win_base_patch4_window7_512x512_160k_ade20k/latest.pth 2 --eval mIoU
/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_xjsqdthj/none_uky_sn5a
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_xjsqdthj/none_uky_sn5a/attempt_0/0/error.json
INFO:torch.distributed.elastic.multiprocessing:Setting worker1 reply file to: /tmp/torchelastic_xjsqdthj/none_uky_sn5a/attempt_0/1/error.json
2024-04-24 21:36:26,142 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
Use load_from_local loader
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 2000/2000, 12.7 task/s, elapsed: 157s, ETA:     0sper class results:

+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 77.64 | 87.92 |
| building            | 82.5  | 92.67 |
| sky                 | 94.15 | 97.34 |
| floor               | 80.49 | 90.67 |
| tree                | 74.95 | 87.43 |
| ceiling             | 83.19 | 91.21 |
| road                | 83.72 | 90.03 |
| bed                 | 88.92 | 95.55 |
| windowpane          | 61.28 | 77.02 |
| grass               | 64.58 | 80.17 |
| cabinet             | 60.31 | 73.58 |
| sidewalk            | 66.56 | 83.02 |
| person              | 80.11 | 90.01 |
| earth               | 34.21 | 46.54 |
| door                | 50.36 | 66.73 |
| table               | 62.52 | 76.95 |
| mountain            | 57.71 | 72.48 |
| plant               | 51.38 | 61.98 |
| curtain             | 71.36 | 83.76 |
| chair               | 59.23 | 71.27 |
| car                 | 84.12 | 91.89 |
| water               | 56.87 | 71.24 |
| painting            | 74.04 | 87.97 |
| sofa                | 65.03 | 80.42 |
| shelf               | 42.16 | 60.93 |
| house               | 44.02 | 59.05 |
| sea                 | 63.33 | 85.05 |
| mirror              | 68.46 | 75.15 |
| rug                 | 55.54 | 64.29 |
| field               | 27.22 | 46.05 |
| armchair            | 43.88 | 66.36 |
| seat                | 59.7  | 81.11 |
| fence               | 44.91 | 60.29 |
| desk                | 50.33 | 70.39 |
| rock                | 47.9  | 67.87 |
| wardrobe            | 45.91 | 64.56 |
| lamp                | 61.9  | 75.27 |
| bathtub             | 78.84 | 83.78 |
| railing             | 34.18 | 47.79 |
| cushion             | 60.92 | 76.93 |
| base                | 36.84 | 56.96 |
| box                 | 30.09 | 36.01 |
| column              | 43.64 | 57.63 |
| signboard           | 37.94 | 50.32 |
| chest of drawers    | 39.32 | 56.23 |
| counter             | 26.18 | 34.92 |
| sand                | 53.01 | 75.52 |
| sink                | 71.8  | 79.9  |
| skyscraper          | 65.04 | 85.98 |
| fireplace           | 75.03 | 91.58 |
| refrigerator        | 73.42 | 82.44 |
| grandstand          | 46.94 | 78.29 |
| path                | 19.58 | 28.32 |
| stairs              | 29.41 | 37.67 |
| runway              | 64.75 | 86.17 |
| case                | 39.02 | 56.41 |
| pool table          | 91.3  | 94.96 |
| pillow              | 55.88 | 62.43 |
| screen door         | 68.37 | 78.33 |
| stairway            | 34.49 | 43.22 |
| river               | 10.77 | 22.06 |
| bridge              | 78.78 | 87.5  |
| bookcase            | 41.59 | 66.78 |
| blind               | 43.35 | 51.5  |
| coffee table        | 60.66 | 78.87 |
| toilet              | 84.84 | 90.99 |
| flower              | 44.07 | 57.82 |
| book                | 47.8  | 69.32 |
| hill                | 7.3   | 12.7  |
| bench               | 43.86 | 51.45 |
| countertop          | 54.13 | 70.91 |
| stove               | 73.89 | 82.68 |
| palm                | 52.58 | 82.78 |
| kitchen island      | 42.83 | 74.56 |
| computer            | 63.98 | 74.44 |
| swivel chair        | 48.97 | 70.42 |
| boat                | 37.88 | 49.13 |
