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import os
import yaml
import json
from pathlib import Path
import streamlit as st
from compliance_analysis import check_overall_compliance_ui
def compliance_analysis(cards):
dispositive_variables = check_overall_compliance_ui(cards)
return dispositive_variables
def load_yaml(file_path):
with open(file_path, 'r') as file:
return yaml.safe_load(file)
def load_yaml_files_from_directory(directory_path):
yaml_files = []
for file_name in os.listdir(directory_path):
if file_name.endswith('.yaml'):
file_path = os.path.join(directory_path, file_name)
with open(file_path, 'r') as file:
yaml_files.append(yaml.safe_load(file))
return yaml_files
directories = {
'None': './examples',
'Template': './examples/cc_templates',
'Example Compliant Project ': './examples/compliant_project',
'Example Non-Compliant Project ': './examples/non-compliant_project'
}
def format_card_label(card):
return card[0]
# Streamlit app
st.set_page_config(page_title="Compliance Cards", layout="wide")
st.markdown(
"""
<style>
[data-testid="stSidebar"][aria-expanded="true"] > div:first-child{
width: 600px;
}
[data-testid="stSidebar"][aria-expanded="false"] > div:first-child{
width: 600px;
margin-left: -400px;
}
""",
unsafe_allow_html=True,
)
st.subheader(":flag-eu: AI _ACTCELERATE_ :scales: :rocket:")
st.header("Compliance Cards")
selected_example = st.selectbox("Select an example project", list(directories.keys()))
uploaded_files = st.file_uploader("or upload Compliance Cards", type="yaml", accept_multiple_files=True)
cards = {"project_file": None, "data_files": [], "model_files": []}
if selected_example:
directory_path = directories[selected_example]
yaml_files = load_yaml_files_from_directory(directory_path)
for cc in yaml_files:
card_type = cc['card_details'].get('card_type', '').lower()
if card_type == 'project':
cards["project_file"] = cc
elif card_type == 'data':
cards["data_files"].append((cc['card_details']['card_label'], cc))
elif card_type == 'model':
cards["model_files"].append((cc['card_details']['card_label'], cc))
if uploaded_files:
for uploaded_file in uploaded_files:
cc = yaml.safe_load(uploaded_file)
card_type = cc['card_details'].get('card_type', '').lower()
if card_type == 'project':
cards["project_file"] = cc
elif card_type == 'data':
cards["data_files"].append((cc['card_details']['card_label'], cc))
elif card_type == 'model':
cards["model_files"].append((cc['card_details']['card_label'], cc))
project_col, data_col, model_col = st.columns(3)
with project_col:
st.title("Project Card")
if cards["project_file"]:
project_cc = cards["project_file"]
with st.expander("project details"):
for section, items in project_cc.items():
if section == 'card_details':
items['card_label'] = st.text_input("card_label", value=items['card_label'])
if section != 'card_details':
st.header(section.replace('_', ' ').title(), divider=True) # section header
for key, details in items.items():
if 'verbose' in details and 'value' in details:
st.subheader(key.replace('_', ' ').title()) # section header
# details['value'] = st.checkbox(details['verbose'], value=details['value'])
if isinstance(details['value'], str):
details['value'] = st.text_input(details['verbose'], value=details['value'])
elif isinstance(details['value'], bool):
details['value'] = st.checkbox(details['verbose'], value=details['value'])
if 'verbose' not in details and 'value' not in details:
st.subheader(key.replace('_', ' ').title()) # section header
for key, details in details.items():
st.subheader(key.replace('_', ' ').title()) # section header
details['value'] = st.checkbox(details['verbose'], value=details['value'])
st.divider()
# st.divider()
# st.write("Updated Data:", project_cc)
updated_project_cc = yaml.dump(project_cc, sort_keys=False)
st.download_button(
label=f"Download updated Project CC as YAML",
data=updated_project_cc,
file_name="updated_project.yaml",
mime="text/yaml",
