From 8849330bcdbffe77f71397231c9b6481d72a9ea2 Mon Sep 17 00:00:00 2001
From: Ryuta Yoshimatsu <107132414+ryuta-yoshimatsu@users.noreply.github.com>
Date: Fri, 7 Jun 2024 10:15:39 +0200
Subject: [PATCH] Delete examples/lightning_logs directory

---
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diff --git a/examples/lightning_logs/version_0/events.out.tfevents.1717737057.0124-101655-9l2fggt9-10-0-16-85.19427.0 b/examples/lightning_logs/version_0/events.out.tfevents.1717737057.0124-101655-9l2fggt9-10-0-16-85.19427.0
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diff --git a/examples/lightning_logs/version_0/hparams.yaml b/examples/lightning_logs/version_0/hparams.yaml
deleted file mode 100644
index 09a1b6b..0000000
--- a/examples/lightning_logs/version_0/hparams.yaml
+++ /dev/null
@@ -1,68 +0,0 @@
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-alias: null
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-hist_exog_list: []
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-input_size: 20
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
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-optimizer: null
-optimizer_kwargs: null
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-scaler_type: robust
-stat_exog_list: []
-val_check_steps: 100
-valid_batch_size: null
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diff --git a/examples/lightning_logs/version_1/events.out.tfevents.1717737071.0124-101655-9l2fggt9-10-0-16-85.23709.0 b/examples/lightning_logs/version_1/events.out.tfevents.1717737071.0124-101655-9l2fggt9-10-0-16-85.23709.0
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diff --git a/examples/lightning_logs/version_1/hparams.yaml b/examples/lightning_logs/version_1/hparams.yaml
deleted file mode 100644
index 09a1b6b..0000000
--- a/examples/lightning_logs/version_1/hparams.yaml
+++ /dev/null
@@ -1,68 +0,0 @@
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-encoder_hidden_size: 100
-encoder_n_layers: 2
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-hist_exog_list: []
-inference_input_size: -1
-input_size: 20
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
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-num_workers_loader: 0
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-optimizer_kwargs: null
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-scaler_type: robust
-stat_exog_list: []
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
diff --git a/examples/lightning_logs/version_10/events.out.tfevents.1717737166.0124-101655-9l2fggt9-10-0-16-85.28436.2 b/examples/lightning_logs/version_10/events.out.tfevents.1717737166.0124-101655-9l2fggt9-10-0-16-85.28436.2
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--- a/examples/lightning_logs/version_12/hparams.yaml
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@@ -1,84 +0,0 @@
-accelerator: gpu
-activation: ReLU
-alias: null
-batch_size: 32
-devices: -1
-drop_last_loader: false
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-exclude_insample_y: false
-futr_exog_list: []
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-hist_exog_list: []
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-learning_rate: 0.001
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-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
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-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
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-  outputsize_multiplier: 1
-  training: true
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-mlp_units:
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-  - 512
-- - 512
-  - 512
-- - 512
-  - 512
-n_blocks:
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-- 1
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-n_harmonics: 2
-n_polynomials: 2
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-optimizer: null
-optimizer_kwargs: null
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-stack_types:
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-- trend
-- seasonality
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-stat_exog_list: []
-step_size: 1
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
-windows_batch_size: 1024
diff --git a/examples/lightning_logs/version_13/events.out.tfevents.1717737248.0124-101655-9l2fggt9-10-0-16-85.40391.0 b/examples/lightning_logs/version_13/events.out.tfevents.1717737248.0124-101655-9l2fggt9-10-0-16-85.40391.0
