Upload Models (#1)

- Upload Models (c91f3a1521937b3572b264248bce4c044ee94570)

models/hjh_cnn/lightning_logs/version_0/checkpoints/epoch=14-step=9945.ckpt

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models/hjh_cnn/lightning_logs/version_0/events.out.tfevents.1677032557.dl3090-03.1131207.0

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models/hjh_cnn/lightning_logs/version_0/hparams.yaml

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+  final_div_factor: 100000.0
+n_classes: 35

models/hjh_snn/++model.snn.learn_beta=False,++model.snn.n_steps=1/lightning_logs/version_0/checkpoints/epoch=5-step=3978.ckpt

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+learn_beta: false
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+n_classes: 35
+n_steps: 1
+one_cycle_kwargs:
+  final_div_factor: 100000.0
+  pct_start: 0.2
+time_step_replica: !!python/name:snn_voice.utils.time_step_replica.repeat_replica ''

models/hjh_snn/++model.snn.learn_beta=False,++model.snn.n_steps=15/lightning_logs/version_0/checkpoints/epoch=11-step=7956.ckpt

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+n_classes: 35
+n_steps: 15
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+  final_div_factor: 100000.0
+  pct_start: 0.2
+time_step_replica: !!python/name:snn_voice.utils.time_step_replica.repeat_replica ''

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models/hjh_snn/++model.snn.learn_beta=False,++model.snn.n_steps=30/lightning_logs/version_0/hparams.yaml

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+  final_div_factor: 100000.0
+  pct_start: 0.2
+time_step_replica: !!python/name:snn_voice.utils.time_step_replica.repeat_replica ''

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models/hjh_snn/++model.snn.learn_beta=False,++model.snn.n_steps=5/lightning_logs/version_0/hparams.yaml

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+  final_div_factor: 100000.0
+  pct_start: 0.2
+time_step_replica: !!python/name:snn_voice.utils.time_step_replica.repeat_replica ''

models/m5_cnn/lightning_logs/version_0/checkpoints/epoch=14-step=9945.ckpt

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models/m5_cnn/lightning_logs/version_0/events.out.tfevents.1677033302.dl3090-03.1131207.1

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models/m5_cnn/lightning_logs/version_0/hparams.yaml

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models/m5_snn/++model.snn.learn_beta=False,++model.snn.n_steps=1/lightning_logs/version_0/hparams.yaml

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+  final_div_factor: 100000.0
+  pct_start: 0.2
+time_step_replica: !!python/name:snn_voice.utils.time_step_replica.repeat_replica ''

models/m5_snn/++model.snn.learn_beta=False,++model.snn.n_steps=15/lightning_logs/version_0/checkpoints/epoch=14-step=9945.ckpt

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models/m5_snn/++model.snn.learn_beta=False,++model.snn.n_steps=15/lightning_logs/version_0/hparams.yaml

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+  pct_start: 0.2
+time_step_replica: !!python/name:snn_voice.utils.time_step_replica.repeat_replica ''

models/m5_snn/++model.snn.learn_beta=False,++model.snn.n_steps=30/lightning_logs/version_0/checkpoints/epoch=14-step=9945.ckpt

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models/m5_snn/++model.snn.learn_beta=False,++model.snn.n_steps=30/lightning_logs/version_0/hparams.yaml

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models/m5_snn/++model.snn.learn_beta=False,++model.snn.n_steps=5/lightning_logs/version_0/hparams.yaml

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+learn_beta: false
+learn_thres: false
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+n_classes: 35
+n_steps: 5
+one_cycle_kwargs:
+  final_div_factor: 100000.0
+  pct_start: 0.2
+time_step_replica: !!python/name:snn_voice.utils.time_step_replica.repeat_replica ''

models/piczak_cnn/lightning_logs/version_0/checkpoints/epoch=14-step=9945.ckpt

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models/piczak_cnn/lightning_logs/version_0/events.out.tfevents.1677033888.dl3090-03.1131207.2

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models/piczak_cnn/lightning_logs/version_0/hparams.yaml

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+lr: 0.001
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+  pct_start: 0.4
+  final_div_factor: 100000.0
+n_classes: 35

models/piczak_snn/++model.snn.learn_beta=False,++model.snn.n_steps=15/.hydra/config.yaml

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+trainer:
+  max_epochs: 15
+  limit_train_batches: null
+  limit_val_batches: null
+  accelerator: gpu
+  callbacks:
+    early_stopping:
+      patience: 5
+      mode: min
+      monitor: val_loss
+model:
+  data:
+    name: SpeechCommandsDataModule
+    n_mels: 60
+    n_classes: 35
+    batch_size: 128
+  name: PiczakSNN
+  lr: 0.001
+  pct_start: 0.4
+  snn:
+    n_steps: 15
+    time_step_replica: repeat
+    learn_beta: false
+    learn_thres: false
+    beta: 0.5
+test_config: false

models/piczak_snn/++model.snn.learn_beta=False,++model.snn.n_steps=15/.hydra/hydra.yaml

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+hydra:
+  run:
+    dir: experiments/singlerun/${now:%Y-%m-%d.%H-%M-%S}/${hydra.runtime.choices.model}/
+  sweep:
+    dir: experiments/multirun/${now:%Y-%m-%d.%H-%M-%S}/${hydra.runtime.choices.model}/
+    subdir: ${hydra.job.override_dirname}
+  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: MULTIRUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=MULTIRUN
+    task:
+    - model=piczak_snn
+    - trainer.accelerator=gpu
+    - trainer=prod
+    - +test_config=False
+    - ++model.snn.n_steps=15
+    - ++model.snn.learn_beta=False
+  job:
+    name: experiment
+    chdir: null
+    override_dirname: ++model.snn.learn_beta=False,++model.snn.n_steps=15
+    id: '20'
+    num: 20
+    config_name: config
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys:
+        - +test_config
+        - model
+        - trainer.accelerator
+        - trainer
+        - test_config
+  runtime:
+    version: 1.3.1
+    version_base: '1.3'
+    cwd: /media/ntu/volume1/home/s122md303_06/snn_voice
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /media/ntu/volume1/home/s122md303_06/snn_voice/conf
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /media/ntu/volume1/home/s122md303_06/snn_voice/experiments/multirun/2023-02-19.19-59-24/piczak_snn/++model.snn.learn_beta=False,++model.snn.n_steps=15
+    choices:
+      model: piczak_snn
+      data@model.data: speech_commands
+      trainer: prod
+      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

models/piczak_snn/++model.snn.learn_beta=False,++model.snn.n_steps=15/.hydra/overrides.yaml

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+- model=piczak_snn
+- trainer.accelerator=gpu
+- trainer=prod
+- +test_config=False
+- ++model.snn.n_steps=15
+- ++model.snn.learn_beta=False

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+learn_beta: false
+learn_thres: false
+lr: 0.001
+n_classes: 35
+n_steps: 15
+one_cycle_kwargs:
+  final_div_factor: 100000.0
+  pct_start: 0.4
+time_step_replica: !!python/name:snn_voice.utils.time_step_replica.repeat_replica ''

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models/tcy_nn/lightning_logs/version_0/hparams.yaml

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+n_classes: 35
+n_channels: 10

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