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"dataset_config": "OpenElectricity_NEM/5T/medium", - "num_series": 1, - "num_windows": 42, - "num_variates": 10, - "prediction_length": 96, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "5T", - "seasonality": 288, - "context_length": 43392, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 1.0, - "model": "ChakraTS", - "configuration": "chakra-ts-time" -} \ No newline at end of file diff --git a/results/ChakraTS/OpenElectricity_NEM/5T/medium/metrics.npz b/results/ChakraTS/OpenElectricity_NEM/5T/medium/metrics.npz deleted file mode 100644 index a96d2097abb6058f125da6ebd1f06a07be0fd38e..0000000000000000000000000000000000000000 --- a/results/ChakraTS/OpenElectricity_NEM/5T/medium/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:fe1955353a8dfb0439812b7224603fa9e30bc44432d68e6c5da3f0cb64650900 -size 26292 diff --git a/results/ChakraTS/OpenElectricity_NEM/5T/medium/predictions.npz b/results/ChakraTS/OpenElectricity_NEM/5T/medium/predictions.npz deleted file mode 100644 index 5a30e0e06739d371f1b92d8d1ebba631d8ac26cd..0000000000000000000000000000000000000000 --- a/results/ChakraTS/OpenElectricity_NEM/5T/medium/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:8c54315a24dbb10bd49dd9dc571ca3f69b1d9720e58a5bb373872b3b05d2d449 -size 569932 diff --git a/results/ChakraTS/OpenElectricity_NEM/5T/short/config.json b/results/ChakraTS/OpenElectricity_NEM/5T/short/config.json deleted file mode 100644 index 3ac23dd76b1ebab21371164cca938984e4c15177..0000000000000000000000000000000000000000 --- a/results/ChakraTS/OpenElectricity_NEM/5T/short/config.json +++ /dev/null @@ -1,35 +0,0 @@ -{ - "dataset_config": "OpenElectricity_NEM/5T/short", - "num_series": 1, - "num_windows": 168, - "num_variates": 10, - "prediction_length": 24, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "5T", - "seasonality": 288, - "context_length": 43464, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 1.0, - "model": "ChakraTS", - "configuration": "chakra-ts-time" -} \ No newline at end of file diff --git a/results/ChakraTS/OpenElectricity_NEM/5T/short/metrics.npz b/results/ChakraTS/OpenElectricity_NEM/5T/short/metrics.npz deleted file mode 100644 index 5029b79d2f7c518d9e6bf0ecabb0f5362117ab37..0000000000000000000000000000000000000000 --- a/results/ChakraTS/OpenElectricity_NEM/5T/short/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:708736144d3b6a1313fb7f989dc415e8520c3ded56d206800cd6cf50c811210a -size 98129 diff --git a/results/ChakraTS/OpenElectricity_NEM/5T/short/predictions.npz b/results/ChakraTS/OpenElectricity_NEM/5T/short/predictions.npz deleted file mode 100644 index 55779bf8057f1a35f8b0656bf0c85d8f473c13e7..0000000000000000000000000000000000000000 --- a/results/ChakraTS/OpenElectricity_NEM/5T/short/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:8b3b16486aedf4a66bd4c7688bafb697df7988245b1e54dd0c7e2546f4f96114 -size 563191 diff --git a/results/ChakraTS/Port_Activity/D/short/config.json b/results/ChakraTS/Port_Activity/D/short/config.json deleted file mode 100644 index b605304843f75033664205fe37ee44bf8e04dca4..0000000000000000000000000000000000000000 --- a/results/ChakraTS/Port_Activity/D/short/config.json +++ /dev/null @@ -1,35 +0,0 @@ -{ - "dataset_config": "Port_Activity/D/short", - "num_series": 99, - "num_windows": 12, - "num_variates": 2, - "prediction_length": 30, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "D", - "seasonality": 1, - "context_length": 2092, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 10.0, - "model": "ChakraTS", - "configuration": "chakra-ts-time" -} \ No newline at end of file diff --git a/results/ChakraTS/Port_Activity/D/short/metrics.npz b/results/ChakraTS/Port_Activity/D/short/metrics.npz deleted file mode 100644 index 2ec8899037612d6b31e5af98c07267f3a3cdf1d0..0000000000000000000000000000000000000000 --- a/results/ChakraTS/Port_Activity/D/short/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:bf874f0796dff604c6d02e62ee6fd3c47fbbaff72f5d9af0ae5a10471227e9e7 -size 141209 diff --git a/results/ChakraTS/Port_Activity/D/short/predictions.npz b/results/ChakraTS/Port_Activity/D/short/predictions.npz deleted file mode 100644 index 14c7bc267dbc4d36b6ca3227c0f9ca5f5e35d0ef..0000000000000000000000000000000000000000 --- a/results/ChakraTS/Port_Activity/D/short/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:13d96a05113e060fe4c15ae4c2fd306f9e8a5438388735e72d47d7e92a169704 -size 1099526 diff --git a/results/ChakraTS/Port_Activity/W/short/config.json b/results/ChakraTS/Port_Activity/W/short/config.json deleted file mode 100644 index 4216ceb3b0a269c53ef02bf4c2f81ff2057b17ff..0000000000000000000000000000000000000000 --- a/results/ChakraTS/Port_Activity/W/short/config.json +++ /dev/null @@ -1,35 +0,0 @@ -{ - "dataset_config": "Port_Activity/W/short", - "num_series": 99, - "num_windows": 4, - "num_variates": 2, - "prediction_length": 13, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "W", - "seasonality": 1, - "context_length": 291, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 100.0, - "model": "ChakraTS", - "configuration": "chakra-ts-time" -} \ No newline at end of file diff --git a/results/ChakraTS/Port_Activity/W/short/metrics.npz b/results/ChakraTS/Port_Activity/W/short/metrics.npz deleted file mode 100644 index ab72138d5275e0f15dec27568961c36fca8fd79a..0000000000000000000000000000000000000000 --- a/results/ChakraTS/Port_Activity/W/short/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3d90facc74dad4574c25ce243f7c680a538eaaa1921bbe56d791f1f72eb7ca42 -size 47798 diff --git a/results/ChakraTS/Port_Activity/W/short/predictions.npz b/results/ChakraTS/Port_Activity/W/short/predictions.npz deleted file mode 100644 index e3036eb769946e253cb80bbfe76df78e4661433a..0000000000000000000000000000000000000000 --- a/results/ChakraTS/Port_Activity/W/short/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:26ea108566303013897c59c3c21d954e1606be8afb0af8376a6cb988ca009c90 -size 153533 diff --git a/results/ChakraTS/README.md b/results/ChakraTS/README.md deleted file mode 100644 index a1080bf6ddf2bc9450af8d946f4cd64d6e61b951..0000000000000000000000000000000000000000 --- a/results/ChakraTS/README.md +++ /dev/null @@ -1,10 +0,0 @@ -# ChakraTS on TIME - -Evaluation results of **ChakraTS** ([YHat Labs](https://yhatlabs.com), model card: https://huggingface.co/yhatlabs/ChakraTS) on all 98 TIME tasks (50 datasets, short / medium / long terms). - -- Zero-shot: a pretrained compound time-series model served through an API; no TIME data was used in training any part of it. -- Results are for the TIME configuration of ChakraTS (`chakra-ts-time`): univariate forecasting of every variate, full available context per window, nine quantiles (0.1 to 0.9). -- Files follow the TIME layout: `{dataset}/{freq}/{term}/{config.json, metrics.npz, predictions.npz}`, written with `timebench.evaluation.saver.save_window_predictions` at the benchmark settings (official `datasets.yaml` prediction lengths and test lengths). -- `scripts/compute_local_leaderboard.py` over this folder: MASE (norm.) 0.639, CRPS (norm.) 0.537. - -Contact: shubham@yhatlabs.com diff --git a/results/ChakraTS/SG_Carpark/15T/long/config.json b/results/ChakraTS/SG_Carpark/15T/long/config.json deleted file mode 100644 index 25acd7138e1a84395a5a865cb3dd31d198c2729b..0000000000000000000000000000000000000000 --- a/results/ChakraTS/SG_Carpark/15T/long/config.json +++ /dev/null @@ -1,35 +0,0 @@ -{ - "dataset_config": "SG_Carpark/15T/long", - "num_series": 354, - "num_windows": 1, - "num_variates": 1, - "prediction_length": 672, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "15T", - "seasonality": 96, - "context_length": 13823, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 1.0, - "model": "ChakraTS", - "configuration": "chakra-ts-time" -} \ No newline at end of file diff --git a/results/ChakraTS/SG_Carpark/15T/long/metrics.npz b/results/ChakraTS/SG_Carpark/15T/long/metrics.npz deleted