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diff --git a/examples/lightning_logs/version_13/hparams.yaml b/examples/lightning_logs/version_13/hparams.yaml
deleted file mode 100644
index 332f514..0000000
--- a/examples/lightning_logs/version_13/hparams.yaml
+++ /dev/null
@@ -1,84 +0,0 @@
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-activation: ReLU
-alias: null
-batch_size: 32
-devices: -1
-drop_last_loader: false
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-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
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-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
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-  - []
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-  - []
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-- - 512
-  - 512
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-  - 512
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-num_lr_decays: 3
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-random_seed: 1
-scaler_type: robust
-shared_weights: false
-stack_types:
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-- trend
-- seasonality
-start_padding_enabled: false
-stat_exog_list: []
-step_size: 1
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
-windows_batch_size: 1024
diff --git a/examples/lightning_logs/version_14/events.out.tfevents.1717737252.0124-101655-9l2fggt9-10-0-16-85.37661.0 b/examples/lightning_logs/version_14/events.out.tfevents.1717737252.0124-101655-9l2fggt9-10-0-16-85.37661.0
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diff --git a/examples/lightning_logs/version_14/hparams.yaml b/examples/lightning_logs/version_14/hparams.yaml
deleted file mode 100644
index 332f514..0000000
--- a/examples/lightning_logs/version_14/hparams.yaml
+++ /dev/null
@@ -1,84 +0,0 @@
-accelerator: gpu
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diff --git a/examples/lightning_logs/version_18/hparams.yaml b/examples/lightning_logs/version_18/hparams.yaml
deleted file mode 100644
index 8dd0031..0000000
--- a/examples/lightning_logs/version_18/hparams.yaml
+++ /dev/null
@@ -1,91 +0,0 @@
-accelerator: gpu
-activation: ReLU
-alias: null
-batch_size: 32
-devices: -1
-drop_last_loader: false
-dropout_prob_theta: 0.0
-early_stop_patience_steps: -1
-exclude_insample_y: false
-futr_exog_list: []
-h: 10
-hist_exog_list: []
-inference_windows_batch_size: -1
-input_size: 20
-interpolation_mode: linear
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
-  - ''
-  outputsize_multiplier: 1
-  training: true
-max_steps: 200
-mlp_units:
-- - 512
-  - 512
-- - 512
-  - 512
-- - 512
-  - 512
-n_blocks:
-- 1
-- 1
-- 1
-n_freq_downsample:
-- 4
-- 2
-- 1
-n_pool_kernel_size:
-- 2
-- 2
-- 1
-num_lr_decays: 3
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-pooling_mode: MaxPool1d
-random_seed: 1
-scaler_type: robust
-stack_types:
-- identity
-- identity
-- identity
-start_padding_enabled: false
-stat_exog_list: []
-step_size: 1
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
-windows_batch_size: 1024
diff --git a/examples/lightning_logs/version_19/events.out.tfevents.1717737341.0124-101655-9l2fggt9-10-0-16-85.48045.0 b/examples/lightning_logs/version_19/events.out.tfevents.1717737341.0124-101655-9l2fggt9-10-0-16-85.48045.0
deleted file mode 100644
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diff --git a/examples/lightning_logs/version_19/hparams.yaml b/examples/lightning_logs/version_19/hparams.yaml
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index 8dd0031..0000000
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diff --git a/examples/lightning_logs/version_24/hparams.yaml b/examples/lightning_logs/version_24/hparams.yaml
deleted file mode 100644
index e64a934..0000000
--- a/examples/lightning_logs/version_24/hparams.yaml
+++ /dev/null
@@ -1,68 +0,0 @@
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-encoder_hidden_size: 100
-encoder_n_layers: 2
-futr_exog_list: []
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-hist_exog_list: []
-inference_input_size: -1
-input_size: 6
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
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-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
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-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
