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Merge pull request #28 from ClusterCockpit/hotfix
Update README and Remove TODO
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171d298b4c
83
README.md
83
README.md
@ -6,25 +6,41 @@ The cc-metric-store provides a simple in-memory time series database for storing
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metrics of cluster nodes at preconfigured intervals. It is meant to be used as
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part of the [ClusterCockpit suite](https://github.com/ClusterCockpit). As all
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data is kept in-memory (but written to disk as compressed JSON for long term
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storage), accessing it is very fast. It also provides aggregations over time
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_and_ nodes/sockets/cpus.
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storage), accessing it is very fast. It also provides topology aware
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aggregations over time _and_ nodes/sockets/cpus.
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There are major limitations: Data only gets written to disk at periodic
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checkpoints, not as soon as it is received.
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checkpoints, not as soon as it is received. Also only the fixed configured
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duration is stored and available.
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Go look at the `TODO.md` file and the [GitHub
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Go look at the [GitHub
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Issues](https://github.com/ClusterCockpit/cc-metric-store/issues) for a progress
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overview. Things work, but are not properly tested. The
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[NATS.io](https://nats.io/) based writing endpoint consumes messages in [this
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overview. The [NATS.io](https://nats.io/) based writing endpoint consumes messages in [this
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format of the InfluxDB line
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protocol](https://github.com/ClusterCockpit/cc-specifications/blob/master/metrics/lineprotocol_alternative.md).
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## Building
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`cc-metric-store` can be built using the provided `Makefile`.
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It supports the following targets:
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- `make`: Build the application, copy a example configuration file and generate
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checkpoint folders if required.
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- `make clean`: Clean the golang build cache and application binary
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- `make distclean`: In addition to the clean target also remove the `./var`
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folder
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- `make swagger`: Regenerate the Swagger files from the source comments.
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- `make test`: Run test and basic checks.
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## REST API Endpoints
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The REST API is documented in [swagger.json](./api/swagger.json). You can
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explore and try the REST API using the integrated [SwaggerUI web
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interface](http://localhost:8082/swagger).
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For more information on the `cc-metric-store` REST API have a look at the
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ClusterCockpit documentation [website](https://clustercockpit.org/docs/reference/cc-metric-store/ccms-rest-api/)
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## Run tests
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Some benchmarks concurrently access the `MemoryStore`, so enabling the
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@ -42,19 +58,14 @@ go test -bench=. -race -v ./...
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## What are these selectors mentioned in the code?
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Tags in InfluxDB are used to build indexes over the stored data. InfluxDB-Tags
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have no relation to each other, they do not depend on each other and have no
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hierarchy. Different tags build up different indexes (I am no expert at all, but
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this is how i think they work).
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This project also works as a time-series database and uses the InfluxDB line
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protocol. Unlike InfluxDB, the data is indexed by one single strictly
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hierarchical tree structure. A selector is build out of the tags in the InfluxDB
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line protocol, and can be used to select a node (not in the sense of a compute
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node, can also be a socket, cpu, ...) in that tree. The implementation calls
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those nodes `level` to avoid confusion. It is impossible to access data only by
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knowing the _socket_ or _cpu_ tag, all higher up levels have to be specified as
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well.
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The cc-metric-store works as a time-series database and uses the InfluxDB line
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protocol as input format. Unlike InfluxDB, the data is indexed by one single
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strictly hierarchical tree structure. A selector is build out of the tags in the
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InfluxDB line protocol, and can be used to select a node (not in the sense of a
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compute node, can also be a socket, cpu, ...) in that tree. The implementation
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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
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specified as well.
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This is what the hierarchy currently looks like:
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@ -68,6 +79,8 @@ This is what the hierarchy currently looks like:
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- cpu3
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- cpu4
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- ...
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- gpu1
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- gpu2
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- host2
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- ...
