Offline reinforcement learning with Ray AIR#

In this example, we’ll train a reinforcement learning agent using offline training.

Offline training means that the data from the environment (and the actions performed by the agent) have been stored on disk. In contrast, online training samples experiences live by interacting with the environment.

Let’s start with installing our dependencies:

# !pip install -qU "ray[rllib]" gymnasium

Now we can run some imports:

import argparse
import gymnasium as gym
import os

import numpy as np
import ray
from ray.air import Checkpoint
from ray.air.config import RunConfig
from ray.train.rl.rl_predictor import RLPredictor
from ray.train.rl.rl_trainer import RLTrainer
from ray.air.config import ScalingConfig
from ray.air.result import Result
from ray.rllib.algorithms.bc import BC
from ray.tune.tuner import Tuner
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:18: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  DESCRIPTOR = _descriptor.FileDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:36: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:43: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:29: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _TENSORSHAPEPROTO_DIM = _descriptor.Descriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:73: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:80: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:66: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _TENSORSHAPEPROTO = _descriptor.Descriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:19: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  DESCRIPTOR = _descriptor.FileDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:33: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:37: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:41: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:45: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:49: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:53: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:57: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:61: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:65: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:69: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:73: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:77: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:81: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:85: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:89: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:93: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:97: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:101: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:105: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:109: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:113: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:117: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:121: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:125: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:129: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:133: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:137: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:141: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:145: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:149: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:153: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:157: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:161: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:165: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:169: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:173: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:177: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:181: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:185: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:189: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:193: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:197: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:201: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:205: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:209: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:213: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:217: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.EnumValueDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:27: DeprecationWarning: Call to deprecated create function EnumDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _DATATYPE = _descriptor.EnumDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:287: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:280: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _SERIALIZEDDTYPE = _descriptor.Descriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:20: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  DESCRIPTOR = _descriptor.FileDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:39: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:46: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:32: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _RESOURCEHANDLEPROTO_DTYPEANDSHAPE = _descriptor.Descriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:76: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:83: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:90: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:97: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:104: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:111: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:69: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _RESOURCEHANDLEPROTO = _descriptor.Descriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  DESCRIPTOR = _descriptor.FileDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:89: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:96: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:103: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:110: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:117: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:124: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:131: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:138: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:145: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:152: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:33: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _TENSORPROTO = _descriptor.Descriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:183: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:190: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:197: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:176: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _VARIANTTENSORDATAPROTO = _descriptor.Descriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  DESCRIPTOR = _descriptor.FileDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
  _descriptor.FieldDescriptor(
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:61: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
  if (distutils.version.LooseVersion(tf.__version__) <
/Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:62: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
  distutils.version.LooseVersion(required_tensorflow_version)):
WARNING:tensorflow:From /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/python/util/deprecation.py:561: calling function (from tensorflow.python.eager.polymorphic_function.polymorphic_function) with experimental_relax_shapes is deprecated and will be removed in a future version.
Instructions for updating:
experimental_relax_shapes is deprecated, use reduce_retracing instead

We will be training on offline data - this means we have full agent trajectories stored somewhere on disk and want to train on these past experiences.

Usually this data could come from external systems, or a database of historical data. But for this example, we’ll generate some offline data ourselves and store it using RLlibs output_config.

def generate_offline_data(path: str):
    print(f"Generating offline data for training at {path}")
    trainer = RLTrainer(
        algorithm="PPO",
        run_config=RunConfig(stop={"timesteps_total": 5000}),
        config={
            "env": "CartPole-v1",
            "output": "dataset",
            "output_config": {
                "format": "json",
                "path": path,
                "max_num_samples_per_file": 1,
            },
            "batch_mode": "complete_episodes",
            "framework": "tf"
        },
    )
    trainer.fit()

Here we define the training function. It will create an RLTrainer using the PPO algorithm and kick off training on the CartPole-v1 environment. It will use the offline data provided in path for this.

def train_rl_bc_offline(path: str, num_workers: int, use_gpu: bool = False) -> Result:
    print("Starting offline training")
    dataset = ray.data.read_json(
        path, parallelism=num_workers, ray_remote_args={"num_cpus": 1}
    )

    trainer = RLTrainer(
        run_config=RunConfig(stop={"training_iteration": 5}),
        scaling_config=ScalingConfig(num_workers=num_workers, use_gpu=use_gpu),
        datasets={"train": dataset},
        algorithm=BC,
        config={
            "env": "CartPole-v1",
            "framework": "tf",
            "evaluation_num_workers": 1,
            "evaluation_interval": 1,
            "evaluation_config": {"input": "sampler"},
            "framework": "tf"
        },
    )

    # Todo (krfricke/xwjiang): Enable checkpoint config in RunConfig
    # result = trainer.fit()
    tuner = Tuner(
        trainer,
        _tuner_kwargs={"checkpoint_at_end": True},
    )
    result = tuner.fit()[0]
    return result

Once we trained our RL policy, we want to evaluate it on a fresh environment. For this, we will also define a utility function:

def evaluate_using_checkpoint(checkpoint: Checkpoint, num_episodes) -> list:
    predictor = RLPredictor.from_checkpoint(checkpoint)

    env = gym.make("CartPole-v1")

    rewards = []
    for i in range(num_episodes):
        obs, _ = env.reset()
        reward = 0.0
        terminated = truncated = False
        while not terminated and not truncated:
            action = predictor.predict(np.array([obs]))
            obs, r, terminated, truncated, _ = env.step(action[0])
            reward += r
        rewards.append(reward)

    return rewards

Let’s put it all together. First, we initialize Ray and create the offline data:

ray.init(num_cpus=8)

path = "/tmp/out"
generate_offline_data(path)
2023-03-27 17:54:20,991	INFO worker.py:1610 -- Started a local Ray instance.
Generating offline data for training at /tmp/out

