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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@@ -0,0 +1,60 @@
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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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| 11 |
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"context_length": 512,
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| 12 |
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"d_model": 512,
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"distribution_output": null,
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| 14 |
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"do_mask_input": false,
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| 15 |
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"dropout": 0.0,
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| 16 |
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"ff_dropout": 0.0,
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| 17 |
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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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| 20 |
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"init_std": 0.02,
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"loss": "mse",
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| 22 |
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"mask_type": "random",
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| 23 |
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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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| 28 |
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"norm_type": "rmsnorm",
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"num_attention_heads": 8,
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| 30 |
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"num_forecast_mask_patches": 3,
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| 31 |
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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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| 34 |
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"num_poly_feats": 120,
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"num_rff": 256,
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| 36 |
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"num_targets": 1,
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| 37 |
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"output_range": null,
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| 38 |
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"patch_length": 16,
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| 39 |
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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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| 46 |
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"prediction_length": 128,
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| 47 |
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"pretrained_encoder_path": null,
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| 48 |
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"random_mask_ratio": 0.5,
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| 49 |
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"rff_scale": 1.0,
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| 50 |
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"rff_trainable": false,
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| 51 |
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"rope_percent": 0.75,
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"scaling": "std",
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| 53 |
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"share_embedding": true,
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| 54 |
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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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| 58 |
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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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@@ -0,0 +1,4 @@
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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
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@@ -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
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@@ -0,0 +1,407 @@
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|
| 1 |
+
{
|
| 2 |
+
"model_config": {
|
| 3 |
+
"mode": "predict",
|
| 4 |
+
"context_length": 512,
|
| 5 |
+
"prediction_length": 128,
|
| 6 |
+
"distribution_output": null,
|
| 7 |
+
"loss": "mse",
|
| 8 |
+
"huber_delta": 1.0,
|
| 9 |
+
"patch_length": 16,
|
| 10 |
+
"patch_stride": 16,
|
| 11 |
+
"num_hidden_layers": 8,
|
| 12 |
+
"d_model": 512,
|
| 13 |
+
"num_attention_heads": 8,
|
| 14 |
+
"channel_attention": true,
|
| 15 |
+
"ffn_dim": 512,
|
| 16 |
+
"norm_type": "rmsnorm",
|
| 17 |
+
"norm_eps": 1e-05,
|
| 18 |
+
"attention_dropout": 0.0,
|
| 19 |
+
"positional_dropout": 0.0,
|
| 20 |
+
"path_dropout": 0.0,
|
| 21 |
+
"ff_dropout": 0.0,
|
| 22 |
+
"bias": true,
|
| 23 |
+
"activation_function": "gelu",
|
| 24 |
+
"pre_norm": true,
|
| 25 |
+
"use_cls_token": false,
|
| 26 |
+
"init_std": 0.02,
|
| 27 |
+
"scaling": "std",
|
| 28 |
+
"do_mask_input": null,
|
| 29 |
+
"mask_type": "random",
|
| 30 |
+
"random_mask_ratio": 0.5,
|
| 31 |
+
"num_forecast_mask_patches": 3,
|
| 32 |
+
"channel_consistent_masking": false,
|
| 33 |
+
"unmasked_channel_indices": null,
|
| 34 |
+
"mask_value": 0,
|
| 35 |
+
"pooling_type": "mean",
|
| 36 |
+
"head_dropout": 0.0,
|
| 37 |
+
"num_parallel_samples": 100,
|
| 38 |
+
"channel_rope": false,
|
| 39 |
+
"max_wavelength": 500,
|
| 40 |
+
"rope_percent": 0.75,
|
| 41 |
+
"pretrained_encoder_path": null,
|
| 42 |
+
"use_dynamics_embedding": true,
|
| 43 |
+
"num_poly_feats": 120,
|
| 44 |
+
"poly_degrees": 2,
|
| 45 |
+
"rff_trainable": false,
|
| 46 |
+
"rff_scale": 1.0,
|
| 47 |
+
"num_rff": 256
|
| 48 |
+
},
|
| 49 |
+
"train_config": {
|
| 50 |
+
"seed": 99,
|
| 51 |
+
"max_steps": 100000,
|
| 52 |
+
"save_steps": 50000,
|
| 53 |
+
"log_steps": 1000,
|
| 54 |
+
"per_device_train_batch_size": 1024,
|
| 55 |
+
"gradient_accumulation_steps": 1,
|
| 56 |
+
"max_grad_norm": 1.0,
|
| 57 |
+
"dataloader_num_workers": 16,
|
| 58 |
+
"dataloader_prefetch_factor": 2,
|
| 59 |
+
"tf32": false,
|
| 60 |
+
"torch_compile": true,
|
| 61 |
+
"optim": "adamw_torch_fused",
|
| 62 |
+
"learning_rate": 0.001,
|
| 63 |
+
"lr_scheduler_type": "cosine",
|
| 64 |
+
"warmup_ratio": 0.1,
|
| 65 |
+
"weight_decay": 0.0,
|
| 66 |
+
"output_dir": "/stor/work/AMDG_Gilpin_Summer2024/checkpoints/",
|
| 67 |
+
"ddp_backend": "nccl",
|
| 68 |
+
"ddp_find_unused_parameters": false,
|
| 69 |
+
"remove_unused_columns": false
|
| 70 |
+
},
|
| 71 |
+
"all_config": {
|
| 72 |
+
"run_name": "pft_chattn_emb_w_poly",
|
| 73 |
+
"wandb": {
|
| 74 |
+
"log": true,
|
| 75 |
+
"project_name": "dystformer",
|
| 76 |
+
"entity": "gilpinlab",
|
| 77 |
+
"group_name": "fine-tuning",
|
| 78 |
+
"resume": false,
|
| 79 |
+
"tags": null
|
| 80 |
+
},
|
| 81 |
+
"patchtst": {
|
| 82 |
+
"mode": "predict",
|
| 83 |
+
"context_length": 512,
|
| 84 |
+
"prediction_length": 128,
|
| 85 |
+
"distribution_output": null,
|
| 86 |
+
"loss": "mse",
|
| 87 |
+
"huber_delta": 1.0,
|
| 88 |
+
"patch_length": 16,
|
| 89 |
+
"patch_stride": 16,
|
| 90 |
+
"num_hidden_layers": 8,
|
| 91 |
+
"d_model": 512,
|
| 92 |
+
"num_attention_heads": 8,
|
| 93 |
+
"channel_attention": true,
|
| 94 |
+
"ffn_dim": 512,
|
| 95 |
+
"norm_type": "rmsnorm",
|
| 96 |
+
"norm_eps": 1e-05,
|
| 97 |
+
"attention_dropout": 0.0,
|
| 98 |
+
"positional_dropout": 0.0,
|
| 99 |
+
"path_dropout": 0.0,
|
| 100 |
+
"ff_dropout": 0.0,
|
| 101 |
+
"bias": true,
|
| 102 |
+
"activation_function": "gelu",
|
| 103 |
+
"pre_norm": true,
|
| 104 |
+
"use_cls_token": false,
|
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