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: false
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: []
job:
name: main
chdir: true
override_dirname: ''
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\20-24-05_
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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[]

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[2025-10-11 20:24:05,493][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:173: UserWarning:
NVIDIA GeForce RTX 5090 with CUDA capability sm_120 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_37 sm_50 sm_60 sm_61 sm_70 sm_75 sm_80 sm_86 compute_37.
If you want to use the NVIDIA GeForce RTX 5090 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/
warnings.warn(incompatible_device_warn.format(device_name, capability, " ".join(arch_list), device_name))

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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: false
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: []
job:
name: main
chdir: true
override_dirname: ''
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\20-31-16_
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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[]

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[2025-10-11 20:31:16,113][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:173: UserWarning:
NVIDIA GeForce RTX 5090 with CUDA capability sm_120 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_37 sm_50 sm_60 sm_61 sm_70 sm_75 sm_80 sm_86 compute_37.
If you want to use the NVIDIA GeForce RTX 5090 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/
warnings.warn(incompatible_device_warn.format(device_name, capability, " ".join(arch_list), device_name))

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@@ -0,0 +1,33 @@
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: false
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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@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\20-35-30_
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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[]

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@@ -0,0 +1,7 @@
[2025-10-11 20:35:30,859][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:173: UserWarning:
NVIDIA GeForce RTX 5090 with CUDA capability sm_120 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_37 sm_50 sm_60 sm_61 sm_70 sm_75 sm_80 sm_86 compute_37.
If you want to use the NVIDIA GeForce RTX 5090 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/
warnings.warn(incompatible_device_warn.format(device_name, capability, " ".join(arch_list), device_name))

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@@ -0,0 +1,33 @@
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: false
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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@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\20-39-45_
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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@@ -0,0 +1 @@
[]

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@@ -0,0 +1,22 @@
[2025-10-11 20:39:45,474][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:283: UserWarning:
Found GPU0 NVIDIA GeForce RTX 5090 which is of cuda capability 12.0.
Minimum and Maximum cuda capability supported by this version of PyTorch is
(6.1) - (9.0)
warnings.warn(
[2025-10-11 20:39:45,474][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:304: UserWarning:
Please install PyTorch with a following CUDA
configurations: 12.8 12.9 following instructions at
https://pytorch.org/get-started/locally/
warnings.warn(matched_cuda_warn.format(matched_arches))
[2025-10-11 20:39:45,476][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:326: UserWarning:
NVIDIA GeForce RTX 5090 with CUDA capability sm_120 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_61 sm_70 sm_75 sm_80 sm_86 sm_90.
If you want to use the NVIDIA GeForce RTX 5090 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/
warnings.warn(
[2025-10-11 20:39:47,115][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

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@@ -0,0 +1,33 @@
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: false
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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@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\20-41-09_
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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[]

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[2025-10-11 20:41:09,978][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:283: UserWarning:
Found GPU0 NVIDIA GeForce RTX 5090 which is of cuda capability 12.0.
Minimum and Maximum cuda capability supported by this version of PyTorch is
(6.1) - (9.0)
warnings.warn(
[2025-10-11 20:41:09,979][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:304: UserWarning:
Please install PyTorch with a following CUDA
configurations: 12.8 12.9 following instructions at
https://pytorch.org/get-started/locally/
warnings.warn(matched_cuda_warn.format(matched_arches))
[2025-10-11 20:41:09,979][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:326: UserWarning:
NVIDIA GeForce RTX 5090 with CUDA capability sm_120 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_61 sm_70 sm_75 sm_80 sm_86 sm_90.
If you want to use the NVIDIA GeForce RTX 5090 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/
warnings.warn(
[2025-10-11 20:41:11,670][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\20-42-26_
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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@@ -0,0 +1 @@
[]

