From da567f07fe51447492840e8356660757ebf6814a Mon Sep 17 00:00:00 2001 From: vijaye12 Date: Thu, 14 Nov 2024 00:48:34 -0500 Subject: [PATCH] foundts comparison --- .../combined_avg_results-ttm-a.csv | 10 +++ .../combined_avg_results-ttm-b1.csv | 10 +++ .../combined_avg_results-ttm-b2.csv | 10 +++ .../combined_avg_results-ttm-e.csv | 10 +++ .../combined_results-ttm-a.csv | 37 +++++++++ .../combined_results-ttm-b1.csv | 37 +++++++++ .../combined_results-ttm-b2.csv | 37 +++++++++ .../combined_results-ttm-e.csv | 37 +++++++++ .../foundts_zeroshot_corrected_view.jpg | Bin 0 -> 525112 bytes .../foundts_zeroshot_corrected_view_avg.jpg | Bin 0 -> 250609 bytes .../foundts_leaderboard/readme.md | 49 ++++++++++++ .../foundts_leaderboard/ttm-a-1536.sh | 12 +++ .../foundts_leaderboard/ttm-b1-512.sh | 13 ++++ .../foundts_leaderboard/ttm-b2-512.sh | 12 +++ .../foundts_leaderboard/ttm-e-1024.sh | 12 +++ .../ttm_full_benchmarking.py | 72 +++++++++++------- .../models/tinytimemixer/utils/ttm_args.py | 33 ++++++++ .../resources/data_config/exchange.yaml | 21 +++++ tsfm_public/resources/data_config/solar.yaml | 20 +++++ tsfm_public/resources/data_config/zafnoo.yaml | 20 +++++ 20 files changed, 424 insertions(+), 28 deletions(-) create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-a.csv create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-b1.csv create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-b2.csv create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-e.csv create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-a.csv create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-b1.csv create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-b2.csv create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-e.csv create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/foundts_zeroshot_corrected_view.jpg create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/foundts_zeroshot_corrected_view_avg.jpg create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/readme.md create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-a-1536.sh create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-b1-512.sh create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-b2-512.sh create mode 100644 notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-e-1024.sh create mode 100644 tsfm_public/resources/data_config/exchange.yaml create mode 100644 tsfm_public/resources/data_config/solar.yaml create mode 100644 tsfm_public/resources/data_config/zafnoo.yaml diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-a.csv b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-a.csv new file mode 100644 index 00000000..75e7d6aa --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-a.csv @@ -0,0 +1,10 @@ +dataset,CL,zs_mse,fs5_mse +etth1,1536,0.396, +etth2,1536,0.338, +ettm1,1536,0.366, +ettm2,1536,0.256, +weather,1536,0.226, +electricity,1536,0.196, +traffic,1536,0.505, +exchange,1536,0.356, +zafnoo,1536,0.505, diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-b1.csv b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-b1.csv new file mode 100644 index 00000000..d80c299c --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-b1.csv @@ -0,0 +1,10 @@ +dataset,CL,zs_mse,fs5_mse +etth1,512,0.394, +etth2,512,0.345, +ettm1,512,0.386, +ettm2,512,0.281, +weather,512,0.237, +electricity,512,0.205, +traffic,512,0.564, +exchange,512,0.438, +zafnoo,512,0.527, diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-b2.csv b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-b2.csv new file mode 100644 index 00000000..a02596f8 --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-b2.csv @@ -0,0 +1,10 @@ +dataset,CL,zs_mse,fs5_mse +etth1,512,0.407, +etth2,512,0.356, +ettm1,512,0.392, +ettm2,512,0.288, +weather,512,0.23, +electricity,512,0.212, +traffic,512,0.561, +exchange,512,0.387, +zafnoo,512,0.517, diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-e.csv b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-e.csv new