Ray integration yaml serialization error
See original GitHub issuewandb --version && python --version && uname
- Weights and Biases version: 0.8.12
- Python version: 3.7.3
- Operating System: Linux
Description
Tried to use the wandb Ray tune integration. Training fails when serializing config with following error: yaml.representer.RepresenterError: cannot represent an object: <function main.<locals>.<lambda> at 0x7fd0fc4bfbf8>
What I Did
-
Started from simple cartpole example provided by Ray: https://raw.githubusercontent.com/ray-project/ray/master/rllib/examples/multiagent_cartpole.py
-
Imported wandb from wandb.ray import WandbLogger
-
Included wandb configuration and set it as logger
tune.run(
"PPO",
stop={"training_iteration": args.num_iters},
config={
"env": "multi_cartpole",
"monitor": True,
"env_config": {
"wandb": {"project": "rl", "monitor_gym": True}
},
"log_level": "DEBUG",
"simple_optimizer": args.simple,
"num_sgd_traceiter": 10,
"multiagent": {
"policies": policies,
"policy_mapping_fn": (
lambda agent_id: random.choice(policy_ids)),
},
},
loggers=[WandbLogger],
)
- Fails with following stacktrace:
2019-09-30 17:45:01,241 ERROR trial_runner.py:560 -- Error processing event.
Traceback (most recent call last):
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/ray/tune/trial_runner.py", line 540, in _process_trial
result, terminate=(decision == TrialScheduler.STOP))
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/ray/tune/trial.py", line 386, in update_last_result
self.result_logger.on_result(self.last_result)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/ray/tune/logger.py", line 333, in on_result
_logger.on_result(result)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/wandb/ray/__init__.py", line 24, in on_result
wandb.config[k] = config[k]
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/wandb/wandb_config.py", line 184, in __setitem__
self.persist()
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/wandb/wandb_config.py", line 171, in persist
conf_file.write(str(self))
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/wandb/wandb_config.py", line 274, in __str__
allow_unicode=True, encoding='utf-8')
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/__init__.py", line 200, in dump
return dump_all([data], stream, Dumper=Dumper, **kwds)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/__init__.py", line 188, in dump_all
dumper.represent(data)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 26, in represent
node = self.represent_data(data)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 47, in represent_data
node = self.yaml_representers[data_types[0]](self, data)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 205, in represent_dict
return self.represent_mapping('tag:yaml.o
wandb: Waiting for W&B process to finish, PID 20314
rg,2002:map', data)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 116, in represent_mapping
node_value = self.represent_data(item_value)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 47, in represent_data
node = self.yaml_representers[data_types[0]](self, data)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 205, in represent_dict
return self.represent_mapping('tag:yaml.org,2002:map', data)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 116, in represent_mapping
node_value = self.represent_data(item_value)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 47, in represent_data
node = self.yaml_representers[data_types[0]](self, data)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 205, in represent_dict
return self.represent_mapping('tag:yaml.org,2002:map', data)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 116, in represent_mapping
node_value = self.represent_data(item_value)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 57, in represent_data
node = self.yaml_representers[None](self, data)
File "/home/nacef/tools/anaconda3/envs/rl/lib/python3.7/site-packages/yaml/representer.py", line 229, in represent_undefined
raise RepresenterError("cannot represent an object: %s" % data)
yaml.representer.RepresenterError: cannot represent an object: <function main.<locals>.<lambda> at 0x7fd0fc4bfbf8>
Issue Analytics
- State:
- Created 4 years ago
- Reactions:3
- Comments:11 (1 by maintainers)
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Found related commit. It is 4 behind master though. So for anyone looking, until this is fully merged, my solution and the commit’s solution should work.