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- cluster2
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@ -81,42 +94,14 @@ Example selectors:
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## Config file
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All durations are specified as string that will be parsed [like
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this](https://pkg.go.dev/time#ParseDuration) (Allowed suffixes: `s`, `m`, `h`,
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...).
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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 aggregation across nodes is forbidden for this metric
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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 `"hwthread"`
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- `nats`:
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- `address`: Url of NATS.io server, example: "nats://localhost:4222"
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- `username` and `password`: Optional, if provided use those for the connection
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- `subscriptions`:
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- `subscribe-to`: Where to expect the measurements to be published
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- `cluster-tag`: Default value for the cluster tag
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- `http-api`:
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- `address`: Address to bind to, for example `0.0.0.0:8080`
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- `https-cert-file` and `https-key-file`: Optional, if provided enable HTTPS using those files as certificate/key
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- `jwt-public-key`: Base64 encoded string, use this to verify requests to the HTTP API
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- `retention-on-memory`: Keep all values in memory for at least that amount of time
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- `checkpoints`:
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- `interval`: Do checkpoints every X seconds/minutes/hours
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- `directory`: Path to a directory
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- `restore`: After a restart, load the last X seconds/minutes/hours of data back into memory
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- `archive`:
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- `interval`: Move and compress all checkpoints not needed anymore every X seconds/minutes/hours
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- `directory`: Path to a directory
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You find the configuration options on the ClusterCockpit [website](https://clustercockpit.org/docs/reference/cc-metric-store/ccms-configuration/).
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## Test the complete setup (excluding cc-backend itself)
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There are two ways for sending data to the cc-metric-store, both of which are
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supported by the
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[cc-metric-collector](https://github.com/ClusterCockpit/cc-metric-collector).
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This example uses Nats, the alternative is to use HTTP.
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This example uses NATS, the alternative is to use HTTP.
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```sh
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# Only needed once, downloads the docker image
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51
TODO.md
51
TODO.md
@ -1,51 +0,0 @@
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# Possible Tasks and Improvements
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Importance:
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- **I** Important
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- **N** Nice to have
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- **W** Won't do. Probably not necessary.
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- Benchmarking
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- Benchmark and compare common timeseries DBs with our data and our queries (N)
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- Web interface
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- Provide simple http endpoint with a status and debug view (Start with Basic
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Authentication)
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- Configuration
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- Consolidate configuration with cc-backend, remove redundant information
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- Support to receive configuration via NATS channel
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- Memory management
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- To overcome garbage collection overhead: Reimplement in Rust (N)
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- Request memory directly batchwise via mmap (started in branch) (W)
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- Archive
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- S3 backend for archive (I)
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- Store information in each buffer if already archived (N)
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- Do not create new checkpoint if all buffers already archived (N)
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- Checkpoints
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- S3 backend for checkpoints (I)
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- Combine checkpoints into larger files (I)
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- Binary checkpoints (started in branch) (W)
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- API
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- Redesign query interface (N)
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- Provide an endpoint for node health based on received metric data (I)
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- Introduce JWT authentication for REST and NATS (I)
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- Testing
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- General tests (I)
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- Test data generator for regression tests (I)
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- Check for corner cases that should fail gracefully (N)
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- Write a more realistic `ToArchive`/`FromArchive` Tests (N)
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- Aggregation
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- Calculate averages buffer-wise as soon as full, average weighted by length of buffer (N)
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- Only the head-buffer needs to be fully traversed (N)
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- If aggregating over hwthreads/cores/sockets cache those results and reuse
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some of that for new queries aggregating only over the newer data (W)
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- Core functionality
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- Implement a health checker component that provides information to the web
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interface and REST API (I)
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- Support units for metrics including to request unit conversions (I)
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- Compression
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- Enable compression for http API requests (N)
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- Enable compression for checkpoints/archive (I)
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- Sampling
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- Support data re sampling to reduce data points (I)
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- Use re sampling algorithms that preserve min/max as far as possible (I)
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@ -24,7 +24,7 @@
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"ApiKeyAuth": []
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}
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],
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"description": "Write metrics to store",
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"description": "This endpoint allows the users to print the content of",
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"produces": [
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"application/json"
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],
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@ -81,6 +81,7 @@
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"ApiKeyAuth": []
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}
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],
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"description": "This endpoint allows the users to free the Buffers from the",
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"produces": [
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"application/json"
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],
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@ -136,7 +137,7 @@
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"ApiKeyAuth": []
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}
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],
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"description": "Query metrics.",
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"description": "This endpoint allows the users to retrieve data from the",
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"consumes": [
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"application/json"
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],
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@ -106,7 +106,7 @@ info:
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paths:
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/debug/:
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post:
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description: Write metrics to store
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description: This endpoint allows the users to print the content of
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parameters:
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- description: Selector
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in: query
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@ -142,6 +142,7 @@ paths:
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- debug
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/free/:
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post:
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description: This endpoint allows the users to free the Buffers from the
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parameters:
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- description: up to timestamp
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in: query
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@ -178,7 +179,7 @@ paths:
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get:
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consumes:
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- application/json
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description: Query metrics.
