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.gitattributes

@@ -8,7 +8,6 @@
 *.h5 filter=lfs diff=lfs merge=lfs -text
 *.joblib filter=lfs diff=lfs merge=lfs -text
 *.lfs.* filter=lfs diff=lfs merge=lfs -text
-*.lz4 filter=lfs diff=lfs merge=lfs -text
 *.mlmodel filter=lfs diff=lfs merge=lfs -text
 *.model filter=lfs diff=lfs merge=lfs -text
 *.msgpack filter=lfs diff=lfs merge=lfs -text
@@ -34,22 +33,15 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
-# Audio files - uncompressed
-*.pcm filter=lfs diff=lfs merge=lfs -text
-*.sam filter=lfs diff=lfs merge=lfs -text
-*.raw filter=lfs diff=lfs merge=lfs -text
-# Audio files - compressed
-*.aac filter=lfs diff=lfs merge=lfs -text
-*.flac filter=lfs diff=lfs merge=lfs -text
-*.mp3 filter=lfs diff=lfs merge=lfs -text
-*.ogg filter=lfs diff=lfs merge=lfs -text
-*.wav filter=lfs diff=lfs merge=lfs -text
-# Image files - uncompressed
-*.bmp filter=lfs diff=lfs merge=lfs -text
-*.gif filter=lfs diff=lfs merge=lfs -text
-*.png filter=lfs diff=lfs merge=lfs -text
-*.tiff filter=lfs diff=lfs merge=lfs -text
-# Image files - compressed
-*.jpg filter=lfs diff=lfs merge=lfs -text
-*.jpeg filter=lfs diff=lfs merge=lfs -text
-*.webp filter=lfs diff=lfs merge=lfs -text
+DDIM-FMNIST/temp/f-mnist/FashionMNIST/raw/t10k-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+DDIM-FMNIST/temp/f-mnist/FashionMNIST/raw/train-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+DDIM-KMNIST/temp/kmnist/KMNIST/raw/t10k-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+DDIM-KMNIST/temp/kmnist/KMNIST/raw/train-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+DDIM-MNIST/temp/mnist/MNIST/raw/t10k-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+DDIM-MNIST/temp/mnist/MNIST/raw/train-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+PF-FMNIST/temp/f-mnist/FashionMNIST/raw/t10k-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+PF-FMNIST/temp/f-mnist/FashionMNIST/raw/train-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+PF-KMNIST/temp/kmnist/KMNIST/raw/t10k-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+PF-KMNIST/temp/kmnist/KMNIST/raw/train-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+PF-MNIST/temp/mnist/MNIST/raw/t10k-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text
+PF-MNIST/temp/mnist/MNIST/raw/train-images-idx3-ubyte filter=lfs diff=lfs merge=lfs -text

DDIM-FMNIST/.hydra/config.yaml

@@ -0,0 +1,51 @@
+dataset:
+  dataset: FMNIST
+  image_size: 32
+  channels: 1
+sample:
+  method: ${method}
+  model_path: YOUR PATH of pretrained ckpt
+  image_output_path: out
+  batch_size: 5
+  total_num: 100
+work_dir: ${hydra:runtime.cwd}
+method: F-PNDM
+sample_speed: 50
+seed: 42
+model:
+  _target_: src.model.DDIM.Model
+  type: simple
+  resolution: 32
+  in_channels: 1
+  out_ch: 1
+  ch: 128
+  ch_mult:
+  - 1
+  - 1
+  - 1
+  - 1
+  num_res_blocks: 2
+  attn_resolutions:
+  - 16
+  dropout: 0.1
+  resamp_with_conv: true
+scheduler:
+  _target_: src.trainer.scheduler.Schedule
+  beta_start: 0.0001
+  beta_end: 0.02
+  diffusion_step: 1000
+train:
+  optim_cfg:
+    weight_decay: 0.0
+    optimizer: adam
+    lr: 0.0002
+    beta1: 0.9
+    amsgrad: false
+    eps: 1.0e-08
+    grad_clip: 1.0
+  epochs: 100
+  ema_rate: 0.9999
+  use_ema: true
+  batch_size: 2048
+  num_workers: 6
+  save_path: ./save_ckpt

