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util/statistics.lua @ 11523:5f15ab7c6ae5
Statistics: Rewrite statistics backends to use OpenMetrics
The metric subsystem of Prosody has had some shortcomings from
the perspective of the current state-of-the-art in metric
observability.
The OpenMetrics standard [0] is a formalization of the data
model (and serialization format) of the well-known and
widely-used Prometheus [1] software stack.
The previous stats subsystem of Prosody did not map well to that
format (see e.g. [2] and [3]); the key reason is that it was
trying to do too much math on its own ([2]) while lacking
first-class support for "families" of metrics ([3]) and
structured metric metadata (despite the `extra` argument to
metrics, there was no standard way of representing common things
like "tags" or "labels").
Even though OpenMetrics has grown from the Prometheus world of
monitoring, it maps well to other popular monitoring stacks
such as:
- InfluxDB (labels can be mapped to tags and fields as necessary)
- Carbon/Graphite (labels can be attached to the metric name with
dot-separation)
- StatsD (see graphite when assuming that graphite is used as
backend, which is the default)
The util.statsd module has been ported to use the OpenMetrics
model as a proof of concept. An implementation which exposes
the util.statistics backend data as Prometheus metrics is
ready for publishing in prosody-modules (most likely as
mod_openmetrics_prometheus to avoid breaking existing 0.11
deployments).
At the same time, the previous measure()-based API had one major
advantage: It is really simple and easy to use without requiring
lots of knowledge about OpenMetrics or similar concepts. For that
reason as well as compatibility with existing code, it is preserved
and may even be extended in the future.
However, code relying on the `stats-updated` event as well as
`get_stats` from `statsmanager` will break because the data
model has changed completely; in case of `stats-updated`, the
code will simply not run (as the event was renamed in order
to avoid conflicts); the `get_stats` function has been removed
completely (so it will cause a traceback when it is attempted
to be used).
Note that the measure_*_event methods have been removed from
the module API. I was unable to find any uses or documentation
and thus deemed they should not be ported. Re-implementation is
possible when necessary.
[0]: https://openmetrics.io/
[1]: https://prometheus.io/
[2]: #959
[3]: #960
author | Jonas Schäfer <jonas@wielicki.name> |
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date | Sun, 18 Apr 2021 11:47:41 +0200 |
parent | 10883:d75d805c852f |
child | 12123:7ba686696250 |
rev | line source |
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1 local time = require "util.time".now; |
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2 local new_metric_registry = require "util.openmetrics".new_metric_registry; |
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3 local render_histogram_le = require "util.openmetrics".render_histogram_le; |
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5 -- BEGIN of Metric implementations |
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6 |
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7 -- Gauges |
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8 local gauge_metric_mt = {} |
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9 gauge_metric_mt.__index = gauge_metric_mt |
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10 |
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11 local function new_gauge_metric() |
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12 local metric = { value = 0 } |
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13 setmetatable(metric, gauge_metric_mt) |
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14 return metric |
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15 end |
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16 |
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17 function gauge_metric_mt:set(value) |
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18 self.value = value |
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19 end |
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20 |
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21 function gauge_metric_mt:add(delta) |
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22 self.value = self.value + delta |
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23 end |
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24 |
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25 function gauge_metric_mt:reset() |
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26 self.value = 0 |
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27 end |
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29 function gauge_metric_mt:iter_samples() |
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30 local done = false |
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31 return function(_s) |
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32 if done then |
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33 return nil, true |
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34 end |
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35 done = true |
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36 return "", nil, _s.value |
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37 end, self |
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38 end |
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39 |
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40 -- Counters |
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41 local counter_metric_mt = {} |
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42 counter_metric_mt.__index = counter_metric_mt |
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43 |
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44 local function new_counter_metric() |
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45 local metric = { |
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46 _created = time(), |
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47 value = 0, |
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48 } |
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49 setmetatable(metric, counter_metric_mt) |
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50 return metric |
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51 end |
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52 |
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53 function counter_metric_mt:set(value) |
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54 self.value = value |
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55 end |
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56 |
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57 function counter_metric_mt:add(value) |
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58 self.value = (self.value or 0) + value |
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59 end |
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60 |
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61 function counter_metric_mt:iter_samples() |
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62 local step = 0 |
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63 return function(_s) |
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64 step = step + 1 |
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65 if step == 1 then |
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66 return "_created", nil, _s._created |
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67 elseif step == 2 then |
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68 return "_total", nil, _s.value |
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69 else |
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70 return nil, nil, true |
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71 end |
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72 end, self |
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73 end |
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74 |
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75 function counter_metric_mt:reset() |
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76 self.value = 0 |
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77 end |
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78 |
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79 -- Histograms |
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80 local histogram_metric_mt = {} |
