Reducing Code Redundancy and Minimize Line Diffs #1437

Job	Run time
test-atari-envs (3.8, 1.3.1, ubuntu-22.04)	7m 44s
test-core-envs (3.8, 1.3.1, ubuntu-22.04)	6m 14s
test-atari-envs (3.8, 1.3.1, macos-latest)	9m 58s
test-core-envs (3.8, 1.3.1, macos-latest)	5m 29s
test-core-envs (3.8, 1.3.1, windows-latest)	5m 4s
test-atari-envs (3.8, 1.3.1, windows-latest)	7m 25s
test-atari-multigpu-envs (3.8, 1.3.1, ubuntu-22.04)	3m 43s
test-envpool-envs (3.8, 1.3.1, ubuntu-22.04)	4m 41s
test-mujoco_py-envs (3.8, 1.3.1, ubuntu-22.04)	6m 40s
test-mujoco-envs (3.8, 1.3.1, ubuntu-22.04)	3m 33s
test-pettingzoo-envs (3.8, 1.3.1, ubuntu-22.04)	3m 47s
test-procgen-envs (3.8, 1.3.1, ubuntu-22.04)	3m 47s
test-procgen-envs (3.8, 1.3.1, macos-latest)	2m 39s
test-procgen-envs (3.8, 1.3.1, windows-latest)	5m 38s
	1h 16m 22s

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