file mode 100644 index 71af3335d52ce80f6d738fbdefdcb6c6934cfdab..0000000000000000000000000000000000000000 --- a/results/ChakraTS/SG_Carpark/15T/long/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:49c321374dce06163cfa87dc25696333c8abef935d3b2ec7d36d1ce393e3ba78 -size 22693 diff --git a/results/ChakraTS/SG_Carpark/15T/long/predictions.npz b/results/ChakraTS/SG_Carpark/15T/long/predictions.npz deleted file mode 100644 index 367ea38c71319d827a78ae308205d2a8b92fd6d2..0000000000000000000000000000000000000000 --- a/results/ChakraTS/SG_Carpark/15T/long/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:64577f1c875a83532eb82694d4e74df673a4b6512dd79c1b84a99e86f40f4648 -size 2770014 diff --git a/results/ChakraTS/SG_Carpark/15T/medium/config.json b/results/ChakraTS/SG_Carpark/15T/medium/config.json deleted file mode 100644 index b50f64a2d3d5210741d57eb875d4fcc28354eeed..0000000000000000000000000000000000000000 --- a/results/ChakraTS/SG_Carpark/15T/medium/config.json +++ /dev/null @@ -1,35 +0,0 @@ -{ - 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"dataset_config": "OpenElectricity_NEM/5T/medium", - "num_series": 1, - "num_windows": 42, - "num_variates": 10, - "prediction_length": 96, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "5T", - "seasonality": 288, - "context_length": 2048, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 1.0, - "model": "Fracast-0", - "release_horizon": 48, - "rollout_chunks": 2, - "rollout_feedback": "median_quantile", - "weights": "fp32" -} \ No newline at end of file diff --git a/results/Fracast-0/OpenElectricity_NEM/5T/medium/metrics.npz b/results/Fracast-0/OpenElectricity_NEM/5T/medium/metrics.npz deleted file mode 100644 index f879e4c3535b1eb9946a4e3e5d07c27438392254..0000000000000000000000000000000000000000 --- a/results/Fracast-0/OpenElectricity_NEM/5T/medium/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:ee47070532fa01418e007826322a662c4f9ba951bc7300d46964469a798eed4d -size 26362 diff --git a/results/Fracast-0/OpenElectricity_NEM/5T/medium/predictions.npz b/results/Fracast-0/OpenElectricity_NEM/5T/medium/predictions.npz deleted file mode 100644 index 3609fb81b76b7f7d46dd8b7890826b9c7e6e919b..0000000000000000000000000000000000000000 --- a/results/Fracast-0/OpenElectricity_NEM/5T/medium/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:405ef900448661938f54021b10158d364847f5dfeff8cfd163ac951d7033e9eb -size 590558 diff --git a/results/Fracast-0/OpenElectricity_NEM/5T/short/config.json b/results/Fracast-0/OpenElectricity_NEM/5T/short/config.json deleted file mode 100644 index d178d198035d0f0be5778b8cc01d80624ef40677..0000000000000000000000000000000000000000 --- a/results/Fracast-0/OpenElectricity_NEM/5T/short/config.json +++ /dev/null @@ -1,38 +0,0 @@ -{ - "dataset_config": "OpenElectricity_NEM/5T/short", - "num_series": 1, - "num_windows": 168, - "num_variates": 10, - "prediction_length": 24, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "5T", - "seasonality": 288, - "context_length": 2048, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 1.0, - "model": "Fracast-0", - "release_horizon": 48, - "rollout_chunks": 1, - "rollout_feedback": "median_quantile", - "weights": "fp32" -} \ No newline at end of file diff --git a/results/Fracast-0/OpenElectricity_NEM/5T/short/metrics.npz b/results/Fracast-0/OpenElectricity_NEM/5T/short/metrics.npz deleted file mode 100644 index 1fe416c726b5e5e7fdee6182c3bdcf8612d6a8ca..0000000000000000000000000000000000000000 --- a/results/Fracast-0/OpenElectricity_NEM/5T/short/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:40494de673685adea698831d9d942d87e738af530a56b70db9298042a05f5a75 -size 98431 diff --git a/results/Fracast-0/OpenElectricity_NEM/5T/short/predictions.npz b/results/Fracast-0/OpenElectricity_NEM/5T/short/predictions.npz deleted file mode 100644 index 8f8880dafcafc04f6e6d2ad50001e627c8344e86..0000000000000000000000000000000000000000 --- a/results/Fracast-0/OpenElectricity_NEM/5T/short/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:bd110af26404dea1222f888b600c7ae372d1aaa9a65fdfbc01745799e41d0c4d -size 593237 diff --git a/results/Fracast-0/Port_Activity/D/short/config.json b/results/Fracast-0/Port_Activity/D/short/config.json deleted file mode 100644 index cc3b63e0ecfbe00dfad6b21c810d1c102b04330f..0000000000000000000000000000000000000000 --- a/results/Fracast-0/Port_Activity/D/short/config.json +++ /dev/null @@ -1,38 +0,0 @@ -{ - "dataset_config": "Port_Activity/D/short", - "num_series": 99, - "num_windows": 12, - "num_variates": 2, - "prediction_length": 30, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "D", - "seasonality": 1, - "context_length": 2048, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 100.0, - "model": "Fracast-0", - "release_horizon": 48, - "rollout_chunks": 1, - "rollout_feedback": "median_quantile", - "weights": "fp32" -} \ No newline at end of file diff --git a/results/Fracast-0/Port_Activity/D/short/metrics.npz b/results/Fracast-0/Port_Activity/D/short/metrics.npz deleted file mode 100644 index ef2f5da9a1d5126249735c0b0b3928fa4cafba64..0000000000000000000000000000000000000000 --- a/results/Fracast-0/Port_Activity/D/short/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:2a1c4ae80d02669767549d63cba1f68b047eb5b20ad9c2a9395e0cb8d54b554a -size 141231 diff --git a/results/Fracast-0/Port_Activity/D/short/predictions.npz b/results/Fracast-0/Port_Activity/D/short/predictions.npz deleted file mode 100644 index d259b4dadca2810c6661c9d6aacaa7ccdfaf50e8..0000000000000000000000000000000000000000 --- a/results/Fracast-0/Port_Activity/D/short/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d2fa87d6b40928839e50ddd4fa98b96657786ac6ba2518f5911a075e67716bf1 -size 1147497 diff --git a/results/Fracast-0/Port_Activity/W/short/config.json b/results/Fracast-0/Port_Activity/W/short/config.json deleted file mode 100644 index 88ba5f447ad0ccb521c64603c064d00b31632872..0000000000000000000000000000000000000000 --- a/results/Fracast-0/Port_Activity/W/short/config.json +++ /dev/null @@ -1,38 +0,0 @@ -{ - "dataset_config": "Port_Activity/W/short", - "num_series": 99, - "num_windows": 4, - "num_variates": 2, - "prediction_length": 13, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "W", - "seasonality": 1, - "context_length": 2048, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 100.0, - "model": "Fracast-0", - "release_horizon": 48, - "rollout_chunks": 1, - "rollout_feedback": "median_quantile", - "weights": "fp32" -} \ No newline at end of file diff --git a/results/Fracast-0/Port_Activity/W/short/metrics.npz b/results/Fracast-0/Port_Activity/W/short/metrics.npz deleted file mode 100644 index 0d25688638a6068bf039ebcdce0ede065e89b9ac..0000000000000000000000000000000000000000 --- a/results/Fracast-0/Port_Activity/W/short/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:f35c8a8e0a5da4b5f921865f3faae50f7f0ad274112c977038ed7ff6e01e5dde -size 47817 diff --git a/results/Fracast-0/Port_Activity/W/short/predictions.npz b/results/Fracast-0/Port_Activity/W/short/predictions.npz deleted file mode 100644 index fe6fef7b8682f8db674156953101f7b929630841..0000000000000000000000000000000000000000 --- a/results/Fracast-0/Port_Activity/W/short/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:f36d16aa969b7498dd931035c8dd333c707228fc0f41de621b97d4e41882b786 -size 160113 diff --git a/results/Fracast-0/README.md b/results/Fracast-0/README.md deleted file mode 100644 index e67c3dc323760b4fb0a60b2a6d4925ba61a01af5..0000000000000000000000000000000000000000 --- a/results/Fracast-0/README.md +++ /dev/null @@ -1,21 +0,0 @@ -# Fracast-0 TIME submission - -This directory contains the 98 TIME benchmark task results for `Fracast-0`. - -## Evaluation settings - -- Model weights: `ztxtech/fracast-0`, FP32. -- Parameter count: 85,001. -- Evaluation device: Apple MPS; batch size: 512. -- Quantile levels: `[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]`. -- Released forecast head: 48 steps. -- Horizons