| bar                 | 38.53 | 56.75 |
| arcade machine      | 41.09 | 45.01 |
| hovel               | 44.44 | 48.42 |
| bus                 | 81.65 | 96.45 |
| towel               | 69.12 | 81.3  |
| light               | 56.49 | 65.52 |
| truck               | 17.13 | 23.11 |
| tower               | 13.43 | 22.93 |
| chandelier          | 65.76 | 82.34 |
| awning              | 29.65 | 36.49 |
| streetlight         | 25.08 | 31.52 |
| booth               | 50.76 | 62.48 |
| television receiver | 68.86 | 80.47 |
| airplane            | 63.8  | 71.19 |
| dirt track          | 12.64 | 31.17 |
| apparel             | 34.55 | 50.25 |
| pole                | 21.92 | 32.39 |
| land                | 1.76  | 2.24  |
| bannister           | 11.4  | 15.37 |
| escalator           | 50.89 | 82.46 |
| ottoman             | 47.53 | 60.97 |
| bottle              | 38.44 | 59.34 |
| buffet              | 42.73 | 51.58 |
| poster              | 32.06 | 42.05 |
| stage               | 22.14 | 38.72 |
| van                 | 41.59 | 58.42 |
| ship                | 19.04 | 30.64 |
| fountain            | 23.93 | 25.51 |
| conveyer belt       | 78.4  | 89.79 |
| canopy              | 37.69 | 56.72 |
| washer              | 73.89 | 76.46 |
| plaything           | 26.08 | 40.07 |
| swimming pool       | 59.94 | 79.05 |
| stool               | 43.72 | 63.26 |
| barrel              | 35.18 | 65.92 |
| basket              | 34.83 | 46.07 |
| waterfall           | 50.08 | 65.52 |
| tent                | 93.16 | 99.05 |
| bag                 | 16.06 | 20.69 |
| minibike            | 62.3  | 77.65 |
| cradle              | 80.2  | 96.28 |
| oven                | 33.07 | 49.83 |
| ball                | 50.84 | 61.83 |
| food                | 50.38 | 59.13 |
| step                | 11.57 | 13.96 |
| tank                | 52.28 | 54.92 |
| trade name          | 28.64 | 33.12 |
| microwave           | 74.6  | 83.43 |
| pot                 | 46.9  | 55.73 |
| animal              | 59.73 | 62.52 |
| bicycle             | 56.26 | 75.68 |
| lake                | 52.31 | 63.73 |
| dishwasher          | 64.29 | 70.18 |
| screen              | 64.77 | 86.22 |
| blanket             | 15.94 | 18.86 |
| sculpture           | 66.42 | 82.56 |
| hood                | 60.84 | 73.16 |
| sconce              | 44.9  | 54.01 |
| vase                | 38.9  | 51.37 |
| traffic light       | 31.31 | 47.66 |
| tray                | 8.87  | 14.51 |
| ashcan              | 39.55 | 50.78 |
| fan                 | 59.12 | 72.11 |
| pier                | 52.74 | 88.56 |
| crt screen          | 10.28 | 26.03 |
| plate               | 55.12 | 71.01 |
| monitor             | 7.19  | 11.79 |
| bulletin board      | 41.03 | 54.18 |
| shower              | 1.18  | 1.79  |
| radiator            | 56.1  | 63.06 |
| glass               | 14.75 | 16.07 |
| clock               | 36.98 | 44.31 |
| flag                | 53.93 | 60.75 |
+---------------------+-------+-------+
Summary:

+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 49.55 | 62.23 | 82.96 |
+--------+-------+-------+-------+
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: 0.0009353160858154297 seconds
{"name": "torchelastic.worker.status.SUCCEEDED", "source": "WORKER", "timestamp": 0, "metadata": {"run_id": "none", "global_rank": 0, "group_rank": 0, "worker_id": "3485135", "role": "default", "hostname": "shaosen", "state": "SUCCEEDED", "total_run_time": 250, "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": "3485136", "role": "default", "hostname": "shaosen", "state": "SUCCEEDED", "total_run_time": 250, "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": 250, "rdzv_backend": "static", "raw_error": null, "metadata": "{\"group_world_size\": 1, \"entry_point\": \"python\"}", "agent_restarts": 0}}




