ML Lab

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{% with msgs = get_flashed_messages() %} {% if msgs %}
    {% for m in msgs %}
  • {{ m }}
  • {% endfor %}
{% endif %} {% endwith %}
{% if datasets %}
Current dataset: {{ selected_dataset }}
{% else %}

No datasets uploaded yet. Upload a CSV to begin.

{% endif %}
{% if section == 'explore' %}

Explore Data

{% if askai_question %}
Question:
{{ askai_question }}


Reasoning Process
{{ refined_question|e }}


{% if tasks %} Tasks Performed: {% for task in tasks %}
  • {{ task.replace('_', ' ').capitalize() }}
  • {% endfor %} {% endif %}

    {% if TOKENS %} Assistant Agent: {{ TOKENS['Refiner'][0] }} | {{ TOKENS['Refiner'][1] }}
    Token Usage:
  • Input Tokens: {{ TOKENS['Refiner'][2] }}
  • Output Tokens: {{ TOKENS['Refiner'][3] }}
  • Total Tokens: {{ TOKENS['Refiner'][4] }}

  • Coder Agent: {{ TOKENS['Coder'][0] }} | {{ TOKENS['Coder'][1] }}
    Token Usage:
  • Input Tokens: {{ TOKENS['Coder'][2] }}
  • Output Tokens: {{ TOKENS['Coder'][3] }}
  • Total Tokens: {{ TOKENS['Coder'][4] }}
  • {% endif %}
    {% endif %}
    {% if ai_outputs %}

    Result

    {% for html_block in ai_outputs %}
    {{ html_block | safe }}
    {% endfor %}
    {% endif %} {% if ai_code %}
    Show Code
    {% endif %}
    {% for cell in data_cells %}

    {{ cell.title }}

    {{ cell.output|safe }}
    {% if cell.highlighted_code %}
    Show code
    {{ cell.highlighted_code|safe }}
    {% endif %}
    {% endfor %}
    {% endif %}