Dynamic pipelines - a new foreach block

CHANGELOG.md

@@ -14,6 +14,8 @@ Main (unreleased)
 
 - Add the possibility to export span events as logs in `otelcol.connector.spanlogs`. (@steve-hb)
 
+- (_Experimental_) A new `foreach` block which starts an Alloy pipeline for each item inside a list. (@wildum, @thampiotr, @ptodev)
+
 ### Enhancements
 
 - (_Experimental_) Log instance label key in `database_observability.mysql` (@cristiangreco)

docs/design/1443-dynamic-pipelines.md

@@ -0,0 +1,252 @@
+# Proposal: Alloy proposal process
+
+* Author: Paulin Todev (@ptodev), Piotr Gwizdala (@thampiotr)
+* Last updated: 2024-08-15
+* Original issue: https://github.com/grafana/alloy/issues/1443
+
+## Abstract
+
+We are proposing a new feature to the [Alloy standard library][stdlib].
+It will be similar to a `map` operation over a collection such as a `list()`.
+Each `map` transformation will be done by a chain of components (a "sub-pipeline") created for this transformation.
+Each item in the collection will be processed by a different "sub-pipeline".
+
+The final solution may differ from a standard `map` operation, since there may be multiple outputs for the same input.
+For example, the sub-pipeline may branch into different `prometheus.relabel` components,
+each of which sends outputs to different components outside of the sub-pipeline.
+
+[stdlib]: https://grafana.com/docs/alloy/latest/reference/stdlib/
+
+## Use cases
+
+<!-- TODO: Add more use cases. It'd be helpful to gather feedback from the community and from solutions engineers. -->
+
+### Using discovery components together with prometheus.exporter ones
+
+Discovery components output a list of targets. It's not possible to input those lists directly to most exporter components.
+
+Suppose we have a list of targets produced by a `discovery` component:
+
+```
+[
+  {"__address__" = "redis-one:9115", "instance" = "one"},
+  {"__address__" = "redis-two:9116", "instance" = "two"},
+]
+```
+
+The [Alloy type][alloy-types] of the list above is `list(map(string))`.
+However, you may want to pipe information from this list of targets to a component which doesn't work with a `list()` or a `map()`.
+For example, you may want to input the `"__address__"` string to a `prometheus.exporter.redis`,
+and you may want to use the `"instance"` string in a `discovery.relabel`.
+
+[alloy-types]: https://grafana.com/docs/alloy/latest/get-started/configuration-syntax/expressions/types_and_values/
+
+## Proposal 1: A foreach block
+
+A `foreach` block may start several sub-pipelines for a `collection` specified in its arguments.
+
+```alloy
+// All components in the sub-pipeline will be scoped under "foreach.default/1/...".
+// Here, "1" is sub-pipeline number 1.
+// This way component names won't clash with other sub-pipelines from the same foreach, 
+// and with the names of components outside of the foreach.
+foreach "default" {
+
+  // "collection" is what the for loop will iterate over.
+  collection = discovery.file.default.targets
+
+  // Each item in the collection will be accessible via the "target" variable.
+  // E.g. `target["__address__"]`.
+  var = "target"
+
+  // A sub-pipeline consisting of components which process each target.
+  ...
+}
+```
+
+<details>
+  <summary>Example</summary>
+
+```alloy
+discovery.file "default" {
+  files = ["/Users/batman/Desktop/redis_addresses.yaml"]
+}
+
+// Every component defined in the "foreach" block will be instantiated for each item in the collection. 
+// The instantiated components will be scoped using the name of the foreach block and the index of the
+// item in the collection. For example: /foreach.redis/0/prometheus.exporter.redis.default
+foreach "redis" {
+  collection = discovery.file.default.targets
+  // Here, "target" is a variable whose value is the current item in the collection.
+  var = "target"
+
+  prometheus.exporter.redis "default" {
+    redis_addr = target["__address__"] // we can also do the necessary rewrites before this.
+  }
+
+  discovery.relabel "default" {
+    targets = prometheus.exporter.redis.default.targets
+    // Add a label which comes from the discovery component.
+    rule {
+      target_label = "filepath"
+      // __meta_filepath comes from discovery.file
+      replacement  = target["__meta_filepath"]
+    }
+  }
+
+  prometheus.scrape "default" {
+    targets = discovery.relabel.default.targets
+    forward_to = prometheus.remote_write.mimir.receiver
+  }
+}
+
+prometheus.remote_write "mimir" {
+  endpoint {
+    url = "https://prometheus-prod-05-gb-south-0.grafana.net/api/prom/push"
+    basic_auth {
+      username = ""
+      password = ""
+    }
+  }
+}
+```
+
+</details>
+
+Pros:
+* The `foreach` name is consistent with other programming languages.
+
+Cons:
+* It looks less like a component than a `declare.dynamic` block.
+  In order to instantiate multiple `foreach` blocks with similar config, you'd have to wrap them in a `declare` block.
+
+## Proposal 2: A declare.dynamic block
+
+A new `declare.dynamic` block would create a custom component which starts several sub-pipelines internally.
+Users can use `argument` and `export` blocks, just like in a normal `declare` block.
+
+```alloy
+declare.dynamic "ex1" {
+  argument "input_targets" {
+    optional = false
+    comment = "We will create a sub-pipeline for each target in input_targets."
+  }
+
+  argument "output_metrics" {
+    optional = false
+    comment = "All the metrics gathered from all pipelines."
+  }
+
+  // A sub-pipeline consisting of components which process each target.
+  ...
+}
+
+declare.dynamic.ex1 "default" {
+  input_targets = discovery.file.default.targets
+  output_metrics = [prometheus.remote_write.mimir.receiver]
+}
+```
+
+<details>
+  <summary>Example</summary>
+
+```alloy
+// declare.dynamic "maps" each target to a sub-pipeline.
+// Each sub-pipeline has 1 exporter, 1 relabel, and 1 scraper.
+// Internally, maybe one way this can be done via serializing the pipeline to a string and then importing it as a module?
+declare.dynamic "redis_exporter" {
+  argument "input_targets" {
+    optional = false
+    comment = "We will create a sub-pipeline for each target in input_targets."
+  }
+
+  argument "output_metrics" {
+    optional = false
+    comment = "All the metrics gathered from all pipelines."
+  }
+
+  // "id" is a special identifier for every "sub-pipeline".
+  // The number of "sub-pipelines" is equal to len(input_targets).
+  prometheus.exporter.redis id {
+    redis_addr = input_targets["__address__"]
+  }
+
+  discovery.relabel id {
+    targets = prometheus.exporter.redis[id].targets
+    // Add a label which comes from the discovery component.
+    rule {
+      target_label = "filepath"
+      // __meta_filepath comes from discovery.file
+      replacement  = input_targets["__meta_filepath"]
+    }
+  }
+
+  prometheus.scrape id {
+    targets = prometheus.exporter.redis[id].targets
+    forward_to = output_metrics
+  }
+
+}
+discovery.file "default" {
+  files = ["/Users/batman/Desktop/redis_addresses.yaml"]
+}
+
+declare.dynamic.redis_exporter "default" {
+  input_targets = discovery.file.default.targets
+  output_metrics = [prometheus.remote_write.mimir.receiver]
+}
+
+prometheus.remote_write "mimir" {
+  endpoint {
+    url = "https://prometheus-prod-05-gb-south-0.grafana.net/api/prom/push"
+    basic_auth {
+      username = ""
+      password = ""
+    }
+  }
+}
+```
+
+</details>
+
+Pros:
+* Looks more like a component than a `foreach` block.
+* Flexible number of inputs and outputs.
+
+Cons:
+* A name such as `declare.dynamic` doesn't sound as familiar to most people than `foreach`.
+* It may not be practical to implement this in a way that there's more than one possible input collection.
+  * How can we limit users to having just one collection?
+* Having another variant of the `declare` block can feel complex.
+  Can we just add this functionality to the normal `declare` block, so that we can avoid having a `declare.dynamic` block?
+
+## Proposal 3: Do nothing
+
+It is customary to always include a "do nothing" proposal, in order to evaluate if the work is really required.
+
+Pros:
+* No effort required.
+* Alloy's syntax is simpler since we're not adding any new types of blocks.
+
+Cons:
+* Not possible to integrate most `prometheus.exporter` components with the `discovery` ones.
+
+## Unknowns
+
+We should find answers to the unknowns below before this proposal is accepted:
+
+* Will the solution only work for `list()`? What about `map()`?
+  * If we go with a `foreach`, we could have a `key` attribute in addition to the `var` one. That way we can also access the key. The `key` attribute can be a no-op if `collection` is a map?
+* What about debug metrics? Should we aggregate the metrics for all "sub-pipelines"?
+  * If there is 1 series for each sub-pipeline, the amount of metrics could be huge. 
+    Some service discovery mechanisms may generate a huge number of elements in a list of targets.
+  * If we want to aggregate the metrics, how would we do that? Is it even possible to do in within Alloy?
+  * Can we have a configuration parameter which dictates whether the metrics should be aggregated or not?
+* Do we have to recreate the sub-pipelines every time a new collection is received,
+  even if the new collection has the same number of elements?
+* Do we need to have more than one output, of a different type?
+* Do we need to have more than one input, of a different type?
+
+## Recommended solution
+
+<!-- TODO: Fill this later -->