file mode 100644 index 00000000..904b0eab --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_avg_results-ttm-e.csv @@ -0,0 +1,10 @@ +dataset,CL,zs_mse,fs5_mse +etth1,1024,0.405, +etth2,1024,0.34, +ettm1,1024,0.39, +ettm2,1024,0.274, +weather,1024,0.227, +electricity,1024,0.198, +traffic,1024,0.518, +exchange,1024,0.404, +zafnoo,1024,0.496, diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-a.csv b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-a.csv new file mode 100644 index 00000000..16518a62 --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-a.csv @@ -0,0 +1,37 @@ +dataset,CL,FL,zs_mse,fs5_mse +etth1,1536,96,0.357, +etth1,1536,192,0.386, +etth1,1536,336,0.405, +etth1,1536,720,0.435, +etth2,1536,96,0.274, +etth2,1536,192,0.331, +etth2,1536,336,0.356, +etth2,1536,720,0.392, +ettm1,1536,96,0.327, +ettm1,1536,192,0.353, +ettm1,1536,336,0.387, +ettm1,1536,720,0.399, +ettm2,1536,96,0.168, +ettm2,1536,192,0.231, +ettm2,1536,336,0.276, +ettm2,1536,720,0.35, +weather,1536,96,0.15, +weather,1536,192,0.192, +weather,1536,336,0.248, +weather,1536,720,0.316, +electricity,1536,96,0.155, +electricity,1536,192,0.178, +electricity,1536,336,0.197, +electricity,1536,720,0.253, +traffic,1536,96,0.463, +traffic,1536,192,0.488, +traffic,1536,336,0.504, +traffic,1536,720,0.566, +exchange,1536,96,0.092, +zafnoo,1536,96,0.425, +exchange,1536,192,0.185, +zafnoo,1536,192,0.473, +exchange,1536,336,0.385, +zafnoo,1536,336,0.518, +exchange,1536,720,0.761, +zafnoo,1536,720,0.604, diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-b1.csv b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-b1.csv new file mode 100644 index 00000000..e3f9cf37 --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-b1.csv @@ -0,0 +1,37 @@ +dataset,CL,FL,zs_mse,fs5_mse +etth1,512,96,0.364, +etth1,512,192,0.386, +etth1,512,336,0.404, +etth1,512,720,0.424, +etth2,512,96,0.277, +etth2,512,192,0.334, +etth2,512,336,0.362, +etth2,512,720,0.408, +ettm1,512,96,0.322, +ettm1,512,192,0.376, +ettm1,512,336,0.407, +ettm1,512,720,0.439, +ettm2,512,96,0.171, +ettm2,512,192,0.238, +ettm2,512,336,0.304, +ettm2,512,720,0.41, +weather,512,96,0.158, +weather,512,192,0.206, +weather,512,336,0.256, +weather,512,720,0.328, +electricity,512,96,0.166, +electricity,512,192,0.191, +electricity,512,336,0.207, +electricity,512,720,0.255, +traffic,512,96,0.514, +traffic,512,192,0.544, +traffic,512,336,0.575, +traffic,512,720,0.622, +exchange,512,96,0.116, +zafnoo,512,96,0.436, +exchange,512,192,0.253, +zafnoo,512,192,0.503, +exchange,512,336,0.428, +zafnoo,512,336,0.558, +exchange,512,720,0.954, +zafnoo,512,720,0.611, diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-b2.csv b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-b2.csv new file mode 100644 index 00000000..be0f86d4 --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-b2.csv @@ -0,0 +1,37 @@ +dataset,CL,FL,zs_mse,fs5_mse +etth1,512,96,0.363, +etth1,512,192,0.387, +etth1,512,336,0.402, +etth1,512,720,0.475, +etth2,512,96,0.276, +etth2,512,192,0.346, +etth2,512,336,0.385, +etth2,512,720,0.419, +ettm1,512,96,0.338, +ettm1,512,192,0.38, +ettm1,512,336,0.402, +ettm1,512,720,0.446, +ettm2,512,96,0.176, +ettm2,512,192,0.246, +ettm2,512,336,0.324, +ettm2,512,720,0.406, +weather,512,96,0.15, +weather,512,192,0.195, +weather,512,336,0.256, +weather,512,720,0.319, +electricity,512,96,0.18, +electricity,512,192,0.194, +electricity,512,336,0.213, +electricity,512,720,0.26, +traffic,512,96,0.518, +traffic,512,192,0.538, +traffic,512,336,0.571, +traffic,512,720,0.617, +exchange,512,96,0.094, +zafnoo,512,96,0.431, +exchange,512,192,0.189, +zafnoo,512,192,0.488, +exchange,512,336,0.315, +zafnoo,512,336,0.548, +exchange,512,720,0.949, +zafnoo,512,720,0.602, diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-e.csv b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-e.csv new file mode 100644 index 00000000..ccdd522f --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/combined_results-ttm-e.csv @@ -0,0 +1,37 @@ +dataset,CL,FL,zs_mse,fs5_mse +etth1,1024,96,0.359, +etth1,1024,192,0.389, +etth1,1024,336,0.409, +etth1,1024,720,0.462, +etth2,1024,96,0.269, +etth2,1024,192,0.331, +etth2,1024,336,0.359, +etth2,1024,720,0.402, +ettm1,1024,96,0.337, +ettm1,1024,192,0.387, +ettm1,1024,336,0.411, +ettm1,1024,720,0.427, +ettm2,1024,96,0.176, +ettm2,1024,192,0.239, +ettm2,1024,336,0.29, +ettm2,1024,720,0.391, +weather,1024,96,0.15, +weather,1024,192,0.195, +weather,1024,336,0.245, +weather,1024,720,0.318, +electricity,1024,96,0.158, +electricity,1024,192,0.181, +electricity,1024,336,0.196, +electricity,1024,720,0.255, +traffic,1024,96,0.474, +traffic,1024,192,0.496, +traffic,1024,336,0.521, +traffic,1024,720,0.581, +exchange,1024,96,0.092, +zafnoo,1024,96,0.417, +exchange,1024,192,0.211, +zafnoo,1024,192,0.469, +exchange,1024,336,0.413, +zafnoo,1024,336,0.509, +exchange,1024,720,0.901, +zafnoo,1024,720,0.591, diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/foundts_zeroshot_corrected_view.jpg 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LEADERBOARD TEAM + + + +- [FoundTS-Leaderboard](https://arxiv.org/abs/2410.11802) provides a general benchmarking framework for zero-shot and few-shot forecasting using time-series foundation models. +- Thanks to the authors of the paper for providing this benchmarking system which is very essential in the current literature space. +- However, we observe that the TTM numbers reported as part of the benchmarking is not computed correctly. Hence we are sharing the scripts here to rightly run the TTM models on the benchmarked datasets (ETTH1, ETTH2, ETTM1, ETTM2, Weather, Traffic, Electricity, Zafnoo, Exchange). Please note that, Solar dataset is used as part of the TTM pretraining. Hence TTM's results on Solar is extremely good and should not be considered for Zero-shot evaluation. Likewise, Weather and Electricity is part of TimesFM pretraining data and Traffic is part of both TimesFM and Moirai. Hence, we should exclude these results in zero/few-shot comparisons. +- Since TTM requires atleast 512 time-points in the context length, we ignore short-context length datasets such as ILI, NASDAQ, NN5, Wike2000 where TTM cannot be applied currently. +- We request the authors to update their benchmarking/leaderboard table accordingly. +- As per the below zeroshot results, TTM outperform most of the datasets by a good margin. + + + +# Updated Zeroshot FoundTS Table with correct TTM numbers + +![fig1](foundts_zeroshot_corrected_view.jpg) +![fig2](foundts_zeroshot_corrected_view_avg.jpg) + + +# Steps to reproduce + +## Fetching the data +The evaluation data can be downloaded from any of the previous time-series github repos like autoformer or timesnet or informer or foundTS repo. [Sample download link](https://drive.google.com/drive/folders/1vE0ONyqPlym2JaaAoEe0XNDR8FS_d322). The ETT datasets can also be downloaded from [ETT-Github-Repository](https://github.com/zhouhaoyi/ETDataset). + +Download and save the datasets in a directory. For example, in `data_root_path`. + +CSVs of each data should reside in location `data_root_path/$dataset_name/$dataset_name.csv` for our data utils to process them automatically. + + + +## Running the scripts + +1. In terminal, run `sh ttm-a-1536.sh` +2. Run `summarize_results.py`. For example, + +``` +sh ttm-a-1536.sh data_root_path/ +python summarize_results.py -rd=results-ttm-a/ +``` + +It will run all benchmarking and dump the results. The dumped results are available in the CSV files. + +## Different TTM Models: +- TTM-B1: Refers to TTM results with 512 context length and frequency prefix tuning enabled: `ttm-b1-512.sh` +- TTM-B2: Refers to TTM results with 512 context length: `ttm-b1-512.sh` +- TTM-E: Refers to TTM results with 1024 context length: `ttm-b1-512.sh` +- TTM-A: Refers to TTM results with 1536 context length: `ttm-b1-512.sh` + + diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-a-1536.sh b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-a-1536.sh new file mode 100644 index 