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description: This endpoint allows the users to retrieve data from the
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parameters:
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- description: API query payload object
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in: body
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@ -127,7 +127,10 @@ func (data *ApiMetricData) PadDataWithNull(ms *memorystore.MemoryStore, from, to
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// handleFree godoc
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// @summary
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// @tags free
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// @description
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// @description This endpoint allows the users to free the Buffers from the
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// metric store. This endpoint offers the users to remove then systematically
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// and also allows then to prune the data under node, if they do not want to
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// remove the whole node.
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// @produce json
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// @param to query string false "up to timestamp"
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// @success 200 {string} string "ok"
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@ -182,9 +185,9 @@ func handleFree(rw http.ResponseWriter, r *http.Request) {
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}
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// handleWrite godoc
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// @summary Receive metrics in line-protocol
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// @summary Receive metrics in InfluxDB line-protocol
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// @tags write
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// @description Receives metrics in the influx line-protocol using [this format](https://github.com/ClusterCockpit/cc-specifications/blob/master/metrics/lineprotocol_alternative.md)
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// @description Write data to the in-memory store in the InfluxDB line-protocol using [this format](https://github.com/ClusterCockpit/cc-specifications/blob/master/metrics/lineprotocol_alternative.md)
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// @accept plain
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// @produce json
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@ -245,7 +248,9 @@ type ApiQuery struct {
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// handleQuery godoc
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// @summary Query metrics
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// @tags query
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// @description Query metrics.
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// @description This endpoint allows the users to retrieve data from the
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// in-memory database. The CCMS will return data in JSON format for the
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// specified interval requested by the user
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// @accept json
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// @produce json
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// @param request body api.ApiQueryRequest true "API query payload object"
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@ -383,7 +388,8 @@ func handleQuery(rw http.ResponseWriter, r *http.Request) {
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// handleDebug godoc
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// @summary Debug endpoint
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// @tags debug
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// @description Write metrics to store
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// @description This endpoint allows the users to print the content of
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// nodes/clusters/metrics to review the state of the data.
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// @produce json
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// @param selector query string false "Selector"
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// @success 200 {string} string "Debug dump"
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@ -30,7 +30,7 @@ const docTemplate = `{
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"ApiKeyAuth": []
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}
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],
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"description": "Write metrics to store",
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"description": "This endpoint allows the users to print the content of",
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"produces": [
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"application/json"
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],
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@ -87,6 +87,7 @@ const docTemplate = `{
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"ApiKeyAuth": []
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}
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],
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"description": "This endpoint allows the users to free the Buffers from the",
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"produces": [
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"application/json"
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],
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@ -142,7 +143,7 @@ const docTemplate = `{
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"ApiKeyAuth": []
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}
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],
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"description": "Query metrics.",
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"description": "This endpoint allows the users to retrieve data from the",
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"consumes": [
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"application/json"
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],
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