DDIM-FMNIST/.hydra/hydra.yaml

@@ -0,0 +1,170 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    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:
+      colorlog:
+        (): colorlog.ColoredFormatter
+        format: '[%(cyan)s%(asctime)s%(reset)s][%(purple)sHYDRA%(reset)s] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: colorlog
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+      colorlog:
+        (): colorlog.ColoredFormatter
+        format: '[%(cyan)s%(asctime)s%(reset)s][%(blue)s%(name)s%(reset)s][%(log_color)s%(levelname)s%(reset)s]
+          - %(message)s'
+        log_colors:
+          DEBUG: purple
+          INFO: green
+          WARNING: yellow
+          ERROR: red
+          CRITICAL: red
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: colorlog
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${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:
+    - train=optim
+    - dataset.dataset=FMNIST
+  job:
+    name: run
+    chdir: null
+    override_dirname: dataset.dataset=FMNIST,train=optim
+    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: '1.1'
+    cwd: /home/ubuntu/derek-240306/jxu/PNDM
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/ubuntu/derek-240306/jxu/PNDM/cfg
+      schema: file
+      provider: main
+    - path: hydra_plugins.hydra_colorlog.conf
+      schema: pkg
+      provider: hydra-colorlog
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/ubuntu/derek-240306/jxu/PNDM/outputs/2024-05-06/07-09-24
+    choices:
+      train: optim
+      scheduler: schedule
+      model: DDIM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: colorlog
+      hydra/hydra_logging: colorlog
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

DDIM-FMNIST/.hydra/overrides.yaml

@@ -0,0 +1,2 @@
+- train=optim
+- dataset.dataset=FMNIST

DDIM-FMNIST/save_ckpt/ema.ckpt

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DDIM-FMNIST/save_ckpt/train.ckpt

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+size 141120122

DDIM-FMNIST/temp/f-mnist/FashionMNIST/raw/t10k-images-idx3-ubyte

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DDIM-FMNIST/temp/f-mnist/FashionMNIST/raw/t10k-images-idx3-ubyte.gz

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DDIM-FMNIST/temp/f-mnist/FashionMNIST/raw/train-images-idx3-ubyte

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DDIM-FMNIST/temp/f-mnist/FashionMNIST/raw/train-images-idx3-ubyte.gz

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DDIM-FMNIST/temp/f-mnist/FashionMNIST/raw/train-labels-idx1-ubyte.gz

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DDIM-FMNIST/temp/tensorboard/0506-0709/events.out.tfevents.1714979375.104-171-202-108.2443841.0

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DDIM-KMNIST/.hydra/config.yaml

@@ -0,0 +1,51 @@
+dataset:
+  dataset: KMNIST
+  image_size: 32
+  channels: 1
+sample:
+  method: ${method}
+  model_path: YOUR PATH of pretrained ckpt
+  image_output_path: out
+  batch_size: 5
+  total_num: 100
+work_dir: ${hydra:runtime.cwd}
+method: F-PNDM
+sample_speed: 50
+seed: 42
+model:
+  _target_: src.model.DDIM.Model
+  type: simple
+  resolution: 32
+  in_channels: 1
+  out_ch: 1
+  ch: 128
+  ch_mult:
+  - 1
+  - 1
+  - 1
+  - 1
+  num_res_blocks: 2
+  attn_resolutions:
+  - 16
+  dropout: 0.1
+  resamp_with_conv: true
+scheduler:
+  _target_: src.trainer.scheduler.Schedule
+  beta_start: 0.0001
+  beta_end: 0.02
+  diffusion_step: 1000
+train:
+  optim_cfg:
+    weight_decay: 0.0
+    optimizer: adam
+    lr: 0.0002
+    beta1: 0.9
+    amsgrad: false
+    eps: 1.0e-08
+    grad_clip: 1.0
+  epochs: 100
+  ema_rate: 0.9999
+  use_ema: true
+  batch_size: 2048
+  num_workers: 6
+  save_path: ./save_ckpt

DDIM-KMNIST/.hydra/hydra.yaml

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+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    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:
+      colorlog:
+        (): colorlog.ColoredFormatter
+        format: '[%(cyan)s%(asctime)s%(reset)s][%(purple)sHYDRA%(reset)s] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: colorlog
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+      colorlog:
+        (): colorlog.ColoredFormatter
+        format: '[%(cyan)s%(asctime)s%(reset)s][%(blue)s%(name)s%(reset)s][%(log_color)s%(levelname)s%(reset)s]
+          - %(message)s'
+        log_colors:
+          DEBUG: purple
+          INFO: green
+          WARNING: yellow
+          ERROR: red
+          CRITICAL: red
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: colorlog
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${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:
+    - train=optim
+    - dataset.dataset=KMNIST
+  job:
+    name: run
+    chdir: null
+    override_dirname: dataset.dataset=KMNIST,train=optim
+    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: '1.1'
+    cwd: /home/ubuntu/derek-240306/jxu/PNDM
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/ubuntu/derek-240306/jxu/PNDM/cfg
+      schema: file
+      provider: main
+    - path: hydra_plugins.hydra_colorlog.conf
+      schema: pkg
+      provider: hydra-colorlog
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/ubuntu/derek-240306/jxu/PNDM/outputs/2024-05-06/01-24-04
+    choices:
+      train: optim
+      scheduler: schedule
+      model: DDIM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: colorlog
+      hydra/hydra_logging: colorlog
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

