class_docstr: Benchmark return tests for CQL-SAC Kumar20.
class_docstr_tok: ["Benchmark","return","tests","for","CQL-SAC","Kumar20","."]
docstr: Benchmarks for CQL-SAC Kumar20.
  
  Args:
    output_dir: directory where to output e.g. log files
    root_data_dir: directory under which to look for dataset
    **kwargs: arbitrary named arguments. This is needed to make the
      constructor forward compatible in case PerfZero provides more named
      arguments before updating the constructor.
docstr_tok: ["Benchmarks","for","CQL-SAC","Kumar20",".","Args",":","output_dir",":","directory","where","to","output","e.g",".","log","files","root_data_dir",":","directory","under","which","to","look","for","dataset","*","*","kwargs",":","arbitrary","named","arguments",".","This","is","needed","to","make","the","constructor","forward","compatible","in","case","PerfZero","provides","more","named","arguments","before","updating","the","constructor","."]
code: def __init__(self, output_dir=None, root_data_dir=None, **kwargs):
      """Benchmarks for CQL-SAC Kumar20.
  
      Args:
        output_dir: directory where to output e.g. log files
        root_data_dir: directory under which to look for dataset
        **kwargs: arbitrary named arguments. This is needed to make the
          constructor forward compatible in case PerfZero provides more named
          arguments before updating the constructor.
      """
      super(CqlSacKumar20Return, self).__init__(output_dir=output_dir)
  
file_path: agents/tf_agents/benchmark/cql_sac_benchmark.py
imports: import os
  import time
  from absl import logging
  import gin
  import tensorflow
  from tf_agents.benchmark import utils
  from tf_agents.benchmark.perfzero_benchmark import PerfZeroBenchmark
  from tf_agents.examples.cql_sac.kumar20 import cql_sac_train_eval
label_desc: Use image node_id 1 to create a new CqlSacKumar20Return object from inherited base classes: PerfZeroBenchmark with example: obj = CqlSacKumar20Return(output_dir, root_data_dir)