/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_ff86dg2u/none_lm60xe0v
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_ff86dg2u/none_lm60xe0v/attempt_0/0/error.json
INFO:torch.distributed.elastic.multiprocessing:Setting worker1 reply file to: /tmp/torchelastic_ff86dg2u/none_lm60xe0v/attempt_0/1/error.json
2024-04-24 21:42:47,291 - mmseg - INFO - Loaded 2000 images
Use load_from_local loader
Use load_from_local loader
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 2000/2000, 1.5 task/s, elapsed: 1370s, ETA:     0sper class results:

+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 78.98 | 89.1  |
| building            | 83.26 | 93.0  |
| sky                 | 94.43 | 97.52 |
| floor               | 81.98 | 91.27 |
| tree                | 76.05 | 88.34 |
| ceiling             | 84.11 | 91.49 |
| road                | 85.37 | 91.59 |
| bed                 | 90.32 | 96.35 |
| windowpane          | 62.36 | 78.3  |
| grass               | 65.05 | 80.94 |
| cabinet             | 61.03 | 74.04 |
| sidewalk            | 69.54 | 83.17 |
| person              | 82.36 | 92.05 |
| earth               | 35.91 | 49.34 |
| door                | 52.65 | 68.29 |
| table               | 65.34 | 79.27 |
| mountain            | 58.41 | 72.33 |
| plant               | 52.82 | 64.65 |
| curtain             | 73.83 | 85.61 |
| chair               | 62.12 | 74.05 |
| car                 | 85.9  | 93.04 |
| water               | 61.1  | 76.3  |
| painting            | 75.49 | 89.23 |
| sofa                | 68.19 | 84.26 |
| shelf               | 42.98 | 61.43 |
| house               | 45.23 | 60.89 |
| sea                 | 67.19 | 83.76 |
| mirror              | 71.78 | 77.58 |
| rug                 | 56.39 | 66.79 |
| field               | 29.5  | 47.86 |
| armchair            | 46.56 | 65.81 |
| seat                | 61.84 | 83.06 |
| fence               | 46.42 | 61.6  |
| desk                | 50.01 | 68.57 |
| rock                | 47.66 | 69.87 |
| wardrobe            | 45.65 | 64.23 |
| lamp                | 65.51 | 76.21 |
| bathtub             | 79.29 | 84.74 |
| railing             | 35.08 | 49.72 |
| cushion             | 62.74 | 75.9  |
| base                | 39.34 | 57.61 |
| box                 | 30.23 | 35.7  |
| column              | 47.38 | 60.3  |
| signboard           | 38.78 | 49.91 |
| chest of drawers    | 43.38 | 58.2  |
| counter             | 25.64 | 34.93 |
| sand                | 54.89 | 75.73 |
| sink                | 73.8  | 81.26 |
| skyscraper          | 65.6  | 85.36 |
| fireplace           | 76.44 | 92.69 |
| refrigerator        | 73.72 | 81.54 |
| grandstand          | 44.21 | 77.98 |
| path                | 22.56 | 30.25 |
| stairs              | 31.54 | 40.03 |
| runway              | 64.39 | 85.25 |
| case                | 40.09 | 56.68 |
| pool table          | 92.36 | 96.31 |
| pillow              | 58.89 | 67.48 |
| screen door         | 69.18 | 75.03 |
| stairway            | 35.43 | 41.69 |
| river               | 14.12 | 28.68 |
| bridge              | 77.95 | 86.29 |
| bookcase            | 40.99 | 63.85 |
| blind               | 43.28 | 50.23 |
| coffee table        | 63.98 | 81.0  |
| toilet              | 85.71 | 91.36 |
| flower              | 45.96 | 61.37 |
| book                | 50.75 | 70.86 |
| hill                | 6.69  | 10.37 |
| bench               | 46.33 | 53.94 |
| countertop          | 58.99 | 76.46 |
| stove               | 78.55 | 84.61 |
| palm                | 54.04 | 81.14 |
| kitchen island      | 43.69 | 75.56 |
| computer            | 65.81 | 77.02 |
| swivel chair        | 51.58 | 73.89 |
| boat                | 42.54 | 50.56 |
| bar                 | 39.56 | 57.12 |