Tune Status

Current time:2023-03-27 17:54:38
Running for: 00:00:16.67
Memory: 17.9/32.0 GiB

System Info

Using FIFO scheduling algorithm.
Logical resource usage: 0/8 CPUs, 0/0 GPUs

Trial Status

Trial name status loc iter total time (s) ts reward episode_reward_max episode_reward_min episode_len_mean
AIRPPO_13926_00000TERMINATED127.0.0.1:18135 2 6.674888178 42.47 142 10 42.47
2023-03-27 17:54:21,544	INFO algorithm_config.py:3299 -- Your framework setting is 'tf', meaning you are using static-graph mode. Set framework='tf2' to enable eager execution with tf2.x. You may also then want to set eager_tracing=True in order to reach similar execution speed as with static-graph mode.
2023-03-27 17:54:21,547	INFO algorithm_config.py:3299 -- Your framework setting is 'tf', meaning you are using static-graph mode. Set framework='tf2' to enable eager execution with tf2.x. You may also then want to set eager_tracing=True in order to reach similar execution speed as with static-graph mode.
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:18: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:36: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:43: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:29: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _TENSORSHAPEPROTO_DIM = _descriptor.Descriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:73: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:80: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:66: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _TENSORSHAPEPROTO = _descriptor.Descriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:19: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:33: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:37: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:41: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:45: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:49: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:53: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:57: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:61: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:65: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:69: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:73: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:77: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:81: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:85: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:89: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:93: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:97: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:101: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:105: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:109: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:113: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:117: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:121: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:125: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:129: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:133: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:137: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:141: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:145: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:149: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:153: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:157: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:161: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:165: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:169: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:173: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:177: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:181: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:185: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:189: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:193: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:197: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:201: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:205: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:209: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:213: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:217: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.EnumValueDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:27: DeprecationWarning: Call to deprecated create function EnumDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _DATATYPE = _descriptor.EnumDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:287: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:280: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _SERIALIZEDDTYPE = _descriptor.Descriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:20: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:39: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:46: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:32: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _RESOURCEHANDLEPROTO_DTYPEANDSHAPE = _descriptor.Descriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:76: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:83: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:90: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:97: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:104: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:111: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:69: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _RESOURCEHANDLEPROTO = _descriptor.Descriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:89: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:96: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:103: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:110: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:117: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:124: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:131: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:138: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:145: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:152: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:33: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _TENSORPROTO = _descriptor.Descriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:183: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:190: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:197: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:176: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _VARIANTTENSORDATAPROTO = _descriptor.Descriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18135)   _descriptor.FieldDescriptor(
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:61: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18135)   if (distutils.version.LooseVersion(tf.__version__) <
(pid=18135) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:62: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18135)   distutils.version.LooseVersion(required_tensorflow_version)):
(pid=18135) WARNING:tensorflow:From /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/python/util/deprecation.py:561: calling function (from tensorflow.python.eager.polymorphic_function.polymorphic_function) with experimental_relax_shapes is deprecated and will be removed in a future version.
(pid=18135) Instructions for updating:
(pid=18135) experimental_relax_shapes is deprecated, use reduce_retracing instead
(AIRPPO pid=18135) 2023-03-27 17:54:25,854	WARNING algorithm_config.py:634 -- Cannot create PPOConfig from given `config_dict`! Property __stdout_file__ not supported.
(AIRPPO pid=18135) 2023-03-27 17:54:25,854	INFO algorithm_config.py:3299 -- Your framework setting is 'tf', meaning you are using static-graph mode. Set framework='tf2' to enable eager execution with tf2.x. You may also then want to set eager_tracing=True in order to reach similar execution speed as with static-graph mode.
(AIRPPO pid=18135) 2023-03-27 17:54:25,956	INFO algorithm.py:527 -- Current log_level is WARN. For more information, set 'log_level': 'INFO' / 'DEBUG' or use the -v and -vv flags.
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:18: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:36: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:43: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:29: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _TENSORSHAPEPROTO_DIM = _descriptor.Descriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:73: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:80: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:66: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _TENSORSHAPEPROTO = _descriptor.Descriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:19: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:33: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:37: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:41: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:45: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:49: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:53: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:57: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:61: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:65: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:69: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:73: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:77: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:81: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:85: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:89: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:93: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:97: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:101: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:105: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:109: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:113: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:117: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:121: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:125: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:129: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:133: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:137: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:141: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:145: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:149: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:153: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:157: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:161: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:165: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:169: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:173: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:177: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:181: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:185: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:189: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:193: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:197: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:201: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:205: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:209: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:213: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:217: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.EnumValueDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:27: DeprecationWarning: Call to deprecated create function EnumDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _DATATYPE = _descriptor.EnumDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:287: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:280: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _SERIALIZEDDTYPE = _descriptor.Descriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:20: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:39: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:46: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:32: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _RESOURCEHANDLEPROTO_DTYPEANDSHAPE = _descriptor.Descriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:76: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:83: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:90: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:97: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:104: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:111: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:69: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _RESOURCEHANDLEPROTO = _descriptor.Descriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:89: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:96: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:103: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:110: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:117: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:124: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:131: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:138: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:145: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:152: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:33: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _TENSORPROTO = _descriptor.Descriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:183: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:190: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:197: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:176: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _VARIANTTENSORDATAPROTO = _descriptor.Descriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18152)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:18: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:36: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:43: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:29: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _TENSORSHAPEPROTO_DIM = _descriptor.Descriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:73: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:80: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:66: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _TENSORSHAPEPROTO = _descriptor.Descriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:19: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:33: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:37: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:41: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:45: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:49: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:53: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:57: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:61: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:65: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:69: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:73: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:77: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:81: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:85: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:89: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:93: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:97: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:101: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:105: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:109: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:113: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:117: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:121: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:125: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:129: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:133: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:137: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:141: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:145: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:149: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:153: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:157: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:161: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:165: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:169: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:173: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:177: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:181: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:185: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:189: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:193: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:197: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:201: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:205: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:209: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:213: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:217: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.EnumValueDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:27: DeprecationWarning: Call to deprecated create function EnumDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _DATATYPE = _descriptor.EnumDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:287: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:280: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _SERIALIZEDDTYPE = _descriptor.Descriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:20: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:39: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:46: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:32: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _RESOURCEHANDLEPROTO_DTYPEANDSHAPE = _descriptor.Descriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:76: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:83: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:90: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:97: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:104: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:111: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:69: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _RESOURCEHANDLEPROTO = _descriptor.Descriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:89: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:96: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:103: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:110: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:117: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:124: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:131: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:138: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:145: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:152: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:33: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _TENSORPROTO = _descriptor.Descriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:183: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:190: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:197: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:176: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _VARIANTTENSORDATAPROTO = _descriptor.Descriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18151)   _descriptor.FieldDescriptor(
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:61: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18152)   if (distutils.version.LooseVersion(tf.__version__) <
(pid=18152) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:62: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18152)   distutils.version.LooseVersion(required_tensorflow_version)):
(pid=18152) WARNING:tensorflow:From /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/python/util/deprecation.py:561: calling function (from tensorflow.python.eager.polymorphic_function.polymorphic_function) with experimental_relax_shapes is deprecated and will be removed in a future version.
(pid=18152) Instructions for updating:
(pid=18152) experimental_relax_shapes is deprecated, use reduce_retracing instead
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:61: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18151)   if (distutils.version.LooseVersion(tf.__version__) <
(pid=18151) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:62: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18151)   distutils.version.LooseVersion(required_tensorflow_version)):
(pid=18151) WARNING:tensorflow:From /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/python/util/deprecation.py:561: calling function (from tensorflow.python.eager.polymorphic_function.polymorphic_function) with experimental_relax_shapes is deprecated and will be removed in a future version.
(pid=18151) Instructions for updating:
(pid=18151) experimental_relax_shapes is deprecated, use reduce_retracing instead
(AIRPPO pid=18135) 2023-03-27 17:54:31,465	WARNING util.py:67 -- Install gputil for GPU system monitoring.
(RolloutWorker pid=18151) 2023-03-27 17:54:32,495	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> AllToAllOperator[Repartition] -> TaskPoolMapOperator[Write]
(pid=18152) Resource usage vs limits 0:   0%|                                                                                                                           | 0/1 [00:00<?, ?it/s]
(pid=18152) Repartition 1:   0%|                                                                                                                                        | 0/1 [00:00<?, ?it/s]

