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name: Build & Test
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on: [push, pull_request]
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jobs:
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test:
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runs-on: ubuntu-latest
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steps:
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- name: Install Go
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uses: actions/setup-go@v2
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with:
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go-version: 1.16.x
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- name: Checkout code
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uses: actions/checkout@v2
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- name: Build, Vet & Test
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run: |
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go build ./...
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go vet ./...
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go test -v ./...
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.gitignore
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# Dependency directories (remove the comment below to include it)
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# vendor/
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# Project specific ignores
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/archive
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README.md
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README.md
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# ClusterCockpit Metric Store
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Unusable yet. Go look at the [GitHub Issues](https://github.com/ClusterCockpit/cc-metric-store/issues) for a progress overview.
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![test workflow](https://github.com/ClusterCockpit/cc-metric-store/actions/workflows/test.yml/badge.svg)
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Barely unusable yet. Go look at the [GitHub Issues](https://github.com/ClusterCockpit/cc-metric-store/issues) for a progress overview.
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### REST API Endpoints
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The following endpoints are implemented (not properly tested, subject to change):
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- *from* and *to* need to be Unix timestamps in seconds
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- *class* needs to be `node`, `socket` or `cpu` (The class of each metric is documented in [cc-metric-collector](https://github.com/ClusterCockpit/cc-metric-collector))
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- If the *class* is `socket`, the hostname needs to be appended by `:s<socket-index>`. The same goes for `cpu` and `:c<cpu-index>`
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- Fetch all datapoints from *from* to *to* for the hosts *h1*, *h2* and *h3* and metrics *m1* and *m2*
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- Request: `GET /api/<cluster>/<class>/<from>/<to>/timeseries?host=<h1>&host=<h2>&host=<h3>&metric=<m1>&metric=<m2>&...`
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- Response: `{ "m1": { "hosts": [{ "host": "h1", "start": <start-time>, "data": [1.0, 2.0, 3.0, ...] }, { "host": "h2" , ...}, { "host": "h3", ...}] }, ... }`
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- Fetch the average, minimum and maximum values from *from* to *to* for the hosts *h1*, *h2* and *h3* and metrics *m1* and *m2*
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- Request: `GET /api/<cluster>/<class>/<from>/<to>/stats?host=<h1>&host=<h2>&host=<h3>&metric=<m1>&metric=<m2>&...`
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- Response: `{ "m1": { "hosts": [{ "host": "h1", "samples": 123, "avg": 0.5, "min": 0.0, "max": 1.0 }, ...] }, ... }`
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- `samples` is the number of actual measurements taken into account. This can be lower than expected if data ponts are missing
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- Fetch the newest value for each host and metric on a specified cluster
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- Request: `GET /api/<cluster>/<class>/peak`
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- Response: `{ "host1": { "metric1": 1., "metric2": 2., ... }, "host2": { ... }, ... }`
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_TODO... (For now, look at the examples below)_
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### Run tests
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Some benchmarks concurrently access the `MemoryStore`, so enabling the
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[Race Detector](https://golang.org/doc/articles/race_detector) might be useful.
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The benchmarks also work as tests as they do check if the returned values are as
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expected.
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```sh
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# Test the line protocol parser
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go test ./lineprotocol -v
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# Test the memory store
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go test . -v
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# Tests only
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go test -v ./...
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# Benchmarks as well
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go test -bench=. -race -v ./...
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```
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### What are these selectors mentioned in the code and API?
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Tags in InfluxDB are used to build indexes over the stored data. InfluxDB-Tags have no
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relation to each other, they do not depend on each other and have no hierarchy.
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Different tags build up different indexes.
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This project also works as a time-series database and uses the InfluxDB line protocol.
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Unlike InfluxDB, the data is indexed by one single strictly hierarchical tree structure.
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A selector is build out of the tags in the InfluxDB line protocol, and can be used to select
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a node (not in the sense of a compute node, can also be a socket, cpu, ...) in that tree.
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The implementation calls those nodes `level` to avoid confusion. It is impossible to access data
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only by knowing the *socket* or *cpu* tag, all higher up levels have to be specified as well.
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Metrics have to be specified in advance! Those are taken from the *fields* of a line-protocol message.
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New levels will be created on the fly at any depth, meaning that the clusters, hosts, sockets, number of cpus,
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and so on do *not* have to be known at startup. Every level can hold all kinds of metrics. If a level is asked for
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metrics it does not have itself, *all* child-levels will be asked for their values for that metric and
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the data will be aggregated on a per-timestep basis.
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A.t.m., the *cc-metric-collector* does not provide a *socket* tag for *cpu* metrics, so currently,
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the tree structure looks like this (example selector: `["cluster1", "host1", "cpu", "0"]`):
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- cluster1
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- host1
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- socket
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- 0
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- 1
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- cpu
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- 0
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- 1
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- 2
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- ...
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- host2
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- ...
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- cluster2
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- ...
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The plan is later to have the structure look like this (for this, the socket of every cpu must be kown in advance or provided as tag, example selector: `["cluster1", "host1", "socket0", "cpu0"]`):
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- cluster1
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- host1
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- socket0
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- cpu0
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- cpu1
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- cpu2
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- ...