| arcade machine      | 50.78 | 55.52 |
| hovel               | 45.06 | 48.95 |
| bus                 | 85.5  | 97.05 |
| towel               | 67.55 | 81.63 |
| light               | 58.64 | 65.73 |
| truck               | 25.37 | 33.81 |
| tower               | 25.05 | 41.21 |
| chandelier          | 68.62 | 84.38 |
| awning              | 28.64 | 34.46 |
| streetlight         | 24.47 | 29.69 |
| booth               | 53.55 | 57.97 |
| television receiver | 72.49 | 82.87 |
| airplane            | 65.79 | 72.87 |
| dirt track          | 15.0  | 24.94 |
| apparel             | 36.17 | 51.06 |
| pole                | 21.02 | 27.52 |
| land                | 4.48  | 5.82  |
| bannister           | 11.87 | 15.55 |
| escalator           | 52.41 | 83.5  |
| ottoman             | 48.67 | 60.47 |
| bottle              | 40.43 | 62.82 |
| buffet              | 43.35 | 50.15 |
| poster              | 35.9  | 41.81 |
| stage               | 22.33 | 38.91 |
| van                 | 45.26 | 58.3  |
| ship                | 17.94 | 28.2  |
| fountain            | 25.22 | 25.91 |
| conveyer belt       | 79.05 | 91.28 |
| canopy              | 40.26 | 63.72 |
| washer              | 74.4  | 76.47 |
| plaything           | 25.78 | 40.19 |
| swimming pool       | 59.59 | 77.46 |
| stool               | 46.08 | 60.54 |
| barrel              | 53.52 | 71.78 |
| basket              | 38.54 | 48.24 |
| waterfall           | 65.48 | 77.06 |
| tent                | 93.6  | 98.99 |
| bag                 | 15.84 | 19.9  |
| minibike            | 68.03 | 84.35 |
| cradle              | 80.6  | 97.04 |
| oven                | 41.24 | 65.73 |
| ball                | 50.85 | 60.96 |
| food                | 50.28 | 61.95 |
| step                | 13.18 | 15.31 |
| tank                | 54.47 | 56.63 |
| trade name          | 28.06 | 31.23 |
| microwave           | 71.94 | 79.58 |
| pot                 | 48.66 | 56.04 |
| animal              | 60.76 | 63.34 |
| bicycle             | 59.34 | 78.06 |
| lake                | 54.24 | 63.79 |
| dishwasher          | 67.21 | 75.38 |
| screen              | 67.09 | 86.4  |
| blanket             | 13.9  | 16.21 |
| sculpture           | 70.28 | 82.73 |
| hood                | 63.03 | 73.99 |
| sconce              | 50.3  | 59.04 |
| vase                | 44.94 | 56.33 |
| traffic light       | 33.57 | 51.37 |
| tray                | 8.75  | 13.39 |
| ashcan              | 41.68 | 51.36 |
| fan                 | 64.53 | 76.34 |
| pier                | 57.66 | 89.53 |
| crt screen          | 9.94  | 25.33 |
| plate               | 58.61 | 74.53 |
| monitor             | 4.09  | 6.12  |
| bulletin board      | 46.02 | 56.8  |
| shower              | 0.45  | 1.1   |
| radiator            | 62.81 | 67.5  |
| glass               | 15.91 | 17.1  |
| clock               | 42.16 | 46.37 |
| flag                | 53.99 | 58.38 |
+---------------------+-------+-------+
Summary:

+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 51.61 | 63.51 | 83.94 |
+--------+-------+-------+-------+
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: 0.000835418701171875 seconds
{"name": "torchelastic.worker.status.SUCCEEDED", "source": "WORKER", "timestamp": 0, "metadata": {"run_id": "none", "global_rank": 0, "group_rank": 0, "worker_id": "3504641", "role": "default", "hostname": "shaosen", "state": "SUCCEEDED", "total_run_time": 1461, "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": "3504642", "role": "default", "hostname": "shaosen", "state": "SUCCEEDED", "total_run_time": 1461, "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": 1461, "rdzv_backend": "static", "raw_error": null, "metadata": "{\"group_world_size\": 1, \"entry_point\": \"python\"}", "agent_restarts": 0}}