DDIM-KMNIST/.hydra/overrides.yaml

@@ -0,0 +1,2 @@
+- train=optim
+- dataset.dataset=KMNIST

DDIM-KMNIST/save_ckpt/ema.ckpt

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DDIM-KMNIST/temp/kmnist/KMNIST/raw/train-labels-idx1-ubyte.gz

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DDIM-MNIST/.hydra/config.yaml

@@ -0,0 +1,51 @@
+dataset:
+  dataset: MNIST
+  image_size: 32
+  channels: 1
+sample:
+  method: ${method}
+  model_path: YOUR PATH of pretrained ckpt
+  image_output_path: out
+  batch_size: 5
+  total_num: 100
+work_dir: ${hydra:runtime.cwd}
+method: F-PNDM
+sample_speed: 50
+seed: 42
+model:
+  _target_: src.model.DDIM.Model
+  type: simple
+  resolution: 32
+  in_channels: 1
+  out_ch: 1
+  ch: 128
+  ch_mult:
+  - 1
+  - 1
+  - 1
+  - 1
+  num_res_blocks: 2
+  attn_resolutions:
+  - 16
+  dropout: 0.1
+  resamp_with_conv: true
+scheduler:
+  _target_: src.trainer.scheduler.Schedule
+  beta_start: 0.0001
+  beta_end: 0.02
+  diffusion_step: 1000
+train:
+  optim_cfg:
+    weight_decay: 0.0
+    optimizer: adam
+    lr: 0.0002
+    beta1: 0.9
+    amsgrad: false
+    eps: 1.0e-08
+    grad_clip: 1.0
+  epochs: 100
+  ema_rate: 0.9999
+  use_ema: true
+  batch_size: 2048
+  num_workers: 6
+  save_path: ./save_ckpt

DDIM-MNIST/.hydra/hydra.yaml

@@ -0,0 +1,169 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    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:
+      colorlog:
+        (): colorlog.ColoredFormatter
+        format: '[%(cyan)s%(asctime)s%(reset)s][%(purple)sHYDRA%(reset)s] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: colorlog
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+      colorlog:
+        (): colorlog.ColoredFormatter
+        format: '[%(cyan)s%(asctime)s%(reset)s][%(blue)s%(name)s%(reset)s][%(log_color)s%(levelname)s%(reset)s]
+          - %(message)s'
+        log_colors:
+          DEBUG: purple
+          INFO: green
+          WARNING: yellow
+          ERROR: red
+          CRITICAL: red
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: colorlog
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${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:
+    - train=optim
+  job:
+    name: run
+    chdir: null
+    override_dirname: train=optim
+    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: '1.1'
+    cwd: /home/ubuntu/derek-240306/jxu/PNDM
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/ubuntu/derek-240306/jxu/PNDM/cfg
+      schema: file
+      provider: main
+    - path: hydra_plugins.hydra_colorlog.conf
+      schema: pkg
+      provider: hydra-colorlog
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/ubuntu/derek-240306/jxu/PNDM/outputs/2024-05-06/02-28-17
+    choices:
+      train: optim
+      scheduler: schedule
+      model: DDIM
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: colorlog
+      hydra/hydra_logging: colorlog
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

DDIM-MNIST/.hydra/overrides.yaml

@@ -0,0 +1 @@
+- train=optim

DDIM-MNIST/save_ckpt/ema.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f2877c0d5b0fb5df52af8b6b85eb88eb79afba7c9a0de08cfdca46e8d8a5e8ee
+size 47007294

DDIM-MNIST/save_ckpt/train.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:b54a02d0dbeb1bc606186667a154a6cb5254405c5cff2d854283cae756a7e623
+size 141120122

DDIM-MNIST/temp/mnist/MNIST/raw/t10k-images-idx3-ubyte

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+oid sha256:0fa7898d509279e482958e8ce81c8e77db3f2f8254e26661ceb7762c4d494ce7
+size 7840016

DDIM-MNIST/temp/mnist/MNIST/raw/t10k-images-idx3-ubyte.gz

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+oid sha256:8d422c7b0a1c1c79245a5bcf07fe86e33eeafee792b84584aec276f5a2dbc4e6
+size 1648877

