraph cwlgraph { |
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88 | rankdir=LR; |
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89 | graph [compound=true]; |
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90 | |||
91 | subgraph cluster_0 { |
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92 | label="#createcgf-wf.cwl"; |
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93 | node [style=filled]; |
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94 | shape=box |
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95 | style="filled"; |
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96 | color="#dddddd"; |
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97 | "#createcgf-wf.cwl" [ label = "#createcgf-wf.cwl", style = invis ]; |
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98 | .... |
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99 | </pre> |
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100 | |||
101 | |||
102 | h2. Frontend |
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103 | |||
104 | Dot file can be rendered with https://domparfitt.com/graphviz-react/ we already tested some big files |
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105 | |||
106 | h2. Schema and queries on the postgres DB |
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107 | |||
108 | TODO: Outline the transformation from the current local leveldb cache to some per-user caching table. |
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109 | TODO: list the queries to INSERT and SELECT the data for a particular checkpoint. |
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110 | |||
111 | |||
112 | h2. Permissions |
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113 | |||
114 | One concern is permissions. we'll behave similar to everything else in Arvados: if it's a CR that the token doesn't have access to, then is a 404. This includes the idea of "sumarized data" as in the historical time and prices of the CRs |
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115 | 3 | Nico César | |
116 | h2. Real World Example |
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117 | |||
118 | Take the case of su92l-xvhdp-bs4tseq26te2bnz ( a hasher function that Ops usually use as smoke test) |
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119 | |||
120 | h3. graph |
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121 | |||
122 | !su92l-xvhdp-bs4tseq26te2bnz.png! |
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123 | |||
124 | the dotty representation would be: |
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125 | |||
126 | <pre> |
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127 | digraph cwlgraph { |
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128 | rankdir=LR; |
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129 | graph [compound=true]; |
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130 | |||
131 | subgraph cluster_0 { |
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132 | label="#main"; |
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133 | node [style=filled]; |
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134 | shape=box |
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135 | style="filled"; |
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136 | color="#dddddd"; |
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137 | "#main" [ label = "#main", style = invis ]; |
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138 | |||
139 | |||
140 | "#main |
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141 | inputfile" -> "step #main |
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142 | hasher1"; |
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143 | "#main |
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144 | hasher1_outputname" -> "step #main |
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145 | hasher1"; |
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146 | "step #main |
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147 | hasher1" -> "#main |
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148 | hasher1 |
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149 | hasher_out"; |
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150 | "#main |
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151 | hasher1 |
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152 | hasher_out" -> "step #main |
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153 | hasher2"; |
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154 | "#main |
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155 | hasher2_outputname" -> "step #main |
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156 | hasher2"; |
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157 | "step #main |
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158 | hasher2" -> "#main |
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159 | hasher2 |
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160 | hasher_out"; |
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161 | "#main |
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162 | hasher2 |
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163 | hasher_out" -> "step #main |
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164 | hasher3"; |
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165 | "#main |
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166 | hasher3_outputname" -> "step #main |
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167 | hasher3"; |
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168 | "step #main |
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169 | hasher3" -> "#main |
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170 | hasher3 |
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171 | hasher_out"; |
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172 | } |
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173 | |||
174 | |||
175 | |||
176 | "step #main |
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177 | hasher1" [fillcolor="#FFD700", style="rounded,filled", shape=box]; |
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178 | "step #main |
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179 | hasher2" [fillcolor="#FFD700", style="rounded,filled", shape=box]; |
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180 | "step #main |
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181 | hasher3" [fillcolor="#FFD700", style="rounded,filled", shape=box]; |
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182 | "#hasher.cwl" [fillcolor="#FF9912", style="rounded,filled", shape=box]; |
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183 | |||
184 | |||
185 | "step #main |
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186 | hasher1" -> "#hasher.cwl" [label="runs", style="dashed"]; |
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187 | "step #main |
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188 | hasher2" -> "#hasher.cwl" [label="runs", style="dashed"]; |