(pid=18152) Repartition 2:   0%|                                                                                                                                        | 0/1 [00:00<?, ?it/s]

(pid=18152)   *- Repartition 2:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]


(pid=18152) Write 3:   0%|                                                                                                                                              | 0/1 [00:00<?, ?it/s]



(pid=18152) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:00<?, ?it/s]



(pid=18152) output: 0 queued 4:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]
(pid=18152) Repartition: 0 active, 0 queued, 0 output 1:   0%|                                                                                                          | 0/1 [00:00<?, ?it/s]


                                                                                                                                                                                              :00<?, ?it/s]
                                                                                                                                                                                           

                                                                                                                                                                                        


                                                                                                                                                                                     



                                                                                                                                                                                  (RolloutWorker pid=18152) 2023-03-27 17:54:32,478	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> AllToAllOperator[Repartition] -> TaskPoolMapOperator[Write]
(pid=18152) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:00<?, ?it/s]
(pid=18152) Repartition: 0 active, 0 queued, 0 output 1:   0%|                                                                                                          | 0/1 [00:00<?, ?it/s]

(pid=18152)   *- Repartition 2:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]


(pid=18152) Write: 0 active, 0 queued 3:   0%|                                                                                                                          | 0/1 [00:00<?, ?it/s]



(pid=18152) output: 0 queued 4:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]




(pid=18151) Resource usage vs limits 0:   0%|                                                                                                                           | 0/1 [00:00<?, ?it/s]





(pid=18151) Repartition 1:   0%|                                                                                                                                        | 0/1 [00:00<?, ?it/s]






(pid=18151) Repartition 2:   0%|                                                                                                                                        | 0/1 [00:00<?, ?it/s]






(pid=18151)   *- Repartition 2:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]







(pid=18151) Write 3:   0%|                                                                                                                                              | 0/1 [00:00<?, ?it/s]








(pid=18151) Output 4:   0%|                                                                                                                                             | 0/1 [00:00<?, ?it/s]




(pid=18151) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:00<?, ?it/s]
(pid=18151) output: 0 queued 4:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]





(pid=18151) Repartition: 0 active, 0 queued, 0 output 1:   0%|                                                                                                          | 0/1 [00:00<?, ?it/s]







(pid=18151) Write: 0 active, 0 queued 3:   0%|                                                                                                                          | 0/1 [00:00<?, ?it/s]

(pid=18152)   *- Repartition 2: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:01<00:00,  1.04s/it]
(pid=18152) Repartition: 0 active, 0 queued, 1 output 1:   0%|                                                                                                          | 0/1 [00:01<?, ?it/s]
(pid=18152) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.27 MiB/512.0 MiB object_store_memory 0:   0%|                                                         | 0/1 [00:01<?, ?it/s]
(pid=18152) Repartition: 0 active, 0 queued, 0 output 1: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:01<00:00,  1.04s/it]


(pid=18152) Write: 1 active, 0 queued 3:   0%|                                                                                                                          | 0/1 [00:01<?, ?it/s]


(pid=18152) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:01<?, ?it/s]



(pid=18152) output: 1 queued 4:   0%|                                                                                                                                   | 0/1 [00:01<?, ?it/s]


(pid=18152) Write: 0 active, 0 queued 3: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:01<00:00,  1.04s/it]



                                                                                                                                                                                              0,  1.04s/it]
                                                                                                                                                                                              

                                                                                                                                                                                              


                                                                                                                                                                                              



                                                                                                                                                                                              




(pid=18151) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:01<?, ?it/s]





                                                                                                                                                                            
(pid=18151) Repartition: 0 active, 0 queued, 0 output 1:   0%|                                                                                                          | 0/1 [00:01<?, ?it/s]






                                                                                                                                                                         

(pid=18151)   *- Repartition 2:   0%|                                                                                                                                   | 0/1 [00:01<?, ?it/s]







                                                                                                                                                                      


(pid=18151) Write: 0 active, 0 queued 3:   0%|                                                                                                                          | 0/1 [00:01<?, ?it/s]








                                                                                                                                                                   



(pid=18151) output: 0 queued 4:   0%|                                                                                                                                   | 0/1 [00:01<?, ?it/s]

