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import gradio as gr | |
from root import RootSignals | |
client = None | |
ROOT_EVALUATORS = ['Answer Correctness', | |
'Answer Relevance', | |
'Clarity', | |
'Coherence', | |
'Conciseness', | |
'Confidentiality', | |
'Engagingness', | |
'Formality', | |
'Harmlessness', | |
'Helpfulness', | |
'Non-toxicity', | |
'Originality', | |
'Persuasiveness', | |
'Politeness', | |
'Precision', | |
'Quality of Writing Creative', | |
'Quality of Writing Professional', | |
'Relevance', | |
'Safety for Children', | |
'Sentiment recognition', | |
] | |
def initialize_client(api_key): | |
global client | |
client = RootSignals(api_key=api_key) | |
def process_and_evaluate(api_key, user_input, llm_response, selected_evaluator): | |
global client | |
if not api_key: | |
# Display a pop-up info message (if supported by your version) | |
gr.Info("API key is missing. Please enter your API key to proceed.") | |
return "", "", gr.update(visible=False) | |
if not client: | |
initialize_client(api_key) | |
# Get the evaluator instance by name | |
evaluator = client.evaluators.get_by_name(name=selected_evaluator) | |
# Run evaluation using the selected evaluator | |
evaluation_result = evaluator.run(request=user_input, response=llm_response) | |
score = evaluation_result.score | |
justification = evaluation_result.justification | |
# Reveal the monitoring button | |
return score, justification, gr.update(visible=True) | |
with gr.Blocks(theme=gr.themes.Default(primary_hue="blue")) as demo: | |
gr.HTML( | |
"""<a href="https://api.visitorbadge.io/api/visitors?path=https://huggingface.co/spaces/root-signals/RootEvaluatorsDemo"> | |
<img src="https://api.visitorbadge.io/api/visitors?path=https://huggingface.co/spaces/root-signals/RootEvaluatorsDemo" /> | |
</a>""" | |
) | |
with gr.Row(): | |
gr.Image(value="https://app.rootsignals.ai/images/root-signals-color.svg", height=70) | |
gr.Markdown("<div> </div>") | |
gr.Markdown("# *Root* Evaluators Demo by Root Signals") | |
gr.Markdown( | |
"[Sign-up](https://app.rootsignals.ai/register) to create your API key or " | |
"[create a temporary one](https://app.rootsignals.ai/demo-user)!" | |
) | |
api_key = gr.Textbox( | |
label="🔑 Root Signals API Key", | |
placeholder="Enter your Root Signals API key...", | |
type="password", | |
show_label=True, | |
) | |
gr.Markdown("---") | |
with gr.Row(): | |
# Left column | |
with gr.Column(): | |
user_input = gr.Textbox( | |
label="👤 User Instruction or Question (Optional)", | |
placeholder="Enter user input here...", | |
value="Where can I apply to this position?", | |
interactive=True | |
) | |
llm_response = gr.Textbox( | |
label="🤖 LLM Response (to be evaluated)", | |
placeholder="Enter the LLM response to be evaluated here...", | |
value="You can find the instructions from our Careers page.", | |
interactive=True | |
) | |
evaluator_dropdown = gr.Dropdown( | |
label="🔎 Select Evaluator", | |
choices=ROOT_EVALUATORS, | |
interactive=True, | |
value="Politeness", | |
) | |
# Right column | |
with gr.Column(): | |
score = gr.Textbox(label="📊 Score (between 0 and 1)", interactive=False) | |
justification = gr.TextArea(label="💬 Justification", interactive=False) | |
# Initialize client when API key is provided. | |
api_key.change( | |
fn=initialize_client, | |
inputs=[api_key], | |
outputs=[] | |
) | |
# Button to trigger the evaluation. | |
submit_btn = gr.Button("🧐 EVALUATE", variant="primary") | |
# New button for monitoring (initially hidden). | |
monitoring_btn = gr.Button("See in Root Signals Monitoring View", visible=False) | |
submit_btn.click( | |
fn=process_and_evaluate, | |
inputs=[api_key, user_input, llm_response, evaluator_dropdown], | |
outputs=[score, justification, monitoring_btn] | |
) | |
# When clicked, the monitoring button opens the monitoring dashboard. | |
monitoring_btn.click( | |
fn=None, | |
inputs=[], | |
outputs=[], | |
js="() => window.open('https://app.rootsignals.ai/monitoring/dashboard', '_blank')" | |
) | |
gr.Markdown("[🌐 Homepage](https://www.rootsignals.ai/) | [🤖 Github Repo](https://github.com/root-signals/rs-python-sdk) | [🐍 Python SDK Docs](https://sdk.rootsignals.ai/en/latest/) | [💬 Discord](https://discord.gg/EhazTQsFnj)") | |
if __name__ == "__main__": | |
demo.launch() |