longer than 48 steps: the local runner rolls the released head forward with median-quantile feedback. -- 47 of 98 tasks use this rollout path. - -Each task directory contains the official TIME saver outputs: -`config.json`, `metrics.npz`, and `predictions.npz`. The overall numbers were -aggregated by seasonal-naive normalization over `(dataset_id, horizon)` and a -geometric mean over MASE and CRPS. - -The long-horizon results are a local rollout evaluation and are not an -official leaderboard submission protocol claim. diff --git a/results/Fracast-0/SG_Carpark/15T/long/config.json b/results/Fracast-0/SG_Carpark/15T/long/config.json deleted file mode 100644 index fce91a69962cf6e482af2521562e26cc5ee4b8dc..0000000000000000000000000000000000000000 --- a/results/Fracast-0/SG_Carpark/15T/long/config.json +++ /dev/null @@ -1,38 +0,0 @@ -{ - "dataset_config": "SG_Carpark/15T/long", - "num_series": 354, - "num_windows": 1, - "num_variates": 1, - "prediction_length": 672, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "15T", - "seasonality": 96, - "context_length": 2048, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 1.0, - "model": "Fracast-0", - "release_horizon": 48, - "rollout_chunks": 14, - "rollout_feedback": "median_quantile", - "weights": "fp32" -} \ No newline at end of file diff --git a/results/Fracast-0/SG_Carpark/15T/long/metrics.npz b/results/Fracast-0/SG_Carpark/15T/long/metrics.npz deleted file mode 100644 index f456e6d56fc3624d23e4da58155c4b24d522b7a8..0000000000000000000000000000000000000000 --- a/results/Fracast-0/SG_Carpark/15T/long/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e7a13a8562b17b7c13d594397b5c4f68792d99ba04876f9052dc1780326542cf -size 22737 diff --git a/results/Fracast-0/SG_Carpark/15T/long/predictions.npz b/results/Fracast-0/SG_Carpark/15T/long/predictions.npz deleted file mode 100644 index 2cb88db66dbcd6d0911551f6b2940f1068ece721..0000000000000000000000000000000000000000 --- a/results/Fracast-0/SG_Carpark/15T/long/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1ed82ef7370c7a661310429b9da43651c333e572712409e2af588685c3454827 -size 2832614 diff --git a/results/Fracast-0/SG_Carpark/15T/medium/config.json b/results/Fracast-0/SG_Carpark/15T/medium/config.json deleted file mode 100644 index ee0b3b4b8cf67f94fb4f0b624426acafe6895b96..0000000000000000000000000000000000000000 --- a/results/Fracast-0/SG_Carpark/15T/medium/config.json +++ /dev/null @@ -1,38 +0,0 @@ -{ - "dataset_config": "SG_Carpark/15T/medium", - "num_series": 354, - "num_windows": 7, - "num_variates": 1, - "prediction_length": 96, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "15T", - "seasonality": 96, - "context_length": 2048, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 1.0, - "model": "Fracast-0", - "release_horizon": 48, - "rollout_chunks": 2, - "rollout_feedback": "median_quantile", - "weights": "fp32" -} \ No newline at end of file diff --git a/results/Fracast-0/SG_Carpark/15T/medium/metrics.npz b/results/Fracast-0/SG_Carpark/15T/medium/metrics.npz deleted file mode 100644 index ae63f5e81f240d2fe5b92664f0823650c78cc6ab..0000000000000000000000000000000000000000 --- a/results/Fracast-0/SG_Carpark/15T/medium/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:87c64432f3555ca0ed717f2bb29a9a73c0fd6c9991a3688e684731b3122f694d -size 145536 diff --git a/results/Fracast-0/SG_Carpark/15T/medium/predictions.npz b/results/Fracast-0/SG_Carpark/15T/medium/predictions.npz deleted file mode 100644 index 247e0936340e6b4b270d399619ae1569459dc6ed..0000000000000000000000000000000000000000 --- a/results/Fracast-0/SG_Carpark/15T/medium/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:7b9ff29beac55ae7d555b4454c347f197ac42287823c61e443d1a3908b4f0502 -size 2925043 diff --git a/results/Fracast-0/SG_Carpark/15T/short/config.json b/results/Fracast-0/SG_Carpark/15T/short/config.json deleted file mode 100644 index 6998ce686ae3a7e63ae86e5d52442b8575503b0e..0000000000000000000000000000000000000000 --- a/results/Fracast-0/SG_Carpark/15T/short/config.json +++ /dev/null @@ -1,38 +0,0 @@ -{ - "dataset_config": "SG_Carpark/15T/short", - "num_series": 354, - "num_windows": 42, - "num_variates": 1, - "prediction_length": 16, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "15T", - "seasonality": 96, - "context_length": 2048, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 1.0, - "model": "Fracast-0", - "release_horizon": 48, - "rollout_chunks": 1, - "rollout_feedback": "median_quantile", - "weights": "fp32" -} \ No newline at end of file diff --git a/results/Fracast-0/SG_Carpark/15T/short/metrics.npz b/results/Fracast-0/SG_Carpark/15T/short/metrics.npz deleted file mode 100644 index 1b026825200297184ecdc2a298c31642f62376e8..0000000000000000000000000000000000000000 --- a/results/Fracast-0/SG_Carpark/15T/short/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:4f6a6d42cb951c9257db8ba5d3f37270c0c4d79bc9f9c02845d43f1f7380bf74 -size 844072 diff --git a/results/Fracast-0/SG_Carpark/15T/short/predictions.npz b/results/Fracast-0/SG_Carpark/15T/short/predictions.npz deleted file mode 100644 index 2a7d2e3597e6e39b9f17ed3ee6981e7966b6a472..0000000000000000000000000000000000000000 --- a/results/Fracast-0/SG_Carpark/15T/short/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:649bf0cf45cdcff05f602dd6d52f737dae6b9b71b30b6ad9f6946c8ee643b9ba -size 2956389 diff --git a/results/Fracast-0/SG_PM25/H/long/config.json b/results/Fracast-0/SG_PM25/H/long/config.json deleted file mode 100644 index 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\ No newline at end of file diff --git a/results/Timestral-5M/current_velocity/5T/medium/metrics.npz b/results/Timestral-5M/current_velocity/5T/medium/metrics.npz deleted file mode 100644 index c042c8cbb0685ca068a9377c81fdb7e9f701f8f2..0000000000000000000000000000000000000000 --- a/results/Timestral-5M/current_velocity/5T/medium/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:182a07a18915b5328c289dc9af46f3c817166f4153b36c908342803ce74417a4 -size 7260 diff --git a/results/Timestral-5M/current_velocity/5T/medium/predictions.npz b/results/Timestral-5M/current_velocity/5T/medium/predictions.npz deleted file mode 100644 index c5d84ea973aefa440142aff7bff3b0a2d020354f..0000000000000000000000000000000000000000 --- a/results/Timestral-5M/current_velocity/5T/medium/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:23ab99a9c29d9e18865926170b92858991d26cb65d8d59f089c93ce1c03f478c -size 231338 diff 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1f6aabafb7c4029bbdf821e46a97a5ce83f7e241..0000000000000000000000000000000000000000 --- a/results/litespecformer/SG_Carpark/15T/medium/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:96be344f99bdf10b00e5f9bccf36e766b673d6e12d72f971294c342920ec7f44 -size 145328 diff --git a/results/litespecformer/SG_Carpark/15T/medium/predictions.npz b/results/litespecformer/SG_Carpark/15T/medium/predictions.npz deleted file mode 100644 index 36c21c9cac36e303e6c88e0d7974c623e4fd5fc2..0000000000000000000000000000000000000000 --- a/results/litespecformer/SG_Carpark/15T/medium/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:e20ef4000d27be8672f86182b8f65b94658dde339b592a535700e86e3ca94890 -size 2730495 diff --git a/results/litespecformer/SG_Carpark/15T/short/config.json b/results/litespecformer/SG_Carpark/15T/short/config.json deleted file mode 100644 index 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--- a/results/litespecformer/SG_PM25/H/long/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d8c8b11278e46b025440e21df0708859b2e066857af3620ccef94252f673d184 -size 5737 diff --git a/results/litespecformer/SG_PM25/H/long/predictions.npz b/results/litespecformer/SG_PM25/H/long/predictions.npz deleted file mode 100644 index 998ca0566044bbe7c2aff4bee34ea5b29226559c..0000000000000000000000000000000000000000 --- a/results/litespecformer/SG_PM25/H/long/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c6069afa20e7e64c3d020375aab78af03c48a599392bfa0191a1a117729b43e3 -size 135617 diff --git a/results/litespecformer/SG_PM25/H/medium/config.json b/results/litespecformer/SG_PM25/H/medium/config.json deleted file mode 100644 index 773229651c4dd58eb129982f26c892d62652ad35..0000000000000000000000000000000000000000 --- a/results/litespecformer/SG_PM25/H/medium/config.json +++ /dev/null @@ -1,37 +0,0 @@ -{ - "dataset_config": "SG_PM25/H/medium", - "num_series": 1, - "num_windows": 30, - "num_variates": 5, - "prediction_length": 72, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "H", - "seasonality": 24, - "context_length": 768, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 1.0, - "model": "litespecformer", - "model_id": "FlowVortex/LiteSpecFormer-1.0-36M", - "min_context_length": 64, - "to_univariate": true -} \ No newline at end of file diff --git a/results/litespecformer/SG_PM25/H/medium/metrics.npz b/results/litespecformer/SG_PM25/H/medium/metrics.npz deleted file mode 100644 index 827fbe0a9a9803ba4033bd90144e533524154497..0000000000000000000000000000000000000000 --- a/results/litespecformer/SG_PM25/H/medium/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:5c5f760d77cf9378be8698f95e86659e80279a3bac9222bcfe304580ab0666d0 -size 10653 diff --git a/results/litespecformer/SG_PM25/H/medium/predictions.npz b/results/litespecformer/SG_PM25/H/medium/predictions.npz deleted file mode 100644 index 377bcb4f9d2933f265f111973a41e00fc6ece1f1..0000000000000000000000000000000000000000 --- a/results/litespecformer/SG_PM25/H/medium/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:415a9c7020acf6d35c89a255c5565b6e20e3b84667c512db476aaf7b322d56e5 -size 147554 diff --git a/results/litespecformer/SG_PM25/H/short/config.json b/results/litespecformer/SG_PM25/H/short/config.json deleted file mode 100644 index 07bf313692ef41f308555b9d1607ee3c33c0c114..0000000000000000000000000000000000000000 --- a/results/litespecformer/SG_PM25/H/short/config.json +++ /dev/null @@ -1,37 +0,0 @@ -{ - "dataset_config": "SG_PM25/H/short", - "num_series": 1, - "num_windows": 92, - "num_variates": 5, - "prediction_length": 24, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "H", - "seasonality": 24, - "context_length": 768, - "metric_names": [ - "MSE", - "MAE", - "RMSE", - "MAPE", - "sMAPE", - "MASE", - "ND", - "CRPS" - ], - "prediction_scale_factor": 1.0, - "model": "litespecformer", - "model_id": "FlowVortex/LiteSpecFormer-1.0-36M", - "min_context_length": 64, - "to_univariate": true -} \ No newline at end of file diff --git a/results/litespecformer/SG_PM25/H/short/metrics.npz b/results/litespecformer/SG_PM25/H/short/metrics.npz deleted file mode 100644 index f2bdb7b8d0704f012269550c15f1ff201e05c988..0000000000000000000000000000000000000000 --- a/results/litespecformer/SG_PM25/H/short/metrics.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:115cba428436e31f2d18e2ecf19b07374652c99c5ec92da383b092d78516bb29 -size 28274 diff --git a/results/litespecformer/SG_PM25/H/short/predictions.npz b/results/litespecformer/SG_PM25/H/short/predictions.npz deleted file mode 100644 index c91da6cd013674914be70a73e7c33f1951f7b23c..0000000000000000000000000000000000000000 --- a/results/litespecformer/SG_PM25/H/short/predictions.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:b150476a7aadba3b2c5726d837fc86cb290d7b5be1f812e3e04ce6c9ad2df4a3 -size 156182 diff --git a/results/litespecformer/SG_Weather/D/long/config.json b/results/litespecformer/SG_Weather/D/long/config.json deleted file mode 100644 index 972937ddab6f857cdfa1c5bccc56d7f3ffcc11f0..0000000000000000000000000000000000000000 --- a/results/litespecformer/SG_Weather/D/long/config.json +++ /dev/null @@ -1,37 +0,0 @@ -{ - "dataset_config": "SG_Weather/D/long", - "num_series": 6, - "num_windows": 26, - "num_variates": 4, - "prediction_length": 14, - "num_quantiles": 9, - "quantile_levels": [ - 0.1, - 0.2, - 0.3, - 0.4, - 0.5, - 0.6, - 0.7, - 0.8, - 0.9 - ], - "freq": "D", - "seasonality": 1, 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