minor proofreading

README.md

@@ -307,7 +307,7 @@ You can then run any job you want from inside the container.
 Concerns when running for a long time or in detached mode include
  - You will have to terminate the container manually when you are no longer using it
  - If you want processes to continue running when your shell session ends, you will need to background them.
- - If you then want logging, you will have to make sure to pipe logs to disk, set up wandb or set up Comet logging.
+ - If you then want logging, you will have to make sure to pipe logs to disk, set up wandb, or set up Comet logging.
 
 If you prefer to run the prebuilt container image from dockerhub, you can run the docker compose commands with ```-f docker-compose-dockerhub.yml``` instead, e.g.,
 
@@ -646,7 +646,7 @@ To convert from a Hugging Face model into a NeoX-loadable, run `tools/ckpts/conv
 
 # Monitoring
 
-In addition to storing logs locally, we provide built-in support for two popular experiment monitoring frameworks: [Weights & Biases](https://wandb.ai/site), [TensorBoard](https://www.tensorflow.org/tensorboard/) and [Comet](https://www.comet.com/site)
+In addition to storing logs locally, we provide built-in support for two popular experiment monitoring frameworks: [Weights & Biases](https://wandb.ai/site), [TensorBoard](https://www.tensorflow.org/tensorboard/), and [Comet](https://www.comet.com/site)
 
 ## Weights and Biases
 
@@ -662,8 +662,8 @@ We also support using TensorBoard via the <code><var>tensorboard-dir</var></code
 1. Create an account at https://www.comet.com/login to generate your API key.
 2. Once generated, link your API key at runtime by running `comet login` or passing `export COMET_API_KEY=<your-key-here>`
 3. Install `comet_ml` and any dependency libraries via `pip install -r requirements/requirements-comet.txt`
-4. Enable Comet with. `use_comet: True`. You can also customize where data is being logged with `comet_workspace` and `comet_project`. A full example config with comet enabled is provided in `configs/local_setup_comet.yml`.
-5. Run your experiment, and monitor in Comet workspace that you passed!
+4. Enable Comet with `use_comet: True`. You can also customize where data is being logged with `comet_workspace` and `comet_project`. A full example config with comet enabled is provided in `configs/local_setup_comet.yml`.
+5. Run your experiment, and monitor metrics in the Comet workspace that you passed!
 
 # Running on multi-node