/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/distributed/launch.py:164: DeprecationWarning: The 'warn' method is deprecated, use 'warning' instead
  "The module torch.distributed.launch is deprecated "
The module torch.distributed.launch is deprecated and going to be removed in future.Migrate to torch.distributed.run
*****************************************
Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
*****************************************
WARNING:torch.distributed.run:--use_env is deprecated and will be removed in future releases.
 Please read local_rank from `os.environ('LOCAL_RANK')` instead.
INFO:torch.distributed.launcher.api:Starting elastic_operator with launch configs:
  entrypoint       : tools/test.py
  min_nodes        : 1
  max_nodes        : 1
  nproc_per_node   : 2
  run_id           : none
  rdzv_backend     : static
  rdzv_endpoint    : 127.0.0.1:29500
  rdzv_configs     : {'rank': 0, 'timeout': 900}
  max_restarts     : 3
  monitor_interval : 5
  log_dir          : None
  metrics_cfg      : {}

INFO:torch.distributed.elastic.agent.server.local_elastic_agent:log directory set to: /tmp/torchelastic_gxad5aqk/none_kju1kg_9
INFO:torch.distributed.elastic.agent.server.api:[default] starting workers for entrypoint: python
INFO:torch.distributed.elastic.agent.server.api:[default] Rendezvous'ing worker group
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/distributed/elastic/utils/store.py:53: FutureWarning: This is an experimental API and will be changed in future.
  "This is an experimental API and will be changed in future.", FutureWarning
INFO:torch.distributed.elastic.agent.server.api:[default] Rendezvous complete for workers. Result:
  restart_count=0
  master_addr=127.0.0.1
  master_port=29500
  group_rank=0
  group_world_size=1
  local_ranks=[0, 1]
  role_ranks=[0, 1]
  global_ranks=[0, 1]
  role_world_sizes=[2, 2]
  global_world_sizes=[2, 2]

INFO:torch.distributed.elastic.agent.server.api:[default] Starting worker group
INFO:torch.distributed.elastic.multiprocessing:Setting worker0 reply file to: /tmp/torchelastic_gxad5aqk/none_kju1kg_9/attempt_0/0/error.json
INFO:torch.distributed.elastic.multiprocessing:Setting worker1 reply file to: /tmp/torchelastic_gxad5aqk/none_kju1kg_9/attempt_0/1/error.json
2024-04-25 23:35:02,385 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
Use load_from_local loader
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 500/500, 9.5 task/s, elapsed: 52s, ETA:     0sper class results:

+---------------+-------+-------+
| Class         | IoU   | Acc   |
+---------------+-------+-------+
| road          | 98.48 | 99.22 |
| sidewalk      | 87.04 | 93.32 |
| building      | 92.83 | 97.12 |
| wall          | 55.54 | 59.92 |
| fence         | 62.92 | 72.15 |
| pole          | 67.22 | 76.99 |
| traffic light | 72.23 | 82.76 |
| traffic sign  | 81.43 | 88.76 |
| vegetation    | 92.98 | 96.79 |
| terrain       | 64.78 | 73.0  |
| sky           | 95.48 | 98.24 |
| person        | 83.69 | 91.41 |
| rider         | 63.47 | 76.95 |
| car           | 95.51 | 98.01 |
| truck         | 83.6  | 88.95 |
| bus           | 85.85 | 93.62 |
| train         | 71.3  | 74.07 |
| motorcycle    | 68.81 | 79.82 |
| bicycle       | 78.81 | 88.54 |
+---------------+-------+-------+
Summary:

+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 79.05 | 85.77 | 96.43 |
+--------+-------+-------+-------+
INFO:torch.distributed.elastic.agent.server.api:[default] worker group successfully finished. Waiting 300 seconds for other agents to finish.
INFO:torch.distributed.elastic.agent.server.api:Local worker group finished (SUCCEEDED). Waiting 300 seconds for other agents to finish
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/distributed/elastic/utils/store.py:71: FutureWarning: This is an experimental API and will be changed in future.
  "This is an experimental API and will be changed in future.", FutureWarning
INFO:torch.distributed.elastic.agent.server.api:Done waiting for other agents. Elapsed: 0.000278472900390625 seconds
{"name": "torchelastic.worker.status.SUCCEEDED", "source": "WORKER", "timestamp": 0, "metadata": {"run_id": "none", "global_rank": 0, "group_rank": 0, "worker_id": "1656914", "role": "default", "hostname": "shaosen", "state": "SUCCEEDED", "total_run_time": 90, "rdzv_backend": "static", "raw_error": null, "metadata": "{\"group_world_size\": 1, \"entry_point\": \"python\", \"local_rank\": [0], \"role_rank\": [0], \"role_world_size\": [2]}", "agent_restarts": 0}}
{"name": "torchelastic.worker.status.SUCCEEDED", "source": "WORKER", "timestamp": 0, "metadata": {"run_id": "none", "global_rank": 1, "group_rank": 0, "worker_id": "1656917", "role": "default", "hostname": "shaosen", "state": "SUCCEEDED", "total_run_time": 90, "rdzv_backend": "static", "raw_error": null, "metadata": "{\"group_world_size\": 1, \"entry_point\": \"python\", \"local_rank\": [1], \"role_rank\": [1], \"role_world_size\": [2]}", "agent_restarts": 0}}
{"name": "torchelastic.worker.status.SUCCEEDED", "source": "AGENT", "timestamp": 0, "metadata": {"run_id": "none", "global_rank": null, "group_rank": 0, "worker_id": null, "role": "default", "hostname": "shaosen", "state": "SUCCEEDED", "total_run_time": 90, "rdzv_backend": "static", "raw_error": null, "metadata": "{\"group_world_size\": 1, \"entry_point\": \"python\"}", "agent_restarts": 0}}
(swinseg) 


/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/distributed/launch.py:164: DeprecationWarning: The 'warn' method is deprecated, use 'warning' instead
  "The module torch.distributed.launch is deprecated "
The module torch.distributed.launch is deprecated and going to be removed in future.Migrate to torch.distributed.run
*****************************************
Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed. 
*****************************************
WARNING:torch.distributed.run:--use_env is deprecated and will be removed in future releases.
 Please read local_rank from `os.environ('LOCAL_RANK')` instead.
INFO:torch.distributed.launcher.api:Starting elastic_operator with launch configs:
  entrypoint       : tools/test.py
  min_nodes        : 1
  max_nodes        : 1
  nproc_per_node   : 2
  run_id           : none
  rdzv_backend     : static
  rdzv_endpoint    : 127.0.0.1:29500
  rdzv_configs     : {'rank': 0, 'timeout': 900}
  max_restarts     : 3
  monitor_interval : 5
  log_dir          : None
  metrics_cfg      : {}

INFO:torch.distributed.elastic.agent.server.local_elastic_agent:log directory set to: /tmp/torchelastic_80lgjolb/none_jx5dsyrq
INFO:torch.distributed.elastic.agent.server.api:[default] starting workers for entrypoint: python
INFO:torch.distributed.elastic.agent.server.api:[default] Rendezvous'ing worker group
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/distributed/elastic/utils/store.py:53: FutureWarning: This is an experimental API and will be changed in future.
  "This is an experimental API and will be changed in future.", FutureWarning
INFO:torch.distributed.elastic.agent.server.api:[default] Rendezvous complete for workers. Result:
  restart_count=0
  master_addr=127.0.0.1
  master_port=29500
  group_rank=0
  group_world_size=1
  local_ranks=[0, 1]
  role_ranks=[0, 1]
  global_ranks=[0, 1]
  role_world_sizes=[2, 2]
  global_world_sizes=[2, 2]