(pid=18151)   *- Repartition 2: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:01<00:00,  1.04s/it]
(pid=18151) Repartition: 0 active, 0 queued, 1 output 1:   0%|                                                                                                          | 0/1 [00:01<?, ?it/s]
(pid=18151) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.27 MiB/512.0 MiB object_store_memory 0:   0%|                                                         | 0/1 [00:01<?, ?it/s]
(pid=18151) Repartition: 0 active, 0 queued, 0 output 1: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:01<00:00,  1.04s/it]


(pid=18151) Write: 1 active, 0 queued 3:   0%|                                                                                                                          | 0/1 [00:01<?, ?it/s]


(pid=18151) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:01<?, ?it/s]



(pid=18151) output: 1 queued 4:   0%|                                                                                                                                   | 0/1 [00:01<?, ?it/s]


(pid=18151) Write: 0 active, 0 queued 3: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:01<00:00,  1.04s/it]



                                                                                                                                                                                              0,  1.04s/it]
                                                                                                                                                                                              

                                                                                                                                                                                              


                                                                                                                                                                                              



                                                                                                                                                                                              

Trial Progress

Trial name agent_timesteps_totalconnector_metrics counters custom_metrics date done episode_len_meanepisode_media episode_reward_max episode_reward_mean episode_reward_min episodes_this_iter episodes_totalhostname info iterations_since_restorenode_ip num_agent_steps_sampled num_agent_steps_trained num_env_steps_sampled num_env_steps_sampled_this_iter num_env_steps_trained num_env_steps_trained_this_iter num_faulty_episodes num_healthy_workers num_in_flight_async_reqs num_remote_worker_restarts num_steps_trained_this_iterperf pidpolicy_reward_max policy_reward_mean policy_reward_min sampler_perf sampler_results time_since_restore time_this_iter_s time_total_stimers timestamp timesteps_total training_iteration trial_id
AIRPPO_13926_00000 8178{'ObsPreprocessorConnector_ms': 0.0021338462829589844, 'StateBufferConnector_ms': 0.0017347335815429688, 'ViewRequirementAgentConnector_ms': 0.04166698455810547}{'num_env_steps_sampled': 8178, 'num_env_steps_trained': 8178, 'num_agent_steps_sampled': 8178, 'num_agent_steps_trained': 8178}{} 2023-03-27_17-54-38True 42.47{} 142 42.47 10 92 281avnishs-MBP-3.local.meter{'learner': {'default_policy': {'learner_stats': {'cur_kl_coeff': 0.30000001192092896, 'cur_lr': 4.999999873689376e-05, 'total_loss': 9.337271, 'policy_loss': -0.039199617, 'vf_loss': 9.371461, 'vf_explained_var': -0.022316217, 'kl': 0.01669961, 'entropy': 0.6098431, 'entropy_coeff': 0.0, 'model': {}}, 'custom_metrics': {}, 'num_agent_steps_trained': 128.0, 'num_grad_updates_lifetime': 1395.5, 'diff_num_grad_updates_vs_sampler_policy': 464.5}}, 'num_env_steps_sampled': 8178, 'num_env_steps_trained': 8178, 'num_agent_steps_sampled': 8178, 'num_agent_steps_trained': 8178} 2127.0.0.1 8178 8178 8178 4084 8178 4084 0 2 0 0 4084{'cpu_util_percent': 31.325000000000003, 'ram_util_percent': 55.975}18135{} {} {} {'mean_raw_obs_processing_ms': 0.15335229750001758, 'mean_inference_ms': 0.23267231115514697, 'mean_action_processing_ms': 0.0547177970695538, 'mean_env_wait_ms': 0.02298417109998323, 'mean_env_render_ms': 0.0}{'episode_reward_max': 142.0, 'episode_reward_min': 10.0, 'episode_reward_mean': 42.47, 'episode_len_mean': 42.47, 'episode_media': {}, 'episodes_this_iter': 92, 'policy_reward_min': {}, 'policy_reward_max': {}, 'policy_reward_mean': {}, 'custom_metrics': {}, 'hist_stats': {'episode_reward': [30.0, 10.0, 20.0, 34.0, 11.0, 17.0, 13.0, 28.0, 63.0, 82.0, 111.0, 36.0, 16.0, 46.0, 65.0, 26.0, 15.0, 25.0, 56.0, 91.0, 26.0, 107.0, 68.0, 27.0, 21.0, 74.0, 24.0, 25.0, 90.0, 53.0, 61.0, 15.0, 18.0, 47.0, 24.0, 68.0, 17.0, 33.0, 40.0, 20.0, 29.0, 19.0, 45.0, 44.0, 49.0, 50.0, 47.0, 25.0, 25.0, 13.0, 15.0, 27.0, 13.0, 13.0, 23.0, 19.0, 22.0, 86.0, 99.0, 76.0, 55.0, 35.0, 91.0, 18.0, 45.0, 18.0, 66.0, 52.0, 63.0, 91.0, 61.0, 24.0, 56.0, 67.0, 23.0, 24.0, 33.0, 18.0, 23.0, 56.0, 56.0, 19.0, 35.0, 105.0, 32.0, 19.0, 37.0, 48.0, 16.0, 28.0, 22.0, 13.0, 142.0, 33.0, 47.0, 54.0, 39.0, 120.0, 18.0, 53.0], 'episode_lengths': [30, 10, 20, 34, 11, 17, 13, 28, 63, 82, 111, 36, 16, 46, 65, 26, 15, 25, 56, 91, 26, 107, 68, 27, 21, 74, 24, 25, 90, 53, 61, 15, 18, 47, 24, 68, 17, 33, 40, 20, 29, 19, 45, 44, 49, 50, 47, 25, 25, 13, 15, 27, 13, 13, 23, 19, 22, 86, 99, 76, 55, 35, 91, 18, 45, 18, 66, 52, 63, 91, 61, 24, 56, 67, 23, 24, 33, 18, 23, 56, 56, 19, 35, 105, 32, 19, 37, 48, 16, 28, 22, 13, 142, 33, 47, 54, 39, 120, 18, 53]}, 'sampler_perf': {'mean_raw_obs_processing_ms': 0.15335229750001758, 'mean_inference_ms': 0.23267231115514697, 'mean_action_processing_ms': 0.0547177970695538, 'mean_env_wait_ms': 0.02298417109998323, 'mean_env_render_ms': 0.0}, 'num_faulty_episodes': 0, 'connector_metrics': {'ObsPreprocessorConnector_ms': 0.0021338462829589844, 'StateBufferConnector_ms': 0.0017347335815429688, 'ViewRequirementAgentConnector_ms': 0.04166698455810547}} 6.67488 2.78362 6.67488{'training_iteration_time_ms': 3334.479, 'sample_time_ms': 1587.615, 'load_time_ms': 0.154, 'load_throughput': 26569340.133, 'learn_time_ms': 1741.89, 'learn_throughput': 2347.45, 'synch_weights_time_ms': 1.479} 1679964878 8178 213926_00000
(RolloutWorker pid=18151) 2023-03-27 17:54:36,439	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> AllToAllOperator[Repartition] -> TaskPoolMapOperator[Write]
(pid=18152) Resource usage vs limits 0:   0%|                                                                                                                           | 0/1 [00:00<?, ?it/s]
(pid=18152) Repartition 1:   0%|                                                                                                                                        | 0/1 [00:00<?, ?it/s]

