Merge branch 'main' into args-parsing-fixups

README.md

@@ -198,6 +198,7 @@ See [mlos_bench/config](./mlos_bench/mlos_bench/config/) and [CONTRIBUTING.md](.
 
 ### Publications
 
+- [TUNA: Tuning Unstable and Noisy Cloud Applications](http://aka.ms/mlos/tuna-eurosys-paper) at [EuroSys 2025](https://2025.eurosys.org/accepted-papers.html)
 - [MLOS in Action: Bridging the Gap Between Experimentation and Auto-Tuning in the Cloud](https://www.vldb.org/pvldb/vol17/p4269-kroth.pdf) at [VLDB 2024](https://www.vldb.org/2024/?papers-demo)
 - [Towards Building Autonomous Data Services on Azure](https://dl.acm.org/doi/abs/10.1145/3555041.3589674) in [SIGMOD Companion 2023](https://dl.acm.org/doi/proceedings/10.1145/3555041)
 - [LlamaTune: Sample-efficient DBMS configuration tuning](https://www.microsoft.com/en-us/research/publication/llamatune-sample-efficient-dbms-configuration-tuning) at [VLDB 2022](https://vldb.org/pvldb/volumes/15/)

mlos_bench/mlos_bench/config/README.md

@@ -8,6 +8,10 @@ In general the `config` directory layout follows that of the `mlos_bench` module
 
 Full end-to-end examples are provided in the [`cli`](./cli/) directory, and typically and make use of the root [`CompositeEnvironments`](./environments/root/) to combine multiple [`Environments`](./environments/), also referencing [`Services`](./services/), [`Storage`](./storage/), and [`Optimizer`](./optimizers/) configs, into a single [`mlos_bench`](../run.py) run.
 
+## See Also
+
+- [`mlos_bench.config`](https://microsoft.github.io/MLOS/autoapi/mlos_bench/config/index.html) module documentation online for detailed description and additional links to other components and their configuration examples.
+
 ## Config parameters
 
 An `Environment` configuration can have two sections, `const_args` and `tunable_params`.
@@ -44,6 +48,8 @@ The [`schemas`](./schemas/) directory contains the [`jsonschema`](https://json-s
 
 For instance including a `"$schema"` attribute at the top of your `json` config file will enable `json` validation and auto-complete in many editors (e.g. [VSCode](https://code.visualstudio.com/)):
 
+Alternatively, you can simply name the file `*.mlos.json` or `*.mlos.jsonc` and the schema will be automatically applied using an [extension](https://marketplace.visualstudio.com/items?itemName=remcohaszing.schemastore) to resolve the rules from \<https://www.schemastore.org/json/
+
 ```jsonc
 {
     "$schema": "https://raw.githubusercontent.com/microsoft/MLOS/main/mlos_bench/mlos_bench/config/schemas/environments/environment-schema.json",