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- socket1
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- cpu8
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- cpu9
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- cpu10
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- ...
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- ...
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- host2
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- ...
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- cluster2
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- ...
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### Config file
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- `metrics`: Map of metric-name to objects with the following properties
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- `frequency`: Timestep/Interval/Resolution of this metric
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- `aggregation`: Can be `"sum"`, `"avg"` or `null`.
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- `null` means "horizontal" aggregation is disabled
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- `"sum"` means that values from the child levels are summed up for the parent level
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- `"avg"` means that values from the child levels are averaged for the parent level
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- `scope`: Unused at the moment, should be something like `"node"`, `"socket"` or `"cpu"`
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- `nats`: Url of NATS.io server (The `updates` channel will be subscribed for metrics)
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- `archive-root`: Directory to be used as archive (__Unimplemented__)
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- `restore-last-hours`: After restart, load data from the past *X* hours back to memory (__Unimplemented__)
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- `checkpoint-interval-hours`: Every *X* hours, write currently held data to disk (__Unimplemented__)
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### Test the complete setup (excluding ClusterCockpit itself)
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First, get a NATS server running:
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@ -59,7 +124,8 @@ Second, build and start start the [cc-metric-collector](https://github.com/Clust
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}
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```
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Third, build and start the metric store.
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Third, build and start the metric store. For this example here, the `config.json` file
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already in the repository should work just fine.
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```sh
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# Assuming you have a clone of this repo in ./cc-metric-store:
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./cc-metric-store
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```
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Use this as `config.json`:
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```json
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{
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"metrics": {
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"node": {
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"frequency": 3,
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"metrics": ["load_five", "load_fifteen", "proc_total", "proc_run", "load_one"]
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},
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"socket": {
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"frequency": 3,
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"metrics": ["power", "mem_bw"]
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},
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"cpu": {
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"frequency": 3,
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"metrics": ["flops_sp", "flops_dp", "flops_any", "clock", "cpi"]
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}
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}
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}
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```
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And finally, use the API to fetch some data:
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```sh
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# If the collector and store and nats-server have been running for at least 60 seconds on the same host, you may run:
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curl -D - "http://localhost:8080/api/testcluster/node/$(expr $(date +%s) - 60)/$(date +%s)/timeseries?metric=load_one&host=$(hostname)"
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curl -D - "http://localhost:8080/api/$(expr $(date +%s) - 60)/$(date +%s)/timeseries" -d "[ { \"selector\": [\"testcluster\", \"$(hostname)\"], \"metrics\": [\"load_one\"] } ]"
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# or:
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curl -D - "http://localhost:8080/api/testcluster/socket/$(expr $(date +%s) - 60)/$(date +%s)/timeseries?metric=mem_bw&metric=power&host=$(hostname):s0"
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# Get flops_any for all CPUs:
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curl -D - "http://localhost:8080/api/$(expr $(date +%s) - 60)/$(date +%s)/timeseries" -d "[ { \"selector\": [\"testcluster\", \"$(hostname)\", \"cpu\"], \"metrics\": [\"flops_any\"] } ]"
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# or:
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curl -D - "http://localhost:8080/api/testcluster/cpu/$(expr $(date +%s) - 60)/$(date +%s)/timeseries?metric=flops_any&host=$(hostname):c0&host=$(hostname):c1"
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# or:
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curl -D - "http://localhost:8080/api/testcluster/node/peak"
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# or:
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curl -D - "http://localhost:8080/api/testcluster/socket/$(expr $(date +%s) - 60)/$(date +%s)/stats?metric=mem_bw&metric=power&host=$(hostname):s0"
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# Get flops_any for CPU 0:
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curl -D - "http://localhost:8080/api/$(expr $(date +%s) - 60)/$(date +%s)/timeseries" -d "[ { \"selector\": [\"testcluster\", \"$(hostname)\", \"cpu\", \"0\"], \"metrics\": [\"flops_any\"] } ]"
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# ...
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```
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23
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# Missing Testcases
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# TODO
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- Delete this file and create more GitHub issues instead?
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- Missing Testcases:
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- Port at least all blackbox tests from the "old" `MemoryStore` to the new implementation
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- Check for corner cases that should fail gracefully
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- Write a more realistic `ToArchive`/`FromArchive` tests
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- Test edgecases for horizontal aggregations
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- Release Data
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- Implement API endpoint for releasing old data
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- Make sure data is written to disk before it is released
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- Automatically free up old buffers periodically?
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- Implement basic support for aggregations over time (stats like min/max/avg)
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- Optimization: Once a buffer is full, calculate min, max and avg
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- Calculate averages buffer-wise, average weighted by length of buffer
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- Implement basic support for query of most recent value for every metric on every host
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- Optimize horizontal aggregations
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- Optimize locking of levels in the tree structure
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- In 99.9% of cases, no new level will need to be created, so all lookups into `level.children` will be read only
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- `level.metrics` will be modified more often and will accesses will need to be serialized here
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- Suggestion: Use a proper Mutex for `level.metrics`, but something read-optimized and possibly lock-free for `level.children`
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- ...
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