use_container_width = True
)
else:
st.write("Missing project file")
with data_col:
st.title("Data Card")
# if st.button(f"Add Data Card"):
# cc = load_yaml('./examples/cc_templates/data_cc.yaml')
# print(cc)
# card_type = cc['card_details'].get('card_type', '').lower()
# cards["data_files"].append((cc['card_details']['card_label'], cc))
if cards['data_files']:
for card in cards['data_files']:
data_cc = card[1]
with st.expander(f"{card[0]}"):
for section, items in data_cc.items():
if section == 'card_details':
items['card_label'] = st.text_input('card_label', value=items['card_label'], key=f"data_{card[0]}_{key}")
if section != 'card_details':
st.header(section.replace('_', ' ').title(), divider=True) # section header
for key, details in items.items():
if 'verbose' in details and 'value' in details:
st.subheader(key.replace('_', ' ').title()) # section header
# details['value'] = st.checkbox(details['verbose'], value=details['value'])
if isinstance(details['value'], str):
details['value'] = st.text_input(details['verbose'], value=details['value'], key=f"data_{card[0]}_{key}")
elif isinstance(details['value'], bool):
details['value'] = st.checkbox(details['verbose'], value=details['value'], key=f"data_{card[0]}_{details}_{key}")
if 'verbose' not in details and 'value' not in details:
st.subheader(key.replace('_', ' ').title()) # section header
for key, details in details.items():
st.subheader(key.replace('_', ' ').title()) # section header
details['value'] = st.checkbox(details['verbose'], value=details['value'], key=f"data_{card[0]}_{details}_{key}")
st.divider()
# st.divider()
# st.write("Updated Data:", data_cc)
data_cc_yaml_data = yaml.dump(data_cc, sort_keys=False)
st.download_button(
label=f"Download updated {card[0]} CC as YAML",
data=data_cc_yaml_data,
file_name=f"updated_{card[0]}.yaml",
mime="text/yaml",
use_container_width = True
)
else:
st.write("Missing data file")
with model_col:
st.title("Model Card")
if cards['model_files']:
for card in cards['model_files']:
model_cc = card[1]
with st.expander(f"{card[0]}"):
for section, items in model_cc.items():
if section == 'card_details':
items['card_label'] = st.text_input('card_label', value=items['card_label'], key=f"data_{card[0]}_{key}")
if section != 'card_details':
st.header(section.replace('_', ' ').title(), divider=True) # section header
for key, details in items.items():
if 'verbose' in details and 'value' in details:
st.subheader(key.replace('_', ' ').title()) # section header
# details['value'] = st.checkbox(details['verbose'], value=details['value'])
if isinstance(details['value'], str):
details['value'] = st.text_input(details['verbose'], value=details['value'], key=f"model_{card[0]}_{key}")
elif isinstance(details['value'], bool):
details['value'] = st.checkbox(details['verbose'], value=details['value'], key=f"model_{card[0]}_{details}_{key}")
if 'verbose' not in details and 'value' not in details:
st.subheader(key.replace('_', ' ').title()) # section header
for key, details in details.items():
st.subheader(key.replace('_', ' ').title()) # section header
details['value'] = st.checkbox(details['verbose'], value=details['value'], key=f"model_{card[0]}_{details}_{key}")
st.divider()
# st.divider()
# st.write("Updated Data:", model_cc)
model_cc_yaml_data = yaml.dump(model_cc, sort_keys=False)
st.download_button(
label=f"Download updated {card[0]} CC as YAML",
data=model_cc_yaml_data,
file_name=f"updated_{card[0]}.yaml",
mime="text/yaml",
use_container_width = True
)
else:
st.write("Missing data file")
# # # # json_data = json.dumps(data, indent=2)
# # # # st.download_button(
# # # # label="Download Updated Data as JSON",
# # # # data=json_data,
# # # # file_name="updated_data.json",
# # # # mime="application/json"
# # # # )
if st.button(f"Run Analysis"):
results = compliance_analysis(cards)
st.write("Analysis Results:", results)
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