How to rebuild docker container in docker-compose.yml

Docker Engine Compose
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@rimelek
I am new to docker-compose and would like to learn the proper way to rebuild containers after docker-compose run.

Questions:

  1. Is the situation I faced is an expected situation?
  2. Is it the standard / expected way to rebuild the container after the first docker-compose?
docker-compose build
# or 
docker-compose up -d --no-deps --build <service_name>

Reason / Expectation:
I thought I should be able to run the same docker-compose run --rm myService command after running docker-compose down or docker remove networkName. Note that I also modified one of the Dockerfile before running docker-compose run --rm myService

After running docker-compose down or docker remove networkName, docker network ls doesn’t have that network. However, when I run docker-compose run --rm myService again, it just says

[+] Running 1/0
 ⠿ Network myService_default  Created
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