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-  output_names:
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-optimizer_kwargs: null
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-scaler_type: robust
-stat_exog_list: []
-val_check_steps: 100
-valid_batch_size: null
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diff --git a/examples/lightning_logs/version_25/events.out.tfevents.1717739800.0124-101655-9l2fggt9-10-0-16-85.156302.0 b/examples/lightning_logs/version_25/events.out.tfevents.1717739800.0124-101655-9l2fggt9-10-0-16-85.156302.0
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diff --git a/examples/lightning_logs/version_25/hparams.yaml b/examples/lightning_logs/version_25/hparams.yaml
deleted file mode 100644
index e64a934..0000000
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diff --git a/examples/lightning_logs/version_26/events.out.tfevents.1717739806.0124-101655-9l2fggt9-10-0-16-85.151772.0 b/examples/lightning_logs/version_26/events.out.tfevents.1717739806.0124-101655-9l2fggt9-10-0-16-85.151772.0
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diff --git a/examples/lightning_logs/version_26/hparams.yaml b/examples/lightning_logs/version_26/hparams.yaml
deleted file mode 100644
index e64a934..0000000
--- a/examples/lightning_logs/version_26/hparams.yaml
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diff --git a/examples/lightning_logs/version_37/hparams.yaml b/examples/lightning_logs/version_37/hparams.yaml
deleted file mode 100644
index dbef829..0000000
--- a/examples/lightning_logs/version_37/hparams.yaml
+++ /dev/null
@@ -1,67 +0,0 @@
-accelerator: gpu
-alias: null
-batch_size: 32
-context_size: 10
-decoder_hidden_size: 100
-decoder_layers: 2
-devices: -1
-drop_last_loader: false
-early_stop_patience_steps: -1
-encoder_bias: true
-encoder_dropout: 0.0
-encoder_hidden_size: 100
-encoder_n_layers: 2
-futr_exog_list: []
-h: 3
-hist_exog_list: []
-inference_input_size: -1
-input_size: 6
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
-  - ''
-  outputsize_multiplier: 1
-  training: true
-max_steps: 200
-num_lr_decays: -1
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-random_seed: 1
-scaler_type: robust
-stat_exog_list: []
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-valid_batch_size: null
-valid_loss: null
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diff --git a/examples/lightning_logs/version_38/hparams.yaml b/examples/lightning_logs/version_38/hparams.yaml
deleted file mode 100644
index dbef829..0000000
--- a/examples/lightning_logs/version_38/hparams.yaml
+++ /dev/null
@@ -1,67 +0,0 @@
-accelerator: gpu
-alias: null
-batch_size: 32
-context_size: 10
-decoder_hidden_size: 100
-decoder_layers: 2
-devices: -1
-drop_last_loader: false
-early_stop_patience_steps: -1
-encoder_bias: true
-encoder_dropout: 0.0
-encoder_hidden_size: 100
-encoder_n_layers: 2
-futr_exog_list: []
-h: 3
-hist_exog_list: []
-inference_input_size: -1
-input_size: 6
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
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diff --git a/examples/lightning_logs/version_50/hparams.yaml b/examples/lightning_logs/version_50/hparams.yaml
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index 62506ab..0000000
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diff --git a/examples/lightning_logs/version_52/hparams.yaml b/examples/lightning_logs/version_52/hparams.yaml
deleted file mode 100644
index 62506ab..0000000
--- a/examples/lightning_logs/version_52/hparams.yaml
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index 62506ab..0000000
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-hist_exog_list: []
-inference_windows_batch_size: -1
-input_size: 6
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
-  - ''
-  outputsize_multiplier: 1
-  training: true
-max_steps: 100
-mlp_units:
-- - 512
-  - 512
-- - 512
-  - 512
-- - 512
-  - 512
-n_blocks:
-- 1
-- 1
-- 1
-n_harmonics: 2
-n_polynomials: 2
-num_lr_decays: 3
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-random_seed: 1
-scaler_type: robust
-shared_weights: false
-stack_types:
-- identity
-- trend
-- seasonality
-start_padding_enabled: false
-stat_exog_list: []
-step_size: 1
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
-windows_batch_size: 1024
