This commit is contained in:
Zheyuan Wu
2025-10-12 00:55:07 -05:00
commit 250f763f1f
467 changed files with 19784 additions and 0 deletions

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seed: 42
env_name: CartPole-v1
train:
nstep: ${buffer.nstep}
timesteps: 50000
batch_size: 128
test_every: 2500
eps_max: 1
eps_min: 0.05
eps_steps: 12500
start_steps: 0
plot_interval: 2000
eval_interval: 2000
eval_episodes: 10
agent:
gamma: 0.99
lr: 0.002
tau: 0.1
nstep: ${buffer.nstep}
target_update_interval: 3
hidden_size: 64
activation:
_target_: torch.nn.ELU
use_dueling: false
use_double: true
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

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hydra:
run:
dir: ./runs/${now:%Y-%m-%d}/${now:%H-%M-%S}_${hydra.job.override_dirname}
sweep:
dir: ./sweeps/${now:%Y-%m-%d}/${now:%H-%M-%S}_${hydra.job.override_dirname}
subdir: ${hydra.job.num}
launcher:
_target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
sweeper:
_target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
max_batch_size: null
params: null
help:
app_name: ${hydra.job.name}
header: '${hydra.help.app_name} is powered by Hydra.
'
footer: 'Powered by Hydra (https://hydra.cc)
Use --hydra-help to view Hydra specific help
'
template: '${hydra.help.header}
== Configuration groups ==
Compose your configuration from those groups (group=option)
$APP_CONFIG_GROUPS
== Config ==
Override anything in the config (foo.bar=value)
$CONFIG
${hydra.help.footer}
'
hydra_help:
template: 'Hydra (${hydra.runtime.version})
See https://hydra.cc for more info.
== Flags ==
$FLAGS_HELP
== Configuration groups ==
Compose your configuration from those groups (For example, append hydra/job_logging=disabled
to command line)
$HYDRA_CONFIG_GROUPS
Use ''--cfg hydra'' to Show the Hydra config.
'
hydra_help: ???
hydra_logging:
version: 1
formatters:
simple:
format: '[%(asctime)s][HYDRA] %(message)s'
handlers:
console:
class: logging.StreamHandler
formatter: simple
stream: ext://sys.stdout
root:
level: INFO
handlers:
- console
loggers:
logging_example:
level: DEBUG
disable_existing_loggers: false
job_logging:
version: 1
formatters:
simple:
format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
handlers:
console:
class: logging.StreamHandler
formatter: simple
stream: ext://sys.stdout
file:
class: logging.FileHandler
formatter: simple
filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
root:
level: INFO
handlers:
- console
- file
disable_existing_loggers: false
env: {}
mode: RUN
searchpath: []
callbacks: {}
output_subdir: .hydra
overrides:
hydra:
- hydra.mode=RUN
task:
- agent.use_double=true
job:
name: main
chdir: true
override_dirname: agent.use_double=true
id: ???
num: ???
config_name: config
env_set: {}
env_copy: []
config:
override_dirname:
kv_sep: '='
item_sep: ','
exclude_keys: []
runtime:
version: 1.3.2
version_base: '1.3'
cwd: D:\Documents\Nextcloud\Documents\Project WUSTL\Academic\2025_Fall\CSE5100
config_sources:
- path: hydra.conf
schema: pkg
provider: hydra
- path: D:\Documents\Nextcloud\Documents\Project WUSTL\Academic\2025_Fall\CSE5100\Homeworks\hw2\hw2\cfgs
schema: file
provider: main
- path: ''
schema: structured
provider: schema
output_dir: D:\Documents\Nextcloud\Documents\Project WUSTL\Academic\2025_Fall\CSE5100\runs\2025-10-11\23-13-55_agent.use_double=true
choices:
hydra/env: default
hydra/callbacks: null
hydra/job_logging: default
hydra/hydra_logging: default
hydra/hydra_help: default
hydra/help: default
hydra/sweeper: basic
hydra/launcher: basic
hydra/output: default
verbose: false

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- agent.use_double=true

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[2025-10-11 23:13:57,284][__main__][INFO] - Training for 50000 timesteps with DoubleQNetwork and NormalReplayBuffer
[2025-10-11 23:14:07,969][core][INFO] - Step: 2000, Eval mean: 218.8, Eval std: 46.64933011308951
[2025-10-11 23:14:20,236][core][INFO] - Step: 4000, Eval mean: 289.1, Eval std: 84.42920110956872
[2025-10-11 23:14:32,817][core][INFO] - Step: 6000, Eval mean: 318.0, Eval std: 121.90570126126177
[2025-10-11 23:14:45,386][core][INFO] - Step: 8000, Eval mean: 368.1, Eval std: 90.16479357265783
[2025-10-11 23:14:58,010][core][INFO] - Step: 10000, Eval mean: 336.9, Eval std: 86.67000634590954
[2025-10-11 23:15:10,690][core][INFO] - Step: 12000, Eval mean: 307.9, Eval std: 74.98993265765745
[2025-10-11 23:15:23,173][core][INFO] - Step: 14000, Eval mean: 248.0, Eval std: 49.15689168366934
[2025-10-11 23:15:35,842][core][INFO] - Step: 16000, Eval mean: 205.7, Eval std: 22.60110616761932
[2025-10-11 23:15:48,478][core][INFO] - Step: 18000, Eval mean: 140.9, Eval std: 7.608547824650904
[2025-10-11 23:16:00,748][core][INFO] - Step: 20000, Eval mean: 142.5, Eval std: 6.786015030929419
[2025-10-11 23:16:13,238][core][INFO] - Step: 22000, Eval mean: 143.7, Eval std: 7.22564875980005
[2025-10-11 23:16:27,402][core][INFO] - Step: 24000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:16:41,807][core][INFO] - Step: 26000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:16:56,302][core][INFO] - Step: 28000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:17:10,156][core][INFO] - Step: 30000, Eval mean: 317.2, Eval std: 46.84613111026353
[2025-10-11 23:17:24,824][core][INFO] - Step: 32000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:17:39,347][core][INFO] - Step: 34000, Eval mean: 356.2, Eval std: 49.19512170937277
[2025-10-11 23:17:55,602][core][INFO] - Step: 36000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:18:11,503][core][INFO] - Step: 38000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:18:27,027][core][INFO] - Step: 40000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:18:42,744][core][INFO] - Step: 42000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:18:58,366][core][INFO] - Step: 44000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:19:15,543][core][INFO] - Step: 46000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:19:31,906][core][INFO] - Step: 48000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:19:48,053][core][INFO] - Step: 50000, Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:20:09,011][core][INFO] - Final Eval mean: 500.0, Eval std: 0.0
[2025-10-11 23:20:14,555][__main__][INFO] - Finish training with eval mean: 500.0

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