DDIM-MNIST/temp/mnist/MNIST/raw/t10k-labels-idx1-ubyte.gz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f7ae60f92e00ec6debd23a6088c31dbd2371eca3ffa0defaefb259924204aec6
+size 4542

DDIM-MNIST/temp/mnist/MNIST/raw/train-images-idx3-ubyte

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+version https://git-lfs.github.com/spec/v1
+oid sha256:ba891046e6505d7aadcbbe25680a0738ad16aec93bde7f9b65e87a2fc25776db
+size 47040016

DDIM-MNIST/temp/mnist/MNIST/raw/train-images-idx3-ubyte.gz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:440fcabf73cc546fa21475e81ea370265605f56be210a4024d2ca8f203523609
+size 9912422

DDIM-MNIST/temp/mnist/MNIST/raw/train-labels-idx1-ubyte.gz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3552534a0a558bbed6aed32b30c495cca23d567ec52cac8be1a0730e8010255c
+size 28881

DDIM-MNIST/temp/tensorboard/0506-0228/events.out.tfevents.1714962501.104-171-202-108.2391814.0

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+oid sha256:f6b7b0b93a71f7f83945e4b25850346669284be69db784d26a373a61540d1c11
+size 114669

PF-FMNIST/.hydra/config.yaml

@@ -0,0 +1,51 @@
+dataset:
+  dataset: FMNIST
+  image_size: 32
+  channels: 1
+sample:
+  method: ${method}
+  model_path: YOUR PATH of pretrained ckpt
+  image_output_path: out
+  batch_size: 5
+  total_num: 100
+work_dir: ${hydra:runtime.cwd}
+method: F-PNDM
+sample_speed: 50
+seed: 42
+model:
+  _target_: src.model.scoresde.ddpm.DDPM
+  nf: 128
+  ch_mult:
+  - 1
+  - 2
+  - 2
+  - 2
+  num_res_blocks: 2
+  attn_resolutions:
+  - 16
+  dropout: 0.1
+  num_channels: 1
+  resamp_with_conv: true
+  image_size: 32
+  conditional: true
+  centered: true
+scheduler:
+  _target_: src.trainer.scheduler.Schedule
+  beta_start: 0.0001
+  beta_end: 0.02
+  diffusion_step: 1000
+train:
+  optim_cfg:
+    weight_decay: 0.0
+    optimizer: adam
+    lr: 0.0002
+    beta1: 0.9
+    amsgrad: false
+    eps: 1.0e-08
+    grad_clip: 1.0
+  epochs: 100
+  ema_rate: 0.9999
+  use_ema: true
+  batch_size: 1024
+  num_workers: 6
+  save_path: ./save_ckpt

PF-FMNIST/.hydra/hydra.yaml

@@ -0,0 +1,172 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    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:
+      colorlog:
+        (): colorlog.ColoredFormatter
+        format: '[%(cyan)s%(asctime)s%(reset)s][%(purple)sHYDRA%(reset)s] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: colorlog
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+      colorlog:
+        (): colorlog.ColoredFormatter
+        format: '[%(cyan)s%(asctime)s%(reset)s][%(blue)s%(name)s%(reset)s][%(log_color)s%(levelname)s%(reset)s]
+          - %(message)s'
+        log_colors:
+          DEBUG: purple
+          INFO: green
+          WARNING: yellow
+          ERROR: red
+          CRITICAL: red
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: colorlog
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${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:
+    - train=optim
+    - dataset.dataset=FMNIST
+    - model=PF
+    - train.batch_size=1024
+  job:
+    name: run
+    chdir: null
+    override_dirname: dataset.dataset=FMNIST,model=PF,train.batch_size=1024,train=optim
+    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: '1.1'
+    cwd: /home/ubuntu/derek-240306/jxu/PNDM
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/ubuntu/derek-240306/jxu/PNDM/cfg
+      schema: file
+      provider: main
+    - path: hydra_plugins.hydra_colorlog.conf
+      schema: pkg
+      provider: hydra-colorlog
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/ubuntu/derek-240306/jxu/PNDM/outputs/2024-05-06/08-11-28
+    choices:
+      train: optim
+      scheduler: schedule
+      model: PF
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: colorlog
+      hydra/hydra_logging: colorlog
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

PF-FMNIST/.hydra/overrides.yaml

@@ -0,0 +1,4 @@
+- train=optim
+- dataset.dataset=FMNIST
+- model=PF
+- train.batch_size=1024