00000000..d6830dad --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-a-1536.sh @@ -0,0 +1,12 @@ +data_root_path=$1 +for cl in 1536; do + for fl in 96 192 336 720; do + python ../ttm_full_benchmarking.py --context_length $cl --forecast_length $fl --num_epochs 50 --num_workers 16 \ + --hf_model_path ibm-granite/granite-timeseries-ttm-r2 \ + --data_root_path $data_root_path \ + --fewshot 0 \ + --plot 0 \ + --datasets etth1,etth2,ettm1,ettm2,weather,electricity,traffic,exchange,zafnoo \ + --save_dir results-ttm-a/ + done; +done; diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-b1-512.sh b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-b1-512.sh new file mode 100644 index 00000000..7d69296f --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-b1-512.sh @@ -0,0 +1,13 @@ +data_root_path=$1 +for cl in 512; do + for fl in 96 192 336 720; do + python ../ttm_full_benchmarking.py --context_length $cl --forecast_length $fl --num_epochs 50 --num_workers 16 \ + --hf_model_path ibm/ttm-research-r2 \ + --data_root_path $data_root_path \ + --fewshot 0 \ + --plot 0 \ + --enable_prefix_tuning 1 \ + --datasets etth1,etth2,ettm1,ettm2,weather,electricity,traffic,exchange,zafnoo \ + --save_dir results-ttm-b1/ + done; +done; diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-b2-512.sh b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-b2-512.sh new file mode 100644 index 00000000..60a2e130 --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-b2-512.sh @@ -0,0 +1,12 @@ +data_root_path=$1 +for cl in 512; do + for fl in 96 192 336 720; do + python ../ttm_full_benchmarking.py --context_length $cl --forecast_length $fl --num_epochs 50 --num_workers 16 \ + --hf_model_path ibm-granite/granite-timeseries-ttm-r2 \ + --data_root_path $data_root_path \ + --fewshot 0 \ + --plot 0 \ + --datasets etth1,etth2,ettm1,ettm2,weather,electricity,traffic,exchange,zafnoo \ + --save_dir results-ttm-b2/ + done; +done; diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-e-1024.sh b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-e-1024.sh new file mode 100644 index 00000000..b43d6f74 --- /dev/null +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/foundts_leaderboard/ttm-e-1024.sh @@ -0,0 +1,12 @@ +data_root_path=$1 +for cl in 1024; do + for fl in 96 192 336 720; do + python ../ttm_full_benchmarking.py --context_length $cl --forecast_length $fl --num_epochs 50 --num_workers 16 \ + --hf_model_path ibm-granite/granite-timeseries-ttm-r2 \ + --data_root_path $data_root_path \ + --fewshot 0 \ + --plot 0 \ + --datasets etth1,etth2,ettm1,ettm2,weather,electricity,traffic,exchange,zafnoo \ + --save_dir results-ttm-e/ + done; +done; diff --git a/notebooks/hfdemo/tinytimemixer/full_benchmarking/ttm_full_benchmarking.py b/notebooks/hfdemo/tinytimemixer/full_benchmarking/ttm_full_benchmarking.py index 32539261..776d8911 100644 --- a/notebooks/hfdemo/tinytimemixer/full_benchmarking/ttm_full_benchmarking.py +++ b/notebooks/hfdemo/tinytimemixer/full_benchmarking/ttm_full_benchmarking.py @@ -62,15 +62,25 @@ print(f"{'*' * 20} Pre-training a TTM for context len = {CONTEXT_LENGTH}, forecast len = {FORECAST_LENGTH} {'*' * 20}") ## List of benchmark datasets (TTM was not pre-trained on any of these) -list_datasets = [ - "etth1", - "etth2", - "ettm1", - "ettm2", - "weather", - "electricity", - "traffic", -] + +if args.datasets is None: + list_datasets = [ + "etth1", + "etth2", + "ettm1", + "ettm2", + "weather", + "electricity", + "traffic", + # "exchange", + # "zafnoo", + # "solar" # please note that, solar is part of TTM pre-training. + # # But, adding here to do in-distribution testing. + # # solar results should be ignored for TTM for zero-shot ranking. + ] + +else: + list_datasets = [dataset.strip() for dataset in args.datasets.split(",")] all_results = { @@ -135,15 +145,17 @@ print("+" * 60) # Plot - plot_predictions( - model=zeroshot_trainer.model, - dset=dset_test, - plot_dir=SUBDIR, - num_plots=10, - plot_prefix="test_zeroshot", - channel=0, - ) - plt.close() + + if