INFO:torch.distributed.elastic.agent.server.api:[default] Starting worker group
INFO:torch.distributed.elastic.multiprocessing:Setting worker0 reply file to: /tmp/torchelastic_80lgjolb/none_jx5dsyrq/attempt_0/0/error.json
INFO:torch.distributed.elastic.multiprocessing:Setting worker1 reply file to: /tmp/torchelastic_80lgjolb/none_jx5dsyrq/attempt_0/1/error.json
2024-04-25 23:37:55,932 - mmseg - INFO - Loaded 500 images
Use load_from_local loader
Use load_from_local loader
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 500/500, 0.5 task/s, elapsed: 985s, ETA:     0sper class results:

+---------------+-------+-------+
| Class         | IoU   | Acc   |
+---------------+-------+-------+
| road          | 98.6  | 99.26 |
| sidewalk      | 87.91 | 93.71 |
| building      | 93.26 | 97.34 |
| wall          | 57.67 | 61.31 |
| fence         | 65.05 | 73.61 |
| pole          | 68.95 | 77.74 |
| traffic light | 74.18 | 83.62 |
| traffic sign  | 83.12 | 89.28 |
| vegetation    | 93.25 | 97.06 |
| terrain       | 66.37 | 73.36 |
| sky           | 95.63 | 98.34 |
| person        | 84.78 | 92.52 |
| rider         | 65.27 | 78.52 |
| car           | 95.79 | 98.28 |
| truck         | 84.31 | 89.03 |
| bus           | 87.8  | 95.34 |
| train         | 69.93 | 72.22 |
| motorcycle    | 71.52 | 81.74 |
| bicycle       | 80.22 | 89.45 |
+---------------+-------+-------+
Summary:

+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 80.19 | 86.41 | 96.65 |
+--------+-------+-------+-------+
INFO:torch.distributed.elastic.agent.server.api:[default] worker group successfully finished. Waiting 300 seconds for other agents to finish.
INFO:torch.distributed.elastic.agent.server.api:Local worker group finished (SUCCEEDED). Waiting 300 seconds for other agents to finish
/home/shaosen/miniconda3/envs/swinseg/lib/python3.7/site-packages/torch/distributed/elastic/utils/store.py:71: FutureWarning: This is an experimental API and will be changed in future.
  "This is an experimental API and will be changed in future.", FutureWarning
INFO:torch.distributed.elastic.agent.server.api:Done waiting for other agents. Elapsed: 0.0001919269561767578 seconds
{"name": "torchelastic.worker.status.SUCCEEDED", "source": "WORKER", "timestamp": 0, "metadata": {"run_id": "none", "global_rank": 0, "group_rank": 0, "worker_id": "1680914", "role": "default", "hostname": "shaosen", "state": "SUCCEEDED", "total_run_time": 1020, "rdzv_backend": "static", "raw_error": null, "metadata": "{\"group_world_size\": 1, \"entry_point\": \"python\", \"local_rank\": [0], \"role_rank\": [0], \"role_world_size\": [2]}", "agent_restarts": 0}}
{"name": "torchelastic.worker.status.SUCCEEDED", "source": "WORKER", "timestamp": 0, "metadata": {"run_id": "none", "global_rank": 1, "group_rank": 0, "worker_id": "1680917", "role": "default", "hostname": "shaosen", "state": "SUCCEEDED", "total_run_time": 1020, "rdzv_backend": "static", "raw_error": null, "metadata": "{\"group_world_size\": 1, \"entry_point\": \"python\", \"local_rank\": [1], \"role_rank\": [1], \"role_world_size\": [2]}", "agent_restarts": 0}}
{"name": "torchelastic.worker.status.SUCCEEDED", "source": "AGENT", "timestamp": 0, "metadata": {"run_id": "none", "global_rank": null, "group_rank": 0, "worker_id": null, "role": "default", "hostname": "shaosen", "state": "SUCCEEDED", "total_run_time": 1020, "rdzv_backend": "static", "raw_error": null, "metadata": "{\"group_world_size\": 1, \"entry_point\": \"python\"}", "agent_restarts": 0}}