{% extends "base.html" %} {% block title %}Fine-Tuning — ICDEV™ Dashboard{% endblock %} {% block content %}

Fine-Tuning & Custom Model Training

Phase 64 Extension — QLoRA fine-tuning pipeline with evaluation, auto-promotion, and two-tier LLM integration (D-FT-1 through D-FT-22).

{{ stats.datasets|default('--') }}
Datasets
{{ stats.total_jobs|default('--') }}
Training Jobs
{{ stats.active_jobs|default('--') }}
Active Jobs
{{ stats.model_versions|default('--') }}
Model Versions
{{ stats.promoted_models|default('--') }}
Promoted
{{ stats.active_overrides|default('--') }}
Active Overrides
{{ stats.evaluations|default('--') }}
Evaluations
GPU: Detecting...
Datasets Training Jobs Models Evaluate

Recent Training Jobs

{% for job in jobs %} {% endfor %} {% if not jobs %} {% endif %}
Job ID Provider Base Model Status Loss Duration Created
{{ job.id[:12] }}... {{ job.provider }} {{ job.base_model }} {% if job.status == 'completed' %} {{ job.status }} {% elif job.status == 'training' %} {{ job.status }} {% elif job.status == 'failed' %} {{ job.status }} {% else %} {{ job.status }} {% endif %} {{ "%.4f"|format(job.current_loss) if job.current_loss else '--' }} {{ job.training_duration_seconds|default('--') }}s {{ job.created_at|default('--') }}
No training jobs yet. Create a dataset to get started.

Active Model Overrides

Fine-tuned models currently overriding the default qwen3 worker tier (D-FT-6).

{% for am in active_models %} {% endfor %} {% if not active_models %} {% endif %}
Function Ollama Model Routing Tier Activated By Activated At
{{ am.function_name }} {{ am.ollama_model_name }} {{ am.routing_tier|default('worker') }} {{ am.activated_by|default('--') }} {{ am.activated_at|default('--') }}
No active model overrides. Promote a trained model to activate.

Recent Promotion Log

{% for p in promotions %} {% endfor %} {% if not promotions %} {% endif %}
Action Function Previous Model Reason Actor Date
{% if 'promoted' in p.action %} {{ p.action }} {% elif 'demoted' in p.action %} {{ p.action }} {% else %} {{ p.action }} {% endif %} {{ p.function_name }} {{ p.previous_model|default('--') }} {{ p.reason|default('--') }} {{ p.actor|default('--') }} {{ p.created_at|default('--') }}
No promotion events yet.
{% endblock %}