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granite-timeseries-patchtsmixer

Time Series Forecasting
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patchtsmixer
time series
forecasting
pretrained models
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time series foundation models
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1
ajati commited on
Commit
a7df08a
•
1 Parent(s): a5e3a74

Upload PatchTSMixerForPrediction

Browse files
Files changed (3) hide show
  1. config.json +22 -29
  2. generation_config.json +1 -1
  3. model.safetensors +3 -0
config.json CHANGED
@@ -1,55 +1,48 @@
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  {
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  "_name_or_path": "ibm/patchtsmixer-etth1-pretrain",
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  "architectures": [
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- "PatchTSMixerForForecasting"
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  ],
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  "channel_consistent_masking": true,
 
 
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  "distribution_output": "student_t",
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  "dropout": 0.5,
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  "expansion_factor": 3,
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- "forecast_channel_indices": null,
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- "forecast_len": 96,
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  "gated_attn": true,
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- "head_agg": "max_pool",
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- "head_dropout": 0.7,
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  "init_std": 0.02,
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- "input_size": 7,
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- "learn_pe": false,
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  "loss": "mse",
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- "mask_patch_ratios": [
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- 1,
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- 1
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- ],
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- "mask_patches": [
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- 2,
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- 3
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- ],
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- "mask_ratio": 0.5,
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- "mask_type": "random",
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  "mask_value": 0,
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  "masked_loss": true,
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  "mode": "common_channel",
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  "model_type": "patchtsmixer",
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- "n_classes": 3,
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- "n_targets": 3,
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  "norm_mlp": "LayerNorm",
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- "num_features": 48,
 
 
 
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  "num_layers": 2,
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  "num_parallel_samples": 100,
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  "num_patches": 32,
 
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  "output_range": null,
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  "patch_last": true,
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- "patch_len": 16,
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- "pe": "zeros",
 
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  "post_init": false,
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- "revin": true,
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- "scaling": "std",
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- "seed_number": null,
 
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  "self_attn": false,
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  "self_attn_heads": 1,
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- "seq_len": 512,
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- "stride": 16,
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  "torch_dtype": "float32",
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- "transformers_version": "4.35.0.dev0",
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- "use_pe": false
 
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  }
 
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  {
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  "_name_or_path": "ibm/patchtsmixer-etth1-pretrain",
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  "architectures": [
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+ "PatchTSMixerForPrediction"
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  ],
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  "channel_consistent_masking": true,
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+ "context_length": 512,
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+ "d_model": 48,
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  "distribution_output": "student_t",
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  "dropout": 0.5,
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  "expansion_factor": 3,
 
 
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  "gated_attn": true,
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+ "head_aggregation": "max_pool",
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+ "head_dropout": 0.5,
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  "init_std": 0.02,
 
 
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  "loss": "mse",
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+ "mask_type": "forecast",
 
 
 
 
 
 
 
 
 
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  "mask_value": 0,
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  "masked_loss": true,
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  "mode": "common_channel",
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  "model_type": "patchtsmixer",
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+ "norm_eps": 1e-05,
 
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  "norm_mlp": "LayerNorm",
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+ "num_forecast_mask_patches": [
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+ 2
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+ ],
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+ "num_input_channels": 7,
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  "num_layers": 2,
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  "num_parallel_samples": 100,
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  "num_patches": 32,
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+ "num_targets": 3,
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  "output_range": null,
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  "patch_last": true,
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+ "patch_length": 16,
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+ "patch_stride": 16,
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+ "positional_encoding_type": "sincos",
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  "post_init": false,
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+ "prediction_channel_indices": null,
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+ "prediction_length": 96,
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+ "random_mask_ratio": 0.5,
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+ "scaling": true,
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  "self_attn": false,
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  "self_attn_heads": 1,
 
 
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  "torch_dtype": "float32",
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+ "transformers_version": "4.36.0.dev0",
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+ "unmasked_channel_indices": null,
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+ "use_positional_encoding": false
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  }
generation_config.json CHANGED
@@ -1,4 +1,4 @@
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  {
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  "_from_model_config": true,
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- "transformers_version": "4.35.0.dev0"
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  }
 
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  {
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  "_from_model_config": true,
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+ "transformers_version": "4.36.0.dev0"
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  }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9b474a9358fa172c12162ac4ffa2f92e97bf9aeeacb5b6f028a2bd6fec602a4f
3
+ size 789328