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Doc updates for doc build failures #21

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10 changes: 5 additions & 5 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -248,7 +248,7 @@ sbatch run_hello_world.sh
### Batch Launch Examples

SmartSim can also launch workloads in a batch directly from Python, without the need
for a batch script. Users can launch groups of ``Model`` instances in a ``Ensemble``.
for a batch script. Users can launch groups of ``Application`` instances in a ``Ensemble``.

The following launches 4 replicas of the the same ``hello_world`` model.

Expand Down Expand Up @@ -293,7 +293,7 @@ initialization. Local launching does not support batch workloads.

## Redis + RedisAI

The ``Orchestrator`` is an in-memory database that utilizes Redis and RedisAI to provide
The ``FeatureStore`` is an in-memory database that utilizes Redis and RedisAI to provide
a distributed database and access to ML runtimes from Fortran, C, C++ and Python.

SmartSim provides classes that make it simple to launch the database in many
Expand All @@ -307,7 +307,7 @@ how to use the database to perform ML inference and processing.
The following script launches a single database using the local launcher.

[Experiment.create_database](https://www.craylabs.org/docs/api/smartsim_api.html#smartsim.experiment.Experiment.create_database)
will initialize an ``Orchestrator`` instance corresponding to the specified launcher.
will initialize an ``FeatureStore`` instance corresponding to the specified launcher.

```python
# run_db_local.py
Expand All @@ -329,7 +329,7 @@ exp.stop(db)

### Interactive Launch

The ``Orchestrator``, like ``Ensemble`` instances, can be launched locally, in interactive
The ``FeatureStore``, like ``Ensemble`` instances, can be launched locally, in interactive
allocations, or in a batch.

The following example launches a distributed (3 node) database cluster
Expand Down Expand Up @@ -373,7 +373,7 @@ python run_db.py

### Batch Launch

The ``Orchestrator`` can also be launched in a batch without the need for an interactive allocation.
The ``FeatureStore`` can also be launched in a batch without the need for an interactive allocation.
SmartSim will create the batch file, submit it to the batch system, and then wait for the database
to be launched. Users can hit CTRL-C to cancel the launch if needed.

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