assets/scripts/setup.py [272:317]:
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    navigate_to_directory(".")

    # Retrieve the project number associated with your project ID
    project_number = subprocess.run(
        ["gcloud", "projects", "describe", PROJECT_ID, "--format=value(projectNumber)"],
        check=True,
        capture_output=True,
        text=True
    ).stdout.strip()

    # Add Discovery Engine Editor to the Agent Engine Service account
    iam_command = [
        "gcloud",
        "projects",
        "add-iam-policy-binding",
        PROJECT_ID,
        f"--member=serviceAccount:service-{project_number}@gcp-sa-aiplatform-re.iam.gserviceaccount.com",
        "--role=roles/discoveryengine.editor",
        "--no-user-output-enabled"
    ]
    subprocess.run(iam_command, check=True)

    return remote_agent.resource_name


def get_cloud_run_url(region: str, service_name: str) -> str:
    try:
        describe = subprocess.run(["gcloud", "run", "services", "describe", service_name, "--region", region], capture_output=True, text=True)
        if describe.returncode == 0:
            url_match = re.search(r"\s+URL:\s+(.*?)\n", describe.stdout)

            if url_match:
                url = url_match.group(1)
                return url
            else:
                print("URL not found in the output.")
                return ""
        else:
            print("Cloud run service does not exist.")
            print("Error describing service (non-zero exit code):")
            print(f"Stdout: {describe.stdout}")
            print(f"Stderr: {describe.stderr}")
            return ""
    except Exception as e:  # Catch any other potential errors
        print(f"An unexpected error occurred: {e}")
        return ""
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build.py [270:315]:
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    navigate_to_directory(".")

    # Retrieve the project number associated with your project ID
    project_number = subprocess.run(
        ["gcloud", "projects", "describe", PROJECT_ID, "--format=value(projectNumber)"],
        check=True,
        capture_output=True,
        text=True
    ).stdout.strip()

    # Add Discovery Engine Editor to the Agent Engine Service account
    iam_command = [
        "gcloud",
        "projects",
        "add-iam-policy-binding",
        PROJECT_ID,
        f"--member=serviceAccount:service-{project_number}@gcp-sa-aiplatform-re.iam.gserviceaccount.com",
        "--role=roles/discoveryengine.editor",
        "--no-user-output-enabled"
    ]
    subprocess.run(iam_command, check=True)

    return remote_agent.resource_name


def get_cloud_run_url(region: str, service_name: str) -> str:
    try:
        describe = subprocess.run(["gcloud", "run", "services", "describe", service_name, "--region", region], capture_output=True, text=True)
        if describe.returncode == 0:
            url_match = re.search(r"\s+URL:\s+(.*?)\n", describe.stdout)

            if url_match:
                url = url_match.group(1)
                return url
            else:
                print("URL not found in the output.")
                return ""
        else:
            print("Cloud run service does not exist.")
            print("Error describing service (non-zero exit code):")
            print(f"Stdout: {describe.stdout}")
            print(f"Stderr: {describe.stderr}")
            return ""
    except Exception as e:  # Catch any other potential errors
        print(f"An unexpected error occurred: {e}")
        return ""
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