(pid=18152) Repartition 2:   0%|                                                                                                                                        | 0/1 [00:00<?, ?it/s]

(pid=18152)   *- Repartition 2:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]


(pid=18152) Write 3:   0%|                                                                                                                                              | 0/1 [00:00<?, ?it/s]



(pid=18152) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:00<?, ?it/s]



(pid=18152) output: 0 queued 4:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]
(pid=18152) Repartition: 0 active, 0 queued, 0 output 1:   0%|                                                                                                          | 0/1 [00:00<?, ?it/s]


(pid=18152) Write: 0 active, 0 queued 3:   0%|                                                                                                                          | 0/1 [00:00<?, ?it/s]
(pid=18152) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.27 MiB/512.0 MiB object_store_memory 0:   0%|                                                         | 0/1 [00:00<?, ?it/s]
(pid=18152) Repartition: 0 active, 0 queued, 0 output 1: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 125.05it/s]


(pid=18152) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:00<?, ?it/s]



(pid=18152) output: 1 queued 4:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]


                                                                                                                                                                                              , 129.67it/s]
                                                                                                                                                                                           

                                                                                                                                                                                        


                                                                                                                                                                                     



                                                                                                                                                                                  (RolloutWorker pid=18152) 2023-03-27 17:54:36,428	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> AllToAllOperator[Repartition] -> TaskPoolMapOperator[Write]
(pid=18152) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:00<?, ?it/s]
(pid=18152) Repartition: 0 active, 0 queued, 0 output 1: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 66.63it/s]

(pid=18152)   *- Repartition 2: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 66.24it/s]


(pid=18152) Write: 0 active, 0 queued 3: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 68.83it/s]



(pid=18152) output: 1 queued 4:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]




(pid=18151) Resource usage vs limits 0:   0%|                                                                                                                           | 0/1 [00:00<?, ?it/s]





(pid=18151) Repartition 1:   0%|                                                                                                                                        | 0/1 [00:00<?, ?it/s]






(pid=18151) Repartition 2:   0%|                                                                                                                                        | 0/1 [00:00<?, ?it/s]






(pid=18151)   *- Repartition 2:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]







(pid=18151) Write 3:   0%|                                                                                                                                              | 0/1 [00:00<?, ?it/s]








(pid=18151) Output 4:   0%|                                                                                                                                             | 0/1 [00:00<?, ?it/s]




(pid=18151) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:00<?, ?it/s]








(pid=18151) output: 0 queued 4:   0%|                                                                                                                                   | 0/1 [00:00<?, ?it/s]





(pid=18151) Repartition: 0 active, 0 queued, 0 output 1:   0%|                                                                                                          | 0/1 [00:00<?, ?it/s]







(pid=18151) Write: 0 active, 0 queued 3:   0%|                                                                                                                          | 0/1 [00:00<?, ?it/s]





(pid=18151) Repartition: 0 active, 0 queued, 1 output 1:   0%|                                                                                                          | 0/1 [00:00<?, ?it/s]




(pid=18151) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.27 MiB/512.0 MiB object_store_memory 0:   0%|                                                         | 0/1 [00:00<?, ?it/s]
(pid=18151) Repartition: 0 active, 0 queued, 0 output 1: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 89.46it/s]







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(pid=18151) Repartition: 0 active, 0 queued, 0 output 1: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 11.05it/s]






                                                                                                                                                                         

(pid=18151)   *- Repartition 2: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1/1 [00:00<00:00, 11.02it/s]







                                                                                                                                                                      


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(pid=18151) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:00<?, ?it/s]



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                                                                                                                                                                                              2023-03-27 17:54:38,505	INFO tune.py:916 -- Total run time: 16.97 seconds (16.67 seconds for the tuning loop).

Then, we run training:

result = train_rl_bc_offline(path=path, num_workers=2, use_gpu=False)
Starting offline training