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189 | "step #main |
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190 | hasher3" -> "#hasher.cwl" [label="runs", style="dashed"]; |
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191 | }</pre> |
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192 | |||
193 | h3. datapoints |
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194 | <pre> |
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195 | |||
196 | [ |
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197 | { |
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198 | "checkpoint": "hasher1", |
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199 | "start_1": "2020-05-12 16:35:33.594 +0000", |
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200 | "end_1": "2020-05-12 16:37:30.597 +0000", |
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201 | "start_2": "2020-05-12 16:37:27.893 +0000", |
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202 | "end_2": "2020-05-12 16:37:30.597 +0000", |
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203 | "reuse": false, |
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204 | "legend": "<p>hasher1</p><p>Container Request: <a href=\"https://workbench.su92l.arvadosapi.com/container_requests/su92l-xvhdp-pbpkli9qovdo4q8\">su92l-xvhdp-pbpkli9qovdo4q8</a></p><p>Container duration: 2.70491s\n</p>" |
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205 | }, |
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206 | { |
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207 | "checkpoint": "hasher2", |
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208 | "start_1": "2020-05-12 16:37:33.673 +0000", |
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209 | "end_1": "2020-05-12 16:39:56.562 +0000", |
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210 | "start_2": "2020-05-12 16:39:51.455 +0000", |
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211 | "end_2": "2020-05-12 16:39:56.562 +0000", |
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212 | "reuse": false, |
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213 | "legend": "<p>hasher2</p><p>Container Request: <a href=\"https://workbench.su92l.arvadosapi.com/container_requests/su92l-xvhdp-l8je8tws556fqcp\">su92l-xvhdp-l8je8tws556fqcp</a></p><p>Container duration: 5.10645s\n</p>" |
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214 | }, |
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215 | { |
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216 | "checkpoint": "hasher3", |
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217 | "start_1": "2020-05-12 16:39:57.608 +0000", |
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218 | "end_1": "2020-05-12 16:42:17.628 +0000", |
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219 | "start_2": "2020-05-12 16:42:14.836 +0000", |
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220 | "end_2": "2020-05-12 16:42:17.628 +0000", |
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221 | "reuse": false, |
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222 | "legend": "<p>hasher3</p><p>Container Request: <a href=\"https://workbench.su92l.arvadosapi.com/container_requests/su92l-xvhdp-jx5vk6lq26dsbba\">su92l-xvhdp-jx5vk6lq26dsbba</a></p><p>Container duration: 2.792018s\n</p>" |
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223 | } |
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224 | ]</pre> |
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225 | |||
226 | |||
227 | h3. checkpoints |
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228 | |||
229 | <pre> |
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230 | { |
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231 | "checkpoints": [ |
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232 | { |
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233 | "name": "hasher2", |
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234 | "family": "abde1234-9876543", |
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235 | "dependencies": [ |
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236 | "hasher1" |
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237 | ], |
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238 | "time_average": 5.10645, |
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239 | "time_count": 1, |
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240 | "time_min": 5.10645, |
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241 | "time_min_comment": "duration:hasher2#su92l-dz642-eouma4xv1qpnhvc", |
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242 | "time_max": 5.10645, |
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243 | "time_max_comment": "duration:hasher2#su92l-dz642-eouma4xv1qpnhvc" |
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244 | }, |
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245 | { |
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246 | "name": "hasher3", |
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247 | "family": "87654321-fedcba01", |
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248 | "dependencies": [ |
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249 | "hasher2" |
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250 | ], |
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251 | "time_average": 2.792018, |
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252 | "time_count": 1, |
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253 | "time_min": 2.792018, |
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254 | "time_min_comment": "duration:hasher3#su92l-dz642-tn9t07438jd1zrt", |
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255 | "time_max": 2.792018, |
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256 | "time_max_comment": "duration:hasher3#su92l-dz642-tn9t07438jd1zrt" |
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257 | }, |
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258 | { |
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259 | "name": "hasher1", |
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260 | "family": "deadbeef-deafbeef", |
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261 | "dependencies": [], |
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262 | "time_average": 2.70491, |
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263 | "time_count": 1, |
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264 | "time_min": 2.70491, |
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265 | "time_min_comment": "duration:hasher1#su92l-dz642-e6d8emz3ez54owu", |
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266 | "time_max": 2.70491, |
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267 | "time_max_comment": "duration:hasher1#su92l-dz642-e6d8emz3ez54owu" |
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268 | } |
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269 | ] |
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270 | } |
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271 | </pre> |