diff --git a/examples/lightning_logs/version_6/events.out.tfevents.1717737143.0124-101655-9l2fggt9-10-0-16-85.28733.0 b/examples/lightning_logs/version_6/events.out.tfevents.1717737143.0124-101655-9l2fggt9-10-0-16-85.28733.0
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-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
-  - ''
-  outputsize_multiplier: 1
-  training: true
-max_steps: 100
-mlp_units:
-- - 512
-  - 512
-- - 512
-  - 512
-- - 512
-  - 512
-n_blocks:
-- 1
-- 1
-- 1
-n_harmonics: 2
-n_polynomials: 2
-num_lr_decays: 3
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-random_seed: 1
-scaler_type: robust
-shared_weights: false
-stack_types:
-- identity
-- trend
-- seasonality
-start_padding_enabled: false
-stat_exog_list: []
-step_size: 1
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
-windows_batch_size: 1024
diff --git a/examples/lightning_logs/version_63/events.out.tfevents.1717740072.0124-101655-9l2fggt9-10-0-16-85.177149.0 b/examples/lightning_logs/version_63/events.out.tfevents.1717740072.0124-101655-9l2fggt9-10-0-16-85.177149.0
deleted file mode 100644
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diff --git a/examples/lightning_logs/version_63/hparams.yaml b/examples/lightning_logs/version_63/hparams.yaml
deleted file mode 100644
index f45c129..0000000
--- a/examples/lightning_logs/version_63/hparams.yaml
+++ /dev/null
@@ -1,91 +0,0 @@
-accelerator: gpu
-activation: ReLU
-alias: null
-batch_size: 32
-devices: -1
-drop_last_loader: false
-dropout_prob_theta: 0.0
-early_stop_patience_steps: -1
-exclude_insample_y: false
-futr_exog_list: []
-h: 3
-hist_exog_list: []
-inference_windows_batch_size: -1
-input_size: 6
-interpolation_mode: linear
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
-  - ''
-  outputsize_multiplier: 1
-  training: true
-max_steps: 200
-mlp_units:
-- - 512
-  - 512
-- - 512
-  - 512
-- - 512
-  - 512
-n_blocks:
-- 1
-- 1
-- 1
-n_freq_downsample:
-- 4
-- 2
-- 1
-n_pool_kernel_size:
-- 2
-- 2
-- 1
-num_lr_decays: 3
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-pooling_mode: MaxPool1d
-random_seed: 1
-scaler_type: robust
-stack_types:
-- identity
-- identity
-- identity
-start_padding_enabled: false
-stat_exog_list: []
-step_size: 1
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
-windows_batch_size: 1024
diff --git a/examples/lightning_logs/version_64/events.out.tfevents.1717740093.0124-101655-9l2fggt9-10-0-16-85.181441.0 b/examples/lightning_logs/version_64/events.out.tfevents.1717740093.0124-101655-9l2fggt9-10-0-16-85.181441.0
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diff --git a/examples/lightning_logs/version_7/hparams.yaml b/examples/lightning_logs/version_7/hparams.yaml
deleted file mode 100644
index dcfae80..0000000
--- a/examples/lightning_logs/version_7/hparams.yaml
+++ /dev/null
@@ -1,67 +0,0 @@
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-encoder_hidden_size: 100
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-hist_exog_list: []
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-input_size: 20
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
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-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
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-optimizer_kwargs: null
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-scaler_type: robust
-stat_exog_list: []
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-valid_batch_size: null
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diff --git a/examples/lightning_logs/version_70/events.out.tfevents.1717740106.0124-101655-9l2fggt9-10-0-16-85.176844.5 b/examples/lightning_logs/version_70/events.out.tfevents.1717740106.0124-101655-9l2fggt9-10-0-16-85.176844.5
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deleted file mode 100644
index f45c129..0000000
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index f45c129..0000000
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diff --git a/examples/lightning_logs/version_76/hparams.yaml b/examples/lightning_logs/version_76/hparams.yaml
deleted file mode 100644
index fd2db7c..0000000
--- a/examples/lightning_logs/version_76/hparams.yaml
+++ /dev/null
@@ -1,72 +0,0 @@
-accelerator: gpu
-alias: null
-batch_size: 32
-context_size: 10
-decoder_hidden_size: 100
-decoder_layers: 2
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-encoder_activation: tanh
-encoder_bias: true