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@@ -0,0 +1,22 @@
[2025-10-11 20:42:26,843][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:283: UserWarning:
Found GPU0 NVIDIA GeForce RTX 5090 which is of cuda capability 12.0.
Minimum and Maximum cuda capability supported by this version of PyTorch is
(6.1) - (9.0)
warnings.warn(
[2025-10-11 20:42:26,844][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:304: UserWarning:
Please install PyTorch with a following CUDA
configurations: 12.8 12.9 following instructions at
https://pytorch.org/get-started/locally/
warnings.warn(matched_cuda_warn.format(matched_arches))
[2025-10-11 20:42:26,846][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:326: UserWarning:
NVIDIA GeForce RTX 5090 with CUDA capability sm_120 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_61 sm_70 sm_75 sm_80 sm_86 sm_90.
If you want to use the NVIDIA GeForce RTX 5090 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/
warnings.warn(
[2025-10-11 20:42:28,580][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\20-45-12_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1,22 @@
[2025-10-11 20:45:12,694][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:283: UserWarning:
Found GPU0 NVIDIA GeForce RTX 5090 which is of cuda capability 12.0.
Minimum and Maximum cuda capability supported by this version of PyTorch is
(6.1) - (9.0)
warnings.warn(
[2025-10-11 20:45:12,694][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:304: UserWarning:
Please install PyTorch with a following CUDA
configurations: 12.8 12.9 following instructions at
https://pytorch.org/get-started/locally/
warnings.warn(matched_cuda_warn.format(matched_arches))
[2025-10-11 20:45:12,696][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:326: UserWarning:
NVIDIA GeForce RTX 5090 with CUDA capability sm_120 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_61 sm_70 sm_75 sm_80 sm_86 sm_90.
If you want to use the NVIDIA GeForce RTX 5090 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/
warnings.warn(
[2025-10-11 20:45:14,422][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\20-45-23_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1,22 @@
[2025-10-11 20:45:23,927][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:283: UserWarning:
Found GPU0 NVIDIA GeForce RTX 5090 which is of cuda capability 12.0.
Minimum and Maximum cuda capability supported by this version of PyTorch is
(6.1) - (9.0)
warnings.warn(
[2025-10-11 20:45:23,928][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:304: UserWarning:
Please install PyTorch with a following CUDA
configurations: 12.8 12.9 following instructions at
https://pytorch.org/get-started/locally/
warnings.warn(matched_cuda_warn.format(matched_arches))
[2025-10-11 20:45:23,930][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:326: UserWarning:
NVIDIA GeForce RTX 5090 with CUDA capability sm_120 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_61 sm_70 sm_75 sm_80 sm_86 sm_90.
If you want to use the NVIDIA GeForce RTX 5090 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/
warnings.warn(
[2025-10-11 20:45:25,714][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\20-55-32_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1,22 @@
[2025-10-11 20:55:32,238][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:283: UserWarning:
Found GPU0 NVIDIA GeForce RTX 5090 which is of cuda capability 12.0.
Minimum and Maximum cuda capability supported by this version of PyTorch is
(6.1) - (9.0)
warnings.warn(
[2025-10-11 20:55:32,238][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:304: UserWarning:
Please install PyTorch with a following CUDA
configurations: 12.8 12.9 following instructions at
https://pytorch.org/get-started/locally/
warnings.warn(matched_cuda_warn.format(matched_arches))
[2025-10-11 20:55:32,240][py.warnings][WARNING] - C:\Users\wuzhe\anaconda3\envs\drl_hw2\lib\site-packages\torch\cuda\__init__.py:326: UserWarning:
NVIDIA GeForce RTX 5090 with CUDA capability sm_120 is not compatible with the current PyTorch installation.
The current PyTorch install supports CUDA capabilities sm_61 sm_70 sm_75 sm_80 sm_86 sm_90.
If you want to use the NVIDIA GeForce RTX 5090 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/
warnings.warn(
[2025-10-11 20:55:33,876][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

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@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\20-59-59_
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

View File

@@ -0,0 +1 @@
[]

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@@ -0,0 +1 @@
[2025-10-11 21:00:01,190][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-00-50_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:00:52,388][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-03-24_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:03:26,154][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-03-35_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:03:36,838][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-05-11_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:05:12,880][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-07-21_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:07:22,911][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-07-44_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:07:45,823][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-08-54_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:08:56,669][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-09-36_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:09:38,404][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-10-00_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:10:02,340][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-15-36_
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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@@ -0,0 +1 @@
[]

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@@ -0,0 +1 @@
[2025-10-11 21:15:37,961][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

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@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-16-27_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:16:28,918][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-16-42_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:16:44,069][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-17-17_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:17:19,615][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-17-42_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:17:43,810][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

View File

@@ -0,0 +1,33 @@
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: false
buffer:
capacity: 50000
use_per: false
nstep: 1
gamma: ${agent.gamma}
per_alpha: 0.7
per_beta: 0.4
per_eps: 0.01

View File

@@ -0,0 +1,154 @@
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: []
job:
name: main
chdir: true
override_dirname: ''
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\21-18-30_
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

View File

@@ -0,0 +1 @@
[]

View File

@@ -0,0 +1 @@
[2025-10-11 21:18:32,255][__main__][INFO] - Training for 50000 timesteps with NormalQNetwork and NormalReplayBuffer

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