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/ml-agents/mlagents/trainers/stats.py

1 次代码提交

作者 SHA1 备注 提交日期
vincentpierre c7710fc7 New way to print summaries in the console 4 年前
共有 1 个文件被更改,包括 41 次插入14 次删除
  1. 55
      ml-agents/mlagents/trainers/stats.py

55
ml-agents/mlagents/trainers/stats.py


class ConsoleWriter(StatsWriter):
SHOW_HEADER_PERIOD = 20
def __init__(self):
self.training_start_time = time.time()
# If self-play, we want to print ELO as well as reward

self._previous_log_header: str = ""
self._log_header: str = ""
self._log_data: str = ""
self._lines_without_header = 0
def _add_field(self, key: str, value: str) -> None:
len_k = len(key)
len_v = len(value)
if len_k > len_v:
value = " " * (len_k - len_v) + value
if len_k < len_v:
key = " " * (len_v - len_k) + key
self._log_header += key + " | "
self._log_data += value + " | "
is_training = "Not Training"
is_training = False
is_training = "Training"
is_training = True
log_info: List[str] = [category]
log_info.append(f"Step: {step}")
log_info.append(f"Time Elapsed: {elapsed_time:0.3f} s")
self._add_field("Behavior Name", category)
self._add_field("Step", str(step))
self._add_field("Time Elapsed", f"{elapsed_time:0.3f}")
log_info.append(f"Rank: {self.rank}")
self._add_field("Rank", str(self.rank))
log_info.append(f"Mean Reward: {stats_summary.mean:0.3f}")
self._add_field("Mean Cumulative Reward", f"{stats_summary.mean:0.3f}")
log_info.append(f"Mean Group Reward: {group_stats_summary.mean:0.3f}")
self._add_field("Mean Group Reward", f"{group_stats_summary.mean:0.3f}")
log_info.append(f"Std of Reward: {stats_summary.std:0.3f}")
log_info.append(is_training)
self._add_field("Std of Reward", f"{stats_summary.std:0.3f}")
log_info.append(f"ELO: {elo_stats.mean:0.3f}")
self._add_field("ELO", f"{elo_stats.mean:0.3f}")
self._add_field("Is Training", str(is_training))
if (
len(self._log_header) != len(self._previous_log_header)
) or self._lines_without_header == self.SHOW_HEADER_PERIOD:
logger.info("")
logger.info(self._log_header)
self._previous_log_header = self._log_header
self._lines_without_header = 0
logger.info(self._log_data)
self._lines_without_header += 1
log_info.append("No episode was completed since last summary")
log_info.append(is_training)
logger.info(". ".join(log_info) + ".")
logger.info(self._log_data + "No episode was completed since last summary")
self._log_header = ""
self._log_data = ""
def add_property(
self, category: str, property_type: StatsPropertyType, value: Any

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