-encoder_dropout: 0.0
-encoder_hidden_size: 100
-encoder_n_layers: 2
-futr_exog_list:
-- DayOfWeek
-- Open
-- Promo
-- SchoolHoliday
-h: 10
-hist_exog_list: []
-inference_input_size: -1
-input_size: 20
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
-  - ''
-  outputsize_multiplier: 1
-  training: true
-max_steps: 200
-num_lr_decays: -1
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-random_seed: 1
-scaler_type: robust
-stat_exog_list: []
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
diff --git a/examples/lightning_logs/version_77/events.out.tfevents.1717742603.0124-101655-9l2fggt9-10-0-16-85.288833.0 b/examples/lightning_logs/version_77/events.out.tfevents.1717742603.0124-101655-9l2fggt9-10-0-16-85.288833.0
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diff --git a/examples/lightning_logs/version_77/hparams.yaml b/examples/lightning_logs/version_77/hparams.yaml
deleted file mode 100644
index fd2db7c..0000000
--- a/examples/lightning_logs/version_77/hparams.yaml
+++ /dev/null
@@ -1,72 +0,0 @@
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-encoder_dropout: 0.0
-encoder_hidden_size: 100
-encoder_n_layers: 2
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-- DayOfWeek
-- Open
-- Promo
-- SchoolHoliday
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-hist_exog_list: []
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-input_size: 20
-learning_rate: 0.001
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-  - []
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-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
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-  - []
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-  - []
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-  - []
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-  output_names:
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-scaler_type: robust
-stat_exog_list: []
-val_check_steps: 100
-valid_batch_size: null
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diff --git a/examples/lightning_logs/version_78/events.out.tfevents.1717742609.0124-101655-9l2fggt9-10-0-16-85.284239.0 b/examples/lightning_logs/version_78/events.out.tfevents.1717742609.0124-101655-9l2fggt9-10-0-16-85.284239.0
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diff --git a/examples/lightning_logs/version_78/hparams.yaml b/examples/lightning_logs/version_78/hparams.yaml
deleted file mode 100644
index fd2db7c..0000000
--- a/examples/lightning_logs/version_78/hparams.yaml
+++ /dev/null
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diff --git a/examples/lightning_logs/version_81/hparams.yaml b/examples/lightning_logs/version_81/hparams.yaml
deleted file mode 100644
index fd2db7c..0000000
--- a/examples/lightning_logs/version_81/hparams.yaml
+++ /dev/null
@@ -1,72 +0,0 @@
-accelerator: gpu
-alias: null
-batch_size: 32
-context_size: 10
-decoder_hidden_size: 100
-decoder_layers: 2
-devices: -1
-drop_last_loader: false
-early_stop_patience_steps: -1
-encoder_activation: tanh
-encoder_bias: true
-encoder_dropout: 0.0
-encoder_hidden_size: 100
-encoder_n_layers: 2
-futr_exog_list:
-- DayOfWeek
-- Open
-- Promo
-- SchoolHoliday
-h: 10
-hist_exog_list: []
-inference_input_size: -1
-input_size: 20
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
-  - ''
-  outputsize_multiplier: 1
-  training: true
-max_steps: 200
-num_lr_decays: -1
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-random_seed: 1
-scaler_type: robust
-stat_exog_list: []
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
diff --git a/examples/lightning_logs/version_82/events.out.tfevents.1717742680.0124-101655-9l2fggt9-10-0-16-85.294073.0 b/examples/lightning_logs/version_82/events.out.tfevents.1717742680.0124-101655-9l2fggt9-10-0-16-85.294073.0
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diff --git a/examples/lightning_logs/version_82/hparams.yaml b/examples/lightning_logs/version_82/hparams.yaml
deleted file mode 100644
index adc386d..0000000
--- a/examples/lightning_logs/version_82/hparams.yaml
+++ /dev/null
@@ -1,71 +0,0 @@
-accelerator: gpu
-alias: null
-batch_size: 32
-context_size: 10
-decoder_hidden_size: 100
-decoder_layers: 2
-devices: -1
-drop_last_loader: false
-early_stop_patience_steps: -1
-encoder_bias: true
-encoder_dropout: 0.0
-encoder_hidden_size: 100
-encoder_n_layers: 2
-futr_exog_list:
-- DayOfWeek