Tune Status

Current time:2023-03-27 17:54:53
Running for: 00:00:15.07
Memory: 18.0/32.0 GiB

System Info

Using FIFO scheduling algorithm.
Logical resource usage: 0/8 CPUs, 0/0 GPUs

Trial Status

Trial name status loc iter total time (s) ts reward episode_reward_max episode_reward_min episode_len_mean
AIRBC_1de03_00000TERMINATED127.0.0.1:18201 5 0.81770220308 nan nan nan nan
2023-03-27 17:54:38,823	INFO algorithm_config.py:3299 -- Your framework setting is 'tf', meaning you are using static-graph mode. Set framework='tf2' to enable eager execution with tf2.x. You may also then want to set eager_tracing=True in order to reach similar execution speed as with static-graph mode.
2023-03-27 17:54:38,824	INFO algorithm_config.py:3299 -- Your framework setting is 'tf', meaning you are using static-graph mode. Set framework='tf2' to enable eager execution with tf2.x. You may also then want to set eager_tracing=True in order to reach similar execution speed as with static-graph mode.
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:18: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:36: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:43: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:29: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _TENSORSHAPEPROTO_DIM = _descriptor.Descriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:73: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:80: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:66: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _TENSORSHAPEPROTO = _descriptor.Descriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:19: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:33: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:37: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:41: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:45: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:49: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:53: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:57: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:61: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:65: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:69: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:73: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:77: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:81: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:85: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:89: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:93: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:97: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:101: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:105: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:109: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:113: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:117: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:121: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:125: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:129: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:133: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:137: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:141: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:145: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:149: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:153: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:157: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:161: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:165: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:169: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:173: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:177: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:181: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:185: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:189: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:193: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:197: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:201: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:205: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:209: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:213: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:217: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.EnumValueDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:27: DeprecationWarning: Call to deprecated create function EnumDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _DATATYPE = _descriptor.EnumDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:287: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:280: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _SERIALIZEDDTYPE = _descriptor.Descriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:20: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:39: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:46: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:32: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _RESOURCEHANDLEPROTO_DTYPEANDSHAPE = _descriptor.Descriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:76: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:83: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:90: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:97: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:104: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:111: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:69: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _RESOURCEHANDLEPROTO = _descriptor.Descriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:89: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:96: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:103: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:110: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:117: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:124: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:131: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:138: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:145: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:152: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:33: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _TENSORPROTO = _descriptor.Descriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:183: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:190: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:197: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:176: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _VARIANTTENSORDATAPROTO = _descriptor.Descriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18201)   _descriptor.FieldDescriptor(
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:61: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18201)   if (distutils.version.LooseVersion(tf.__version__) <
(pid=18201) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:62: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18201)   distutils.version.LooseVersion(required_tensorflow_version)):
(pid=18201) WARNING:tensorflow:From /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/python/util/deprecation.py:561: calling function (from tensorflow.python.eager.polymorphic_function.polymorphic_function) with experimental_relax_shapes is deprecated and will be removed in a future version.
(pid=18201) Instructions for updating:
(pid=18201) experimental_relax_shapes is deprecated, use reduce_retracing instead
(AIRBC pid=18201) 2023-03-27 17:54:43,144	WARNING algorithm_config.py:634 -- Cannot create BCConfig from given `config_dict`! Property __stdout_file__ not supported.
(AIRBC pid=18201) 2023-03-27 17:54:43,145	INFO algorithm_config.py:3299 -- Your framework setting is 'tf', meaning you are using static-graph mode. Set framework='tf2' to enable eager execution with tf2.x. You may also then want to set eager_tracing=True in order to reach similar execution speed as with static-graph mode.
(AIRBC pid=18201) 2023-03-27 17:54:43,246	INFO algorithm.py:527 -- Current log_level is WARN. For more information, set 'log_level': 'INFO' / 'DEBUG' or use the -v and -vv flags.
(AIRBC pid=18201) 2023-03-27 17:54:43,252	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> TaskPoolMapOperator[ReadJSON] -> AllToAllOperator[Repartition]
(pid=18201) Resource usage vs limits 0:   0%|                                                                                                                           | 0/1 [00:00<?, ?it/s]
(pid=18201) ReadJSON 1:   0%|                                                                                                                                           | 0/2 [00:00<?, ?it/s]

(pid=18201) Repartition 2:   0%|                                                                                                                                        | 0/2 [00:00<?, ?it/s]


(pid=18201) Repartition 3:   0%|                                                                                                                                        | 0/2 [00:00<?, ?it/s]


(pid=18201)   *- Repartition 3:   0%|                                                                                                                                   | 0/2 [00:00<?, ?it/s]



(pid=18201) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:00<?, ?it/s]



(pid=18201) output: 0 queued 4:   0%|                                                                                                                                   | 0/2 [00:00<?, ?it/s]
(pid=18201) ReadJSON: 2 active, 0 queued 1:   0%|                                                                                                                       | 0/2 [00:00<?, ?it/s]

(pid=18201) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 2.13 MiB/512.0 MiB object_store_memory 0:   0%|                                                         | 0/1 [00:00<?, ?it/s]
(pid=18201) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 0.0 MiB/512.0 MiB object_store_memory 0:   0%|                                                          | 0/1 [00:00<?, ?it/s]

(pid=18201) Resource usage vs limits: 0.0/8.0 CPU, 0.0/0.0 GPU, 2.13 MiB/512.0 MiB object_store_memory 0:   0%|                                                         | 0/1 [00:00<?, ?it/s]



(pid=18201) output: 2 queued 4:   0%|                                                                                                                                   | 0/2 [00:00<?, ?it/s]

                                                                                                                                                                                              , 227.07it/s]
                                                                                                                                                                                              

                                                                                                                                                                                              


                                                                                                                                                                                              



