auto-notebook-creator / utils /notebook_utils.py
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Adding eda and rag as templates
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import os
import json
def replace_wildcards(
templates, wildcards, replacements, has_numeric_columns, has_categoric_columns
):
if len(wildcards) != len(replacements):
raise ValueError(
"The number of wildcards must match the number of replacements."
)
new_templates = []
for tmp in templates:
if "type" in tmp and tmp["type"] == "numeric" and not has_numeric_columns:
continue
if "type" in tmp and tmp["type"] == "categoric" and not has_categoric_columns:
continue
tmp_text = tmp["source"].strip()
for wildcard, replacement in zip(wildcards, replacements):
tmp_text = tmp_text.replace(wildcard, replacement)
new_templates.append({"cell_type": tmp["cell_type"], "source": tmp_text})
return new_templates
def load_json_files_from_folder(folder_path):
components = {}
for filename in os.listdir(folder_path):
if filename.endswith(".json"):
file_path = os.path.join(folder_path, filename)
with open(file_path, "r") as json_file:
data = json.load(json_file)
components[data["notebook_title"]] = data
return components