args.plot: + plot_predictions( + model=zeroshot_trainer.model, + dset=dset_test, + plot_dir=SUBDIR, + num_plots=10, + plot_prefix="test_zeroshot", + channel=0, + ) + plt.close() # write results all_results["dataset"].append(DATASET) @@ -159,6 +171,8 @@ ## Use the pretrained model in few-shot 5% and 10% forecasting # ################################################################ try: + if args.fewshot == 0: + raise Exception("fewshot is not enabled") for fewshot_percent in [5]: # Set learning rate learning_rate = None # `None` value indicates that the optimal_lr_finder() will be used @@ -280,22 +294,24 @@ print(fewshot_output) print("+" * 60) - # Plot - plot_predictions( - model=finetune_forecast_trainer.model, - dset=dset_test, - plot_dir=SUBDIR, - num_plots=10, - plot_prefix=f"test_fewshot_{fewshot_percent}", - channel=0, - ) - plt.close() + if args.plot: + # Plot + plot_predictions( + model=finetune_forecast_trainer.model, + dset=dset_test, + plot_dir=SUBDIR, + num_plots=10, + plot_prefix=f"test_fewshot_{fewshot_percent}", + channel=0, + ) + plt.close() # write results all_results[f"fs{fewshot_percent}_mse"].append(fewshot_output["eval_loss"]) except Exception as e: print(f"Reason for exception: {e}") + fewshot_percent = 5 # write dummy results all_results[f"fs{fewshot_percent}_mse"].append(np.nan) diff --git a/tsfm_public/models/tinytimemixer/utils/ttm_args.py b/tsfm_public/models/tinytimemixer/utils/ttm_args.py index c9b1ff1d..51de376f 100644 --- a/tsfm_public/models/tinytimemixer/utils/ttm_args.py +++ b/tsfm_public/models/tinytimemixer/utils/ttm_args.py @@ -155,6 +155,39 @@ def get_ttm_args(): help="Hugginface model card path.", ) + parser.add_argument( + "--datasets", + type=str, + default=None, + help="List of datasets, comma separated", + ) + + parser.add_argument( + "--zeroshot", + "-zs", + type=int, + required=False, + default=1, + help="Run Zeroshot", + ) + + parser.add_argument( + "--fewshot", + "-fs", + type=int, + required=False, + default=1, + help="Run Zeroshot", + ) + + parser.add_argument( + "--plot", + type=int, + required=False, + default=1, + help="Enable plotting", + ) + # Parsing the arguments args = parser.parse_args() args.early_stopping = int_to_bool(args.early_stopping) diff --git a/tsfm_public/resources/data_config/exchange.yaml b/tsfm_public/resources/data_config/exchange.yaml new file mode 100644 index 00000000..2f61cddc --- /dev/null +++ b/tsfm_public/resources/data_config/exchange.yaml @@ -0,0 +1,21 @@ +data_file: Exchange.csv +data_path: Exchange +id_columns: ["cols"] +timestamp_column: date +target_columns: ["data"] +observable_columns: [] +control_columns: [] +conditional_columns: [] +static_categorical_columns: [] +freq: 1d + +scale: + scaling: True + scaler_type: standard + +encode_categorical: False + +split: + train: 0.7 + test: 0.2 + diff --git a/tsfm_public/resources/data_config/solar.yaml b/tsfm_public/resources/data_config/solar.yaml new file mode 100644 index 00000000..2b73964d --- /dev/null +++ b/tsfm_public/resources/data_config/solar.yaml @@ -0,0 +1,20 @@ +data_file: Solar.csv +data_path: Solar +id_columns: ["cols"] +timestamp_column: date +target_columns: ["data"] +observable_columns: [] +control_columns: [] +conditional_columns: [] +static_categorical_columns: [] +freq: 10min + +scale: + scaling: True + scaler_type: standard + +encode_categorical: False + +split: + train: 0.7 + test: 0.2 \ No newline at end of file diff --git a/tsfm_public/resources/data_config/zafnoo.yaml b/tsfm_public/resources/data_config/zafnoo.yaml new file mode 100644 index 00000000..ec94afb2 --- /dev/null +++ b/tsfm_public/resources/data_config/zafnoo.yaml @@ -0,0 +1,20 @@ +data_file: ZafNoo.csv +data_path: ZafNoo +id_columns: ["cols"] +timestamp_column: date +target_columns: ["data"] +observable_columns: [] +control_columns: [] +conditional_columns: [] +static_categorical_columns: [] +freq: 30min + +scale: + scaling: True + scaler_type: standard + +encode_categorical: False + +split: + train: 0.7 + test: 0.2