                                                                                                                                                                                              (pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:18: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:36: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:43: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:29: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _TENSORSHAPEPROTO_DIM = _descriptor.Descriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:73: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:80: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:66: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _TENSORSHAPEPROTO = _descriptor.Descriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:19: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:33: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:37: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:41: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:45: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:49: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:53: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:57: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:61: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:65: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:69: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:73: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:77: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:81: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:85: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:89: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:93: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:97: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:101: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:105: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:109: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:113: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:117: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:121: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:125: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:129: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:133: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:137: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:141: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:145: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:149: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:153: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:157: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:161: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:165: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:169: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:173: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:177: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:181: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:185: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:189: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:193: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:197: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:201: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:205: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:209: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:213: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:217: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.EnumValueDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:27: DeprecationWarning: Call to deprecated create function EnumDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _DATATYPE = _descriptor.EnumDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:287: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:280: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _SERIALIZEDDTYPE = _descriptor.Descriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:20: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:39: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:46: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:32: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _RESOURCEHANDLEPROTO_DTYPEANDSHAPE = _descriptor.Descriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:76: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:83: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:90: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:97: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:104: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:111: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:69: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _RESOURCEHANDLEPROTO = _descriptor.Descriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:89: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:96: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:103: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:110: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:117: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:124: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:131: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:138: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:145: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:152: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:33: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _TENSORPROTO = _descriptor.Descriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:183: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:190: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:197: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:176: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _VARIANTTENSORDATAPROTO = _descriptor.Descriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18222)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:18: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:36: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:43: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:29: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _TENSORSHAPEPROTO_DIM = _descriptor.Descriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:73: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:80: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:66: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _TENSORSHAPEPROTO = _descriptor.Descriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:19: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:33: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:37: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:41: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:45: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:49: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:53: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:57: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:61: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:65: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:69: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:73: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:77: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:81: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:85: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:89: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:93: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:97: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:101: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:105: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:109: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:113: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:117: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:121: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:125: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:129: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:133: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:137: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:141: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:145: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:149: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:153: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:157: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:161: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:165: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:169: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:173: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:177: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:181: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:185: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:189: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:193: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:197: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:201: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:205: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:209: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:213: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:217: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.EnumValueDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:27: DeprecationWarning: Call to deprecated create function EnumDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _DATATYPE = _descriptor.EnumDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:287: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:280: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _SERIALIZEDDTYPE = _descriptor.Descriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:20: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:39: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:46: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:32: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _RESOURCEHANDLEPROTO_DTYPEANDSHAPE = _descriptor.Descriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:76: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:83: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:90: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:97: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:104: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:111: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:69: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _RESOURCEHANDLEPROTO = _descriptor.Descriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:89: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:96: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:103: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:110: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:117: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:124: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:131: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:138: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:145: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:152: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:33: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _TENSORPROTO = _descriptor.Descriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:183: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:190: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:197: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:176: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _VARIANTTENSORDATAPROTO = _descriptor.Descriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18221)   _descriptor.FieldDescriptor(
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:61: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18222)   if (distutils.version.LooseVersion(tf.__version__) <
(pid=18222) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:62: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18222)   distutils.version.LooseVersion(required_tensorflow_version)):
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:61: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18221)   if (distutils.version.LooseVersion(tf.__version__) <
(pid=18221) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:62: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18221)   distutils.version.LooseVersion(required_tensorflow_version)):
(pid=18222) WARNING:tensorflow:From /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/python/util/deprecation.py:561: calling function (from tensorflow.python.eager.polymorphic_function.polymorphic_function) with experimental_relax_shapes is deprecated and will be removed in a future version.
(pid=18222) Instructions for updating:
(pid=18222) experimental_relax_shapes is deprecated, use reduce_retracing instead
(pid=18221) WARNING:tensorflow:From /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/python/util/deprecation.py:561: calling function (from tensorflow.python.eager.polymorphic_function.polymorphic_function) with experimental_relax_shapes is deprecated and will be removed in a future version.
(pid=18221) Instructions for updating:
(pid=18221) experimental_relax_shapes is deprecated, use reduce_retracing instead
(RolloutWorker pid=18222) DatasetReader 2 has 4, samples.
(RolloutWorker pid=18221) DatasetReader 1 has 4, samples.
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:18: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:36: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:43: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:29: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _TENSORSHAPEPROTO_DIM = _descriptor.Descriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:73: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:80: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_shape_pb2.py:66: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _TENSORSHAPEPROTO = _descriptor.Descriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:19: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:33: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:37: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:41: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:45: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:49: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:53: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:57: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:61: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:65: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:69: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:73: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:77: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:81: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:85: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:89: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:93: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:97: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:101: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:105: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:109: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:113: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:117: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:121: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:125: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:129: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:133: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:137: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:141: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:145: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:149: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:153: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:157: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:161: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:165: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:169: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:173: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:177: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:181: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:185: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:189: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:193: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:197: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:201: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:205: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:209: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:213: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:217: DeprecationWarning: Call to deprecated create function EnumValueDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.EnumValueDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:27: DeprecationWarning: Call to deprecated create function EnumDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _DATATYPE = _descriptor.EnumDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:287: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/types_pb2.py:280: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _SERIALIZEDDTYPE = _descriptor.Descriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:20: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:39: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:46: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:32: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _RESOURCEHANDLEPROTO_DTYPEANDSHAPE = _descriptor.Descriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:76: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:83: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:90: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:97: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:104: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:111: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/resource_handle_pb2.py:69: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _RESOURCEHANDLEPROTO = _descriptor.Descriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:89: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:96: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:103: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:110: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:117: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:124: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:131: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:138: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:145: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:152: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:33: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _TENSORPROTO = _descriptor.Descriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:183: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:190: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:197: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/tensor_pb2.py:176: DeprecationWarning: Call to deprecated create function Descriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _VARIANTTENSORDATAPROTO = _descriptor.Descriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:21: DeprecationWarning: Call to deprecated create function FileDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   DESCRIPTOR = _descriptor.FileDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:40: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:47: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:54: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:61: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:68: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:75: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/core/framework/attr_value_pb2.py:82: DeprecationWarning: Call to deprecated create function FieldDescriptor(). Note: Create unlinked descriptors is going to go away. Please use get/find descriptors from generated code or query the descriptor_pool.
(pid=18274)   _descriptor.FieldDescriptor(
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:61: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18274)   if (distutils.version.LooseVersion(tf.__version__) <
(pid=18274) /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow_probability/python/__init__.py:62: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
(pid=18274)   distutils.version.LooseVersion(required_tensorflow_version)):
(pid=18274) WARNING:tensorflow:From /Users/avnish/miniforge3/envs/ray/lib/python3.8/site-packages/tensorflow/python/util/deprecation.py:561: calling function (from tensorflow.python.eager.polymorphic_function.polymorphic_function) with experimental_relax_shapes is deprecated and will be removed in a future version.
(pid=18274) Instructions for updating:
(pid=18274) experimental_relax_shapes is deprecated, use reduce_retracing instead
(AIRBC pid=18201) 2023-03-27 17:54:52,964	WARNING util.py:67 -- Install gputil for GPU system monitoring.
(RolloutWorker pid=18222) 2023-03-27 17:54:52,971	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> AllToAllOperator[RandomShuffle]
(RolloutWorker pid=18222) 2023-03-27 17:54:52,998	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> AllToAllOperator[RandomShuffle]
(RolloutWorker pid=18221) 2023-03-27 17:54:52,971	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> AllToAllOperator[RandomShuffle]
(RolloutWorker pid=18221) 2023-03-27 17:54:52,997	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> AllToAllOperator[RandomShuffle]
(AIRBC pid=18201) 2023-03-27 17:54:53,061	WARNING deprecation.py:50 -- DeprecationWarning: `remote_workers()` has been deprecated. Accessing the list of remote workers directly through remote_workers() is strongly discouraged. Please try to use one of the foreach accessors that is fault tolerant.  This will raise an error in the future!