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81 histogram_metric_mt.__index = histogram_metric_mt |
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82 |
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83 local function new_histogram_metric(buckets) |
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84 local metric = { |
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85 _created = time(), |
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86 _sum = 0, |
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87 _count = 0, |
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88 } |
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89 -- the order of buckets matters unfortunately, so we cannot directly use |
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90 -- the thresholds as table keys |
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91 for i, threshold in ipairs(buckets) do |
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92 metric[i] = { |
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93 threshold = threshold, |
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94 threshold_s = render_histogram_le(threshold), |
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95 count = 0 |
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96 } |
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97 end |
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98 setmetatable(metric, histogram_metric_mt) |
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99 return metric |
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100 end |
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101 |
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102 function histogram_metric_mt:sample(value) |
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103 -- According to the I-D, values must be part of all buckets |
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104 for i, bucket in pairs(self) do |
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105 if "number" == type(i) and bucket.threshold > value then |
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106 bucket.count = bucket.count + 1 |
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107 end |
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109 self._sum = self._sum + value |
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110 self._count = self._count + 1 |
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111 end |
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112 |
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113 function histogram_metric_mt:iter_samples() |
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114 local key = nil |
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115 return function (_s) |
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116 local data |
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117 key, data = next(_s, key) |
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118 if key == "_created" or key == "_sum" or key == "_count" then |
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119 return key, nil, data |
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120 elseif key ~= nil then |
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121 return "_bucket", {["le"] = data.threshold_s}, data.count |
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122 else |
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123 return nil, nil, nil |
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124 end |
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125 end, self |
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126 end |
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127 |
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128 function histogram_metric_mt:reset() |
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129 self._created = time() |
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130 self._count = 0 |
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131 self._sum = 0 |
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132 for i, bucket in pairs(self) do |
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133 if "number" == type(i) then |
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134 bucket.count = 0 |
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135 end |
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136 end |
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137 end |
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138 |
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139 -- Summary |
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140 local summary_metric_mt = {} |
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141 summary_metric_mt.__index = summary_metric_mt |
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142 |
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143 local function new_summary_metric() |
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144 -- quantiles are not supported yet |
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145 local metric = { |
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146 _created = time(), |
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147 _sum = 0, |
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148 _count = 0, |
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149 } |
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150 setmetatable(metric, summary_metric_mt) |
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151 return metric |
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152 end |
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153 |
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154 function summary_metric_mt:sample(value) |
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155 self._sum = self._sum + value |
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156 self._count = self._count + 1 |
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157 end |
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158 |
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159 function summary_metric_mt:iter_samples() |
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160 local key = nil |
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161 return function (_s) |
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162 local data |
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163 key, data = next(_s, key) |
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164 return key, nil, data |
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165 end, self |
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166 end |
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167 |
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168 function summary_metric_mt:reset() |
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169 self._created = time() |
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170 self._count = 0 |
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171 self._sum = 0 |
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172 end |
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173 |
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174 local pull_backend = { |
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175 gauge = new_gauge_metric, |
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176 counter = new_counter_metric, |
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177 histogram = new_histogram_metric, |
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178 summary = new_summary_metric, |
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179 } |
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180 |
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181 -- END of Metric implementations |
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182 |
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183 local function new() |
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184 return { |
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185 metric_registry = new_metric_registry(pull_backend), |
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186 } |
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187 end |
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188 |
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189 return { |
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190 new = new; |
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191 } |