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import base64 | |
import time | |
import markdown | |
from io import BytesIO | |
def image_to_base64(image): | |
buffered = BytesIO() | |
image.save(buffered, format="PNG") | |
img_data = base64.b64encode(buffered.getvalue()).decode() | |
return img_data | |
def get_examples_by_category(evaluation_data, category): | |
return [ex["id"] for ex in evaluation_data if ex["category"] == category] | |
def display_model_responses_html(evaluation_data, responses, model, start_index=0, batch_size=5, category=None): | |
html = "" | |
if category is not None: | |
filtered_data = [ex for ex in evaluation_data if ex["category"] == category] | |
else: | |
filtered_data = evaluation_data | |
for ex in filtered_data[start_index:start_index + batch_size]: | |
image_thumbnail = ex["image_thumbnail"] | |
image_full_url = ex["image_full_url"] | |
prompt = ex["prompt"] | |
category = ex["category"] | |
raw_response = responses[model].get(ex["id"], "(No response)") | |
response_html = markdown.markdown(raw_response, extensions=['fenced_code', 'codehilite']) | |
html += f""" | |
<div style="display: flex; margin-bottom: 20px; align-items: flex-start;"> | |
<img src="data:image/png;base64,{image_thumbnail}" alt="Example Image" | |
style="height: 200px; margin-right: 20px; border-radius: 8px; cursor: zoom-in;" | |
onclick="openImage('{image_full_url}')" /> | |
<div style="flex: 1; background-color: var(--block-background-fill); padding: 16px 20px; border-radius: 12px; | |
font-family: 'Segoe UI', sans-serif; box-shadow: 0 2px 6px rgba(0,0,0,0.05);"> | |
<p style="margin: 0 0 10px; font-size: 14px; color: var(--secondary-text-color);"> | |
<strong style="color: var(--body-text-color);">Category:</strong> {category}</p> | |
<p style="margin: 0 0 10px; font-size: 16px;"> | |
<strong style="color: var(--body-text-color);">Prompt:</strong> {prompt}</p> | |
<div style="margin-top: 10px;"> | |
<strong style="color: var(--body-text-color);">Response:</strong> | |
<div style="margin-top: 4px; font-size: 15px; color: var(--body-text-color);"> | |
{response_html} | |
</div> | |
</div> | |
</div> | |
</div> | |
<hr/> | |
""" | |
return html | |
def display_example_responses_html(evaluation_data, responses, models, example_id): | |
ex = next(e for e in evaluation_data if e["id"] == example_id) | |
image_thumbnail = ex["image_thumbnail"] | |
image_full_url = ex["image_full_url"] | |
category = ex["category"] | |
prompt = ex["prompt"] | |
responses_html = "" | |
for model in models: | |
response = responses[model].get(example_id, "(No response)") | |
response_html = markdown.markdown(response, extensions=['fenced_code', 'codehilite']) | |
responses_html += f'<p style="margin: 0 0 8px;"><strong style="color: #495057;">{model}:</strong> {response_html}</p>' | |
html = f""" | |
<div style="display: flex; margin-bottom: 20px; align-items: flex-start;"> | |
<img src="data:image/png;base64,{image_thumbnail}" alt="Example Image" | |
style="height: 200px; margin-right: 20px; border-radius: 8px; cursor: zoom-in;" | |
onclick="openImage('{image_full_url}')" /> | |
<div style="flex: 1; background-color: var(--block-background-fill); padding: 16px 20px; border-radius: 12px; | |
font-family: 'Segoe UI', sans-serif; box-shadow: 0 2px 6px rgba(0,0,0,0.05);"> | |
<p style="margin: 0 0 10px; font-size: 14px; color: var(--secondary-text-color);"> | |
<strong style="color: var(--body-text-color);">Category:</strong> {category}</p> | |
<p style="margin: 0 0 10px; font-size: 16px;"> | |
<strong style="color: var(--body-text-color);">Prompt:</strong> {prompt}</p> | |
<div> | |
<strong style="color: var(--body-text-color); font-size: 16px;">Responses:</strong> | |
{responses_html} | |
</div> | |
</div> | |
</div> | |
<hr/> | |
""" | |
return html |