-- Open
-- Promo
-- SchoolHoliday
-h: 10
-hist_exog_list: []
-inference_input_size: -1
-input_size: 20
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
-  - ''
-  outputsize_multiplier: 1
-  training: true
-max_steps: 200
-num_lr_decays: -1
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-random_seed: 1
-scaler_type: robust
-stat_exog_list: []
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
diff --git a/examples/lightning_logs/version_83/events.out.tfevents.1717742694.0124-101655-9l2fggt9-10-0-16-85.298367.0 b/examples/lightning_logs/version_83/events.out.tfevents.1717742694.0124-101655-9l2fggt9-10-0-16-85.298367.0
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index adc386d..0000000
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index adc386d..0000000
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diff --git a/examples/lightning_logs/version_88/hparams.yaml b/examples/lightning_logs/version_88/hparams.yaml
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index 310f31e..0000000
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index 310f31e..0000000
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diff --git a/examples/lightning_logs/version_9/hparams.yaml b/examples/lightning_logs/version_9/hparams.yaml
deleted file mode 100644
index dcfae80..0000000
--- a/examples/lightning_logs/version_9/hparams.yaml
+++ /dev/null
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deleted file mode 100644
index 310f31e..0000000
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diff --git a/examples/lightning_logs/version_93/hparams.yaml b/examples/lightning_logs/version_93/hparams.yaml
deleted file mode 100644
index 310f31e..0000000
--- a/examples/lightning_logs/version_93/hparams.yaml
+++ /dev/null
@@ -1,88 +0,0 @@
-accelerator: gpu
-activation: ReLU
-alias: null
-batch_size: 32
-devices: -1
-drop_last_loader: false
-dropout_prob_theta: 0.0
-early_stop_patience_steps: -1
-exclude_insample_y: false
-futr_exog_list:
-- DayOfWeek
-- Open
-- Promo
-- SchoolHoliday
-h: 10
-hist_exog_list: []
-inference_windows_batch_size: -1
-input_size: 20
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
-  - ''
-  outputsize_multiplier: 1
-  training: true
-max_steps: 100
-mlp_units:
-- - 512
-  - 512
-- - 512
-  - 512
-- - 512
-  - 512
-n_blocks:
-- 1
-- 1
-- 1
-n_harmonics: 2
-n_polynomials: 2
-num_lr_decays: 3
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-random_seed: 1
-scaler_type: robust
-shared_weights: false
-stack_types:
-- identity
-- trend
-- seasonality
-start_padding_enabled: false
-stat_exog_list: []
-step_size: 1
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
-windows_batch_size: 1024
diff --git a/examples/lightning_logs/version_94/events.out.tfevents.1717742864.0124-101655-9l2fggt9-10-0-16-85.308974.0 b/examples/lightning_logs/version_94/events.out.tfevents.1717742864.0124-101655-9l2fggt9-10-0-16-85.308974.0
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diff --git a/examples/lightning_logs/version_94/hparams.yaml b/examples/lightning_logs/version_94/hparams.yaml
deleted file mode 100644
index 428d408..0000000
--- a/examples/lightning_logs/version_94/hparams.yaml
+++ /dev/null
@@ -1,95 +0,0 @@
-accelerator: gpu
-activation: ReLU
-alias: null
-batch_size: 32
-devices: -1
-drop_last_loader: false
-dropout_prob_theta: 0.0
-early_stop_patience_steps: -1
-exclude_insample_y: false
-futr_exog_list:
-- DayOfWeek
-- Open
-- Promo
-- SchoolHoliday
-h: 10
-hist_exog_list: []
-inference_windows_batch_size: -1
-input_size: 20
-interpolation_mode: linear
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _buffers: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _is_full_backward_hook: null
-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  horizon_weight: null
-  is_distribution_output: false
-  output_names:
-  - ''
-  outputsize_multiplier: 1
-  training: true
-max_steps: 200
-mlp_units:
-- - 512
-  - 512
-- - 512
-  - 512
-- - 512
-  - 512
-n_blocks:
-- 1
-- 1
-- 1
-n_freq_downsample:
-- 4
-- 2
-- 1
-n_pool_kernel_size:
-- 2
-- 2
-- 1
-num_lr_decays: 3
-num_workers_loader: 0
-optimizer: null
-optimizer_kwargs: null
-pooling_mode: MaxPool1d
-random_seed: 1
-scaler_type: robust
-stack_types:
-- identity
-- identity
-- identity
-start_padding_enabled: false
-stat_exog_list: []
-step_size: 1
-val_check_steps: 100
-valid_batch_size: null
-valid_loss: null
