final checkpoint files
Browse files- config.json +60 -0
- generation_config.json +4 -0
- model.safetensors +3 -0
- training_info.json +407 -0
config.json
ADDED
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{
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"activation_function": "gelu",
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"architectures": [
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"PatchTSTForPrediction"
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],
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"attention_dropout": 0.0,
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"bias": true,
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"channel_attention": true,
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"channel_consistent_masking": false,
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"channel_rope": false,
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"context_length": 512,
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"d_model": 512,
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"distribution_output": null,
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"do_mask_input": false,
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"dropout": 0.0,
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"ff_dropout": 0.0,
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"ffn_dim": 512,
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"head_dropout": 0.0,
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"huber_delta": 1.0,
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"init_std": 0.02,
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"loss": "mse",
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"mask_type": "random",
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"mask_value": 0,
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"max_wavelength": 500,
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"mode": "predict",
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"model_type": "patchtst",
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"norm_eps": 1e-05,
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"norm_type": "rmsnorm",
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"num_attention_heads": 8,
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"num_forecast_mask_patches": 3,
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"num_hidden_layers": 8,
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"num_input_channels": 1,
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"num_parallel_samples": 100,
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"num_poly_feats": 120,
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"num_rff": 256,
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"num_targets": 1,
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"output_range": null,
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"patch_length": 16,
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"patch_stride": 16,
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"path_dropout": 0.0,
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"poly_degrees": 2,
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"pooling_type": "mean",
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"positional_dropout": 0.0,
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"positional_encoding_type": "sincos",
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"pre_norm": true,
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"prediction_length": 128,
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"pretrained_encoder_path": null,
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"random_mask_ratio": 0.5,
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"rff_scale": 1.0,
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"rff_trainable": false,
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"rope_percent": 0.75,
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"scaling": "std",
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"share_embedding": true,
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"share_projection": true,
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"torch_dtype": "float32",
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"transformers_version": "4.40.1",
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"unmasked_channel_indices": null,
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"use_cls_token": false,
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"use_dynamics_embedding": true
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}
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generation_config.json
ADDED
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{
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"_from_model_config": true,
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"transformers_version": "4.40.1"
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}
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model.safetensors
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:48ded0b494c8882f772564795938bd43cc93e6d8c3a7e36e4c9ebfbf4b331280
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size 85440752
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training_info.json
ADDED
@@ -0,0 +1,407 @@
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{
|
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"model_config": {
|
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"mode": "predict",
|
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"context_length": 512,
|
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"prediction_length": 128,
|
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"distribution_output": null,
|
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"loss": "mse",
|
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"huber_delta": 1.0,
|
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"patch_length": 16,
|
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"patch_stride": 16,
|
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"num_hidden_layers": 8,
|
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"d_model": 512,
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"num_attention_heads": 8,
|
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"channel_attention": true,
|
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"ffn_dim": 512,
|
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"norm_type": "rmsnorm",
|
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"norm_eps": 1e-05,
|
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"attention_dropout": 0.0,
|
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"positional_dropout": 0.0,
|
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"path_dropout": 0.0,
|
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"ff_dropout": 0.0,
|
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"bias": true,
|
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"activation_function": "gelu",
|
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"pre_norm": true,
|
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"use_cls_token": false,
|
26 |
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"init_std": 0.02,
|
27 |
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"scaling": "std",
|
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"do_mask_input": null,
|
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"mask_type": "random",
|
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"random_mask_ratio": 0.5,
|
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"num_forecast_mask_patches": 3,
|
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"channel_consistent_masking": false,
|
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"unmasked_channel_indices": null,
|
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"mask_value": 0,
|
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"pooling_type": "mean",
|
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"head_dropout": 0.0,
|
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"num_parallel_samples": 100,
|
38 |
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"channel_rope": false,
|
39 |
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"max_wavelength": 500,
|
40 |
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"rope_percent": 0.75,
|
41 |
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"pretrained_encoder_path": null,
|
42 |
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"use_dynamics_embedding": true,
|
43 |
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"num_poly_feats": 120,
|
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"poly_degrees": 2,
|
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"rff_trainable": false,
|
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"rff_scale": 1.0,
|
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"num_rff": 256
|
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},
|
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"train_config": {
|
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"seed": 99,
|
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"max_steps": 100000,
|
52 |
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"save_steps": 50000,
|
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"log_steps": 1000,
|
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"per_device_train_batch_size": 1024,
|
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"gradient_accumulation_steps": 1,
|
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"max_grad_norm": 1.0,
|
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"dataloader_num_workers": 16,
|
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"dataloader_prefetch_factor": 2,
|
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"tf32": false,