Trial Progress

Trial name agent_timesteps_totalconnector_metrics counters custom_metrics date done episode_len_meanepisode_media episode_reward_max episode_reward_mean episode_reward_min episodes_this_iter episodes_totalevaluation hostname info iterations_since_restorenode_ip num_agent_steps_sampled num_agent_steps_trained num_env_steps_sampled num_env_steps_sampled_this_iter num_env_steps_trained num_env_steps_trained_this_iter num_faulty_episodes num_healthy_workers num_in_flight_async_reqs num_remote_worker_restarts num_steps_trained_this_iterperf pidpolicy_reward_max policy_reward_mean policy_reward_min sampler_perf sampler_results time_since_restore time_this_iter_s time_total_stimers timestamp timesteps_total training_iterationtrial_id
AIRBC_1de03_00000 20308{} {'num_env_steps_sampled': 20308, 'num_env_steps_trained': 20308, 'num_agent_steps_sampled': 20308, 'num_agent_steps_trained': 20308}{} 2023-03-27_17-54-53True nan{} nan nan nan 0 0{'episode_reward_max': 64.0, 'episode_reward_min': 10.0, 'episode_reward_mean': 25.4, 'episode_len_mean': 25.4, 'episode_media': {}, 'episodes_this_iter': 10, 'policy_reward_min': {}, 'policy_reward_max': {}, 'policy_reward_mean': {}, 'custom_metrics': {}, 'hist_stats': {'episode_reward': [64.0, 12.0, 26.0, 41.0, 28.0, 14.0, 26.0, 12.0, 10.0, 21.0], 'episode_lengths': [64, 12, 26, 41, 28, 14, 26, 12, 10, 21]}, 'sampler_perf': {'mean_raw_obs_processing_ms': 0.13335046551822577, 'mean_inference_ms': 0.24233584212591092, 'mean_action_processing_ms': 0.05490617602283419, 'mean_env_wait_ms': 0.02295475771705934, 'mean_env_render_ms': 0.0}, 'num_faulty_episodes': 0, 'connector_metrics': {'ObsPreprocessorConnector_ms': 0.002467632293701172, 'StateBufferConnector_ms': 0.001697540283203125, 'ViewRequirementAgentConnector_ms': 0.03911256790161133}, 'num_agent_steps_sampled_this_iter': 254, 'num_env_steps_sampled_this_iter': 254, 'timesteps_this_iter': 254, 'num_healthy_workers': 1, 'num_in_flight_async_reqs': 0, 'num_remote_worker_restarts': 0}avnishs-MBP-3.local.meter{'learner': {'default_policy': {'learner_stats': {'policy_loss': 0.6908361, 'total_loss': 0.6908361, 'model': {}}, 'custom_metrics': {}, 'num_agent_steps_trained': 2000.0, 'num_grad_updates_lifetime': 9.5, 'diff_num_grad_updates_vs_sampler_policy': 8.5}}, 'num_env_steps_sampled': 20308, 'num_env_steps_trained': 20308, 'num_agent_steps_sampled': 20308, 'num_agent_steps_trained': 20308} 5127.0.0.1 20308 20308 20308 4086 20308 4086 0 2 0 0 4086{'cpu_util_percent': 31.5, 'ram_util_percent': 56.1}18201{} {} {} {} {'episode_reward_max': nan, 'episode_reward_min': nan, 'episode_reward_mean': nan, 'episode_len_mean': nan, 'episode_media': {}, 'episodes_this_iter': 0, 'policy_reward_min': {}, 'policy_reward_max': {}, 'policy_reward_mean': {}, 'custom_metrics': {}, 'hist_stats': {'episode_reward': [], 'episode_lengths': []}, 'sampler_perf': {}, 'num_faulty_episodes': 0, 'connector_metrics': {}} 0.817702 0.158709 0.817702{'training_iteration_time_ms': 41.139, 'sample_time_ms': 24.645, 'load_time_ms': 0.145, 'load_throughput': 27982235.753, 'learn_time_ms': 14.916, 'learn_throughput': 272298.371, 'synch_weights_time_ms': 1.369} 1679964893 20308 51de03_00000
(RolloutWorker pid=18222) 2023-03-27 17:54:53,681	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> AllToAllOperator[RandomShuffle]
(RolloutWorker pid=18221) 2023-03-27 17:54:53,681	INFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> AllToAllOperator[RandomShuffle]
2023-03-27 17:54:54,384	INFO tune.py:916 -- Total run time: 15.57 seconds (15.06 seconds for the tuning loop).

And then, using the obtained checkpoint, we evaluate the policy on a fresh environment:

num_eval_episodes = 3

rewards = evaluate_using_checkpoint(result.checkpoint, num_episodes=num_eval_episodes)
print(f"Average reward over {num_eval_episodes} episodes: " f"{np.mean(rewards)}")
2023-03-27 17:54:54,398	WARNING checkpoints.py:109 -- No `rllib_checkpoint.json` file found in checkpoint directory /var/folders/jr/6lgb7_ln64v1kppw9szl17rc0000gn/T/tmplfuo47jv! Trying to extract checkpoint info from other files found in that dir.
2023-03-27 17:54:54,475	INFO policy.py:1281 -- Policy (worker=local) running on CPU.
2023-03-27 17:54:54,476	INFO tf_policy.py:171 -- Found 0 visible cuda devices.
2023-03-27 17:54:54,496	INFO dynamic_tf_policy_v2.py:710 -- Adding extra-action-fetch `action_prob` to view-reqs.
2023-03-27 17:54:54,497	INFO dynamic_tf_policy_v2.py:710 -- Adding extra-action-fetch `action_logp` to view-reqs.
2023-03-27 17:54:54,498	INFO dynamic_tf_policy_v2.py:710 -- Adding extra-action-fetch `action_dist_inputs` to view-reqs.
2023-03-27 17:54:54,499	INFO dynamic_tf_policy_v2.py:710 -- Adding extra-action-fetch `vf_preds` to view-reqs.
2023-03-27 17:54:54,499	INFO dynamic_tf_policy_v2.py:722 -- Testing `postprocess_trajectory` w/ dummy batch.
2023-03-27 17:54:54,695	INFO tf_run_builder.py:108 -- Executing TF run without tracing. To dump TF timeline traces to disk, set the TF_TIMELINE_DIR environment variable.
Average reward over 3 episodes: 25.333333333333332