Missing data file when trying to reproduce results
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Hi Yusuf and Kexin!
Thanks for developing the great tool! I'm trying to reproduce the result in Fig. 2f of the manuscript. According to the instructions, I'm trying to run the paper/fig2_train.py
script, but the following error was thrown:
Traceback (most recent call last):
File "fig2_train.py", line 63, in <module>
gears_model.model_initialize(hidden_size = 64, no_perturb = no_perturb, go_path = go_path)
File "<REDACTED>/GEARS_misc/paper/../gears/gears.py", line 147, in model_initialize
edge_list = get_similarity_network(network_type = 'go', adata = self.adata, threshold = coexpress_threshold, k = num_similar_genes_go_graph, gene_list = self.pert_list, data_path = self.data_path, data_name = self.dataset_name, split = self.split, seed = self.seed, train_gene_set_size = self.train_gene_set_size,
set2conditions = self.set2conditions, gi_go = self.gi_go, dataset = go_path)
File "<REDACTED>/GEARS_misc/paper/../gears/utils.py", line 169, in get_similarity_network
df_jaccard = pd.read_csv('/dfs/user/kexinh/gears2/go_essential_all.csv')
File "<REDACTED>/GEARS_misc/paper/conda/lib/python3.8/site-packages/pandas/io/parsers/readers.py", line 912, in read_csv
return _read(filepath_or_buffer, kwds)
File "<REDACTED>/GEARS_misc/paper/conda/lib/python3.8/site-packages/pandas/io/parsers/readers.py", line 577, in _read
parser = TextFileReader(filepath_or_buffer, **kwds)
File "<REDACTED>/GEARS_misc/paper/conda/lib/python3.8/site-packages/pandas/io/parsers/readers.py", line 1407, in __init__
self._engine = self._make_engine(f, self.engine)
File "<REDACTED>/GEARS_misc/paper/conda/lib/python3.8/site-packages/pandas/io/parsers/readers.py", line 1661, in _make_engine
self.handles = get_handle(
File "<REDACTED>/GEARS_misc/paper/conda/lib/python3.8/site-packages/pandas/io/common.py", line 859, in get_handle
handle = open(
FileNotFoundError: [Errno 2] No such file or directory: '/dfs/user/kexinh/gears2/go_essential_all.csv'
This I believe is the line where the error was raised. It seems that there are some hard-coded file paths that have not been provided in either yhr91/GEARS_misc
or snap-stanford/GEARS
. Could you help point me to where I can obtain these files so that I might be able to reproduce the result in the paper?
Best!
Zhi-Jie
Sorry for the long delay in getting back. I somehow didn't get notified about this issue.
There were some issues with the new version of GEARS that don't require the inputs that were originally provided in that training script. I've updated that script (fig2_train.py) with the latest version of the code and now it should work.
Let me know if you have any other questions