|
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"torch_compile": true,
|
61 |
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"optim": "adamw_torch_fused",
|
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"learning_rate": 0.001,
|
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"lr_scheduler_type": "cosine",
|
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"warmup_ratio": 0.1,
|
65 |
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"weight_decay": 0.0,
|
66 |
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"output_dir": "/stor/work/AMDG_Gilpin_Summer2024/checkpoints/",
|
67 |
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"ddp_backend": "nccl",
|
68 |
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"ddp_find_unused_parameters": false,
|
69 |
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"remove_unused_columns": false
|
70 |
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},
|
71 |
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"all_config": {
|
72 |
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"run_name": "pft_chattn_emb_w_poly",
|
73 |
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"wandb": {
|
74 |
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"log": true,
|
75 |
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"project_name": "dystformer",
|
76 |
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"entity": "gilpinlab",
|
77 |
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"group_name": "fine-tuning",
|
78 |
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"resume": false,
|
79 |
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"tags": null
|
80 |
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},
|
81 |
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"patchtst": {
|
82 |
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"mode": "predict",
|
83 |
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"context_length": 512,
|
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"prediction_length": 128,
|
85 |
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"distribution_output": null,
|
86 |
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"loss": "mse",
|
87 |
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"huber_delta": 1.0,
|
88 |
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"patch_length": 16,
|
89 |
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"patch_stride": 16,
|
90 |
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"num_hidden_layers": 8,
|
91 |
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"d_model": 512,
|
92 |
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"num_attention_heads": 8,
|
93 |
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"channel_attention": true,
|
94 |
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"ffn_dim": 512,
|
95 |
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"norm_type": "rmsnorm",
|
96 |
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"norm_eps": 1e-05,
|
97 |
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"attention_dropout": 0.0,
|
98 |
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"positional_dropout": 0.0,
|
99 |
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"path_dropout": 0.0,
|
100 |
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"ff_dropout": 0.0,
|
101 |
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"bias": true,
|
102 |
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"activation_function": "gelu",
|
103 |
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"pre_norm": true,
|
104 |
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"use_cls_token": false,
|
105 |
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"init_std": 0.02,
|
106 |
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"scaling": "std",
|
107 |
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"do_mask_input": null,
|
108 |
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"mask_type": "random",
|
109 |
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"random_mask_ratio": 0.5,
|
110 |
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"num_forecast_mask_patches": 3,
|
111 |
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"channel_consistent_masking": false,
|
112 |
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"unmasked_channel_indices": null,
|
113 |
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"mask_value": 0,
|
114 |
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"pooling_type": "mean",
|
115 |
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"head_dropout": 0.0,
|
116 |
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"num_parallel_samples": 100,
|
117 |
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"channel_rope": false,
|
118 |
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"max_wavelength": 500,
|
119 |
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"rope_percent": 0.75,
|
120 |
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"pretrained_encoder_path": null,
|
121 |
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"use_dynamics_embedding": true,
|
122 |
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"num_poly_feats": 120,
|
123 |
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"poly_degrees": 2,
|
124 |
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"rff_trainable": false,
|
125 |
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"rff_scale": 1.0,
|
126 |
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"num_rff": 256
|
127 |
+
},
|
128 |
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"chronos": {
|
129 |
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"model_id": "amazon/chronos-t5-mini",
|
130 |
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"model_type": "seq2seq",
|
131 |
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"random_init": false,
|
132 |
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"tie_embeddings": true,
|
133 |
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"context_length": 512,
|
134 |
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"prediction_length": 64,
|
135 |
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"num_samples": 20,
|
136 |
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"n_tokens": 4096,
|
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"n_special_tokens": 2,
|
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"pad_token_id": 0,
|
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"eos_token_id": 1,
|
140 |
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"use_eos_token": true,
|
141 |
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"tokenizer_class": "MeanScaleUniformBins",
|
142 |
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"tokenizer_kwargs": {
|
143 |
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"low_limit": -15.0,
|
144 |
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"high_limit": 15.0
|
145 |
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},
|
146 |
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"temperature": 1.0,
|
147 |
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"top_k": 50,
|
148 |
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"top_p": 1.0
|
149 |
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},
|
150 |
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"train": {
|
151 |
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"seed": 99,
|
152 |
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"max_steps": 100000,
|
153 |
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"save_steps": 50000,
|
154 |
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"log_steps": 1000,
|
155 |
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"per_device_train_batch_size": 1024,
|
156 |
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"gradient_accumulation_steps": 1,
|
157 |
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"max_grad_norm": 1.0,
|
158 |
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"dataloader_num_workers": 16,
|
159 |
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"dataloader_prefetch_factor": 2,
|
160 |
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"tf32": false,
|
161 |
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"torch_compile": true,
|
162 |
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"optim": "adamw_torch_fused",
|
163 |
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"learning_rate": 0.001,
|
164 |
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"lr_scheduler_type": "cosine",
|
165 |
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"warmup_ratio": 0.1,
|
166 |
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"weight_decay": 0.0,
|
167 |
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"output_dir": "/stor/work/AMDG_Gilpin_Summer2024/checkpoints/",
|
168 |
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"ddp_backend": "nccl",
|
169 |
+
"ddp_find_unused_parameters": false,
|
170 |
+
"remove_unused_columns": false
|
171 |
+
},
|
172 |
+
"scheduler": {
|
173 |
+
"enabled": false,
|
174 |
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"schedule_value_name": "noise_scale",
|
175 |
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"schedule_name": "cosine",
|
176 |
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"epoch_stop": 0.5,
|
177 |
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"init_value": 1.0,
|
178 |
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"final_value": 0.0,
|
179 |
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"eps": 0.008,
|
180 |
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"num_steps": 4,
|
181 |
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"decay_rate": 8.0
|
182 |
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},
|
183 |
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