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Sean-Case
Model export changed to safetensors. Improved representational model function. Got zero shot topic modelling working
4cfed8e
import os | |
import zipfile | |
import re | |
import pandas as pd | |
import gradio as gr | |
import gzip | |
import pickle | |
def detect_file_type(filename): | |
"""Detect the file type based on its extension.""" | |
if (filename.endswith('.csv')) | (filename.endswith('.csv.gz')) | (filename.endswith('.zip')): | |
return 'csv' | |
elif filename.endswith('.xlsx'): | |
return 'xlsx' | |
elif filename.endswith('.parquet'): | |
return 'parquet' | |
elif filename.endswith('.pkl.gz'): | |
return 'pkl.gz' | |
else: | |
raise ValueError("Unsupported file type.") | |
def read_file(filename): | |
"""Read the file based on its detected type.""" | |
file_type = detect_file_type(filename) | |
print("Loading in file") | |
if file_type == 'csv': | |
file = pd.read_csv(filename, low_memory=False).reset_index().drop(["index", "Unnamed: 0"], axis=1, errors="ignore") | |
elif file_type == 'xlsx': | |
file = pd.read_excel(filename).reset_index().drop(["index", "Unnamed: 0"], axis=1, errors="ignore") | |
elif file_type == 'parquet': | |
file = pd.read_parquet(filename).reset_index().drop(["index", "Unnamed: 0"], axis=1, errors="ignore") | |
elif file_type == 'pkl.gz': | |
with gzip.open(filename, 'rb') as file: | |
file = pickle.load(file) | |
#file = pd.read_pickle(filename) | |
print("File load complete") | |
return file | |
def put_columns_in_df(in_file, in_bm25_column): | |
''' | |
When file is loaded, update the column dropdown choices and change 'clean data' dropdown option to 'no'. | |
''' | |
file_list = [string.name for string in in_file] | |
data_file_names = [string.lower() for string in file_list if "npz" not in string.lower()] | |
data_file_name = data_file_names[0] | |
new_choices = [] | |
concat_choices = [] | |
df = read_file(data_file_name) | |
new_choices = list(df.columns) | |
concat_choices.extend(new_choices) | |
return gr.Dropdown(choices=concat_choices), gr.Dropdown(choices=concat_choices), df | |
def get_file_path_end(file_path): | |
# First, get the basename of the file (e.g., "example.txt" from "/path/to/example.txt") | |
basename = os.path.basename(file_path) | |
# Then, split the basename and its extension and return only the basename without the extension | |
filename_without_extension, _ = os.path.splitext(basename) | |
#print(filename_without_extension) | |
return filename_without_extension | |
def get_file_path_end_with_ext(file_path): | |
match = re.search(r'(.*[\/\\])?(.+)$', file_path) | |
filename_end = match.group(2) if match else '' | |
return filename_end | |
def dummy_function(in_colnames): | |
""" | |
A dummy function that exists just so that dropdown updates work correctly. | |
""" | |
return None | |
# Zip the above to export file | |
def zip_folder(folder_path, output_zip_file): | |
# Create a ZipFile object in write mode | |
with zipfile.ZipFile(output_zip_file, 'w', zipfile.ZIP_DEFLATED) as zipf: | |
# Walk through the directory | |
for root, dirs, files in os.walk(folder_path): | |
for file in files: | |
# Create a complete file path | |
file_path = os.path.join(root, file) | |
# Add file to the zip file | |
# The arcname argument sets the archive name, i.e., the name within the zip file | |
zipf.write(file_path, arcname=os.path.relpath(file_path, folder_path)) | |
def delete_files_in_folder(folder_path): | |
# Check if the folder exists | |
if not os.path.exists(folder_path): | |
print(f"The folder {folder_path} does not exist.") | |
return | |
# Iterate over all files in the folder and remove each | |
for filename in os.listdir(folder_path): | |
file_path = os.path.join(folder_path, filename) | |
try: | |
if os.path.isfile(file_path) or os.path.islink(file_path): | |
os.unlink(file_path) | |
else: | |
print(f"Skipping {file_path} as it is a directory") | |
except Exception as e: | |
print(f"Failed to delete {file_path}. Reason: {e}") |