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@@ -135,9 +135,9 @@ def get_all_folders(models, exclude) -> dict:
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# function to get all the files under the model folder
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def get_all_files(folder_path) -> (str, str):
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yaml_path = str(Path(f"{folder_path}") / "*.yaml")
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req_path = str(Path(f"{folder_path}") / "*.txt")
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def get_all_files(folder_path, dataset) -> (str, str):
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yaml_path = str(Path(f"{folder_path}") / f"*{dataset}*.yaml")
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req_path = str(Path(f"{folder_path}") / f"*{dataset}*.txt")
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return glob.glob(yaml_path)[0], glob.glob(req_path)[0]
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@@ -191,7 +191,7 @@ def gen_and_save_md_table(metrics):
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# function to run the all the models
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@only_allow_defined_args
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def run(times=1, models=None, exclude=False):
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def run(times=1, models=None, dataset='Alpha360', exclude=False):
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"""
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Please be aware that this function can only work under Linux. MacOS and Windows will be supported in the future.
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Any PR to enhance this method is highly welcomed.
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@@ -204,6 +204,8 @@ def run(times=1, models=None, exclude=False):
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determines the specific model or list of models to run or exclude.
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exclude : boolean
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determines whether the model being used is excluded or included.
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dataset : str
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determines the dataset to be used for each model.
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Usage:
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-------
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@@ -217,13 +219,16 @@ def run(times=1, models=None, exclude=False):
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# Case 2 - run specific models multiple times
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python run_all_model.py 3 mlp
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# Case 3 - run other models except those are given as arguments for multiple times
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python run_all_model.py 3 [mlp,tft,lstm] True
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# Case 3 - run specific models multiple times with specific dataset
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python run_all_model.py 3 mlp Alpha158
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# Case 4 - run specific models for one time
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# Case 4 - run other models except those are given as arguments for multiple times
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python run_all_model.py 3 [mlp,tft,lstm] --exclude=True
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# Case 5 - run specific models for one time
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python run_all_model.py --models=[mlp,lightgbm]
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# Case 5 - run other models except those are given as aruments for one time
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# Case 6 - run other models except those are given as aruments for one time
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python run_all_model.py --models=[mlp,tft,sfm] --exclude=True
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"""
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@@ -237,7 +242,7 @@ def run(times=1, models=None, exclude=False):
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env_path, python_path, conda_activate = create_env()
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# get all files
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sys.stderr.write("Retrieving files...\n")
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yaml_path, req_path = get_all_files(folders[fn])
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yaml_path, req_path = get_all_files(folders[fn], dataset)
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sys.stderr.write("\n")
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# install requirements.txt
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sys.stderr.write("Installing requirements.txt...\n")
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@@ -291,7 +296,8 @@ def run(times=1, models=None, exclude=False):
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pprint(errors)
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sys.stderr.write("\n")
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# move results folder
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shutil.move(exp_path, exp_path + f"_{datetime.now().strftime('%Y-%m-%d_%H:%M:%S')}")
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shutil.move(exp_path, exp_path + f"_{dataset}_{datetime.now().strftime('%Y-%m-%d_%H:%M:%S')}")
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shutil.move("table.md", f"table_{dataset}_{datetime.now().strftime('%Y-%m-%d_%H:%M:%S')}.md")
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if __name__ == "__main__":
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@@ -2,7 +2,7 @@
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# Licensed under the MIT License.
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__version__ = "0.6.0"
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__version__ = "0.6.0.dev"
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import os
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@@ -1,25 +0,0 @@
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requests==2.22.0
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six==1.14.0
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lxml==4.5.0
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statsmodels==0.12.0
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pandas==1.1.2
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matplotlib==3.3.2
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scipy==1.3.3
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numpy==1.17.4
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Cython==0.29.21
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fire==0.3.1
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gevent_socketio==0.3.6
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hyperopt==0.2.4
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lightgbm==3.0.0
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loguru==0.5.3
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plotly==4.10.0
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pymongo==3.11.0
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PyYAML==5.3.1
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redis==3.5.3
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redis_lock==0.2.0
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sacred==0.8.1
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scikit_learn==0.23.2
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torch==1.6.0
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tqdm==4.49.0
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yahooquery==2.2.7
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mlflow==1.12.1
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