-windows_batch_size: 1024
diff --git a/examples/lightning_logs/version_95/events.out.tfevents.1717742881.0124-101655-9l2fggt9-10-0-16-85.313283.0 b/examples/lightning_logs/version_95/events.out.tfevents.1717742881.0124-101655-9l2fggt9-10-0-16-85.313283.0
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diff --git a/examples/lightning_logs/version_95/hparams.yaml b/examples/lightning_logs/version_95/hparams.yaml
deleted file mode 100644
index 428d408..0000000
--- a/examples/lightning_logs/version_95/hparams.yaml
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diff --git a/examples/lightning_logs/version_96/hparams.yaml b/examples/lightning_logs/version_96/hparams.yaml
deleted file mode 100644
index 428d408..0000000
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diff --git a/examples/lightning_logs/version_97/hparams.yaml b/examples/lightning_logs/version_97/hparams.yaml
deleted file mode 100644
index 428d408..0000000
--- a/examples/lightning_logs/version_97/hparams.yaml
+++ /dev/null
@@ -1,95 +0,0 @@
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-activation: ReLU
-alias: null
-batch_size: 32
-devices: -1
-drop_last_loader: false
-dropout_prob_theta: 0.0
-early_stop_patience_steps: -1
-exclude_insample_y: false
-futr_exog_list:
-- DayOfWeek
-- Open
-- Promo
-- SchoolHoliday
-h: 10
-hist_exog_list: []
-inference_windows_batch_size: -1
-input_size: 20
-interpolation_mode: linear
-learning_rate: 0.001
-loss: !!python/object:neuralforecast.losses.pytorch.SMAPE
-  _backward_hooks: !!python/object/apply:collections.OrderedDict
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-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
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-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_always_called: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _forward_pre_hooks_with_kwargs: !!python/object/apply:collections.OrderedDict
-  - []
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-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
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-  _load_state_dict_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
-  _modules: !!python/object/apply:collections.OrderedDict
-  - []
-  _non_persistent_buffers_set: !!set {}
-  _parameters: !!python/object/apply:collections.OrderedDict
-  - []
-  _state_dict_hooks: !!python/object/apply:collections.OrderedDict
-  - []
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diff --git a/examples/lightning_logs/version_98/hparams.yaml b/examples/lightning_logs/version_98/hparams.yaml
deleted file mode 100644
index 428d408..0000000
--- a/examples/lightning_logs/version_98/hparams.yaml
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-- Promo
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-  _backward_pre_hooks: !!python/object/apply:collections.OrderedDict
-  - []
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-  - []
-  _forward_hooks: !!python/object/apply:collections.OrderedDict
-  - []
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-  - []
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-  - []
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-  _load_state_dict_post_hooks: !!python/object/apply:collections.OrderedDict
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-  - 512
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diff --git a/examples/lightning_logs/version_99/hparams.yaml b/examples/lightning_logs/version_99/hparams.yaml
deleted file mode 100644
index 428d408..0000000
--- a/examples/lightning_logs/version_99/hparams.yaml
+++ /dev/null
@@ -1,95 +0,0 @@
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-- DayOfWeek
-- Open
-- Promo
-- SchoolHoliday
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-  - []
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-  - []
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-  - []
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-  - []
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-  - []
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-  - []
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-  - []
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-  - []
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-  - []
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-- - 512
-  - 512
-- - 512
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