Agnitra Dashboard

{% if tab == "overview" %}

Upload model, telemetry and hardware context

Run context assets

Model Artifact

{% set model_asset = uploads.model %} {% if model_asset %}
{{ model_asset.name }} {{ model_asset.size }}
{% if model_asset.description %}

{{ model_asset.description }}

{% endif %}
Download
{% else %}

Upload a model checkpoint to anchor telemetry comparisons.

{% endif %}

Hardware Inventory

{% set hardware_asset = uploads.hardware %} {% if hardware_asset %}
{{ hardware_asset.name }} {{ hardware_asset.size }}
{% if hardware_asset.summary %}
    {% if hardware_asset.summary.cpu %}
  • CPU {{ hardware_asset.summary.cpu }}
    • {% endif %} {% if hardware_asset.summary.memory %}
  • Memory {{ hardware_asset.summary.memory }}
    • {% endif %} {% if hardware_asset.summary.gpus %}
  • GPUs
      {% for gpu in hardware_asset.summary.gpus %}
    • {{ gpu.name or "GPU" }}{% if gpu.count %} ×{{ gpu.count }}{% endif %}{% if gpu.memory %} — {{ gpu.memory }}{% endif %}
      • {% endfor %}
    • {% endif %}
{% endif %} {% if hardware_asset.preview %} 
{{ hardware_asset.preview }}
{% endif %}
Download
{% else %}

Upload a hardware snapshot (JSON or text) to capture the cluster shape.

{% endif %}

Telemetry & Usage

Baseline Telemetry

{% set baseline = uploads.telemetry.baseline %} {% if baseline %}
{{ baseline.name }} {{ baseline.size }}
{% if baseline.metrics %}
    {% for metric in baseline.metrics %}
  • {{ metric.label }} {% if metric.value is number %} {{ "%.3f"|format(metric.value) }} {% else %} {{ metric.value }} {% endif %}
    • {% endfor %}
{% endif %} {% if baseline.bottleneck %}

Bottleneck: {{ baseline.bottleneck.name }} {% if baseline.bottleneck.latency_ms is not none %} ({{ "%.3f"|format(baseline.bottleneck.latency_ms) }} ms) {% endif %}

{% endif %}

Layers profiled: {{ baseline.event_count }}

{% if baseline.preview %} 
{{ baseline.preview }}
{% endif %}
Download JSON
{% else %}

Upload baseline telemetry JSON to anchor comparisons.

{% endif %}

Optimized Telemetry

{% set optimized = uploads.telemetry.optimized %} {% if optimized %}
{{ optimized.name }} {{ optimized.size }}
{% if optimized.metrics %}
    {% for metric in optimized.metrics %}
  • {{ metric.label }} {% if metric.value is number %} {{ "%.3f"|format(metric.value) }} {% else %} {{ metric.value }} {% endif %}
    • {% endfor %}
{% endif %} {% if optimized.bottleneck %}

Bottleneck: {{ optimized.bottleneck.name }} {% if optimized.bottleneck.latency_ms is not none %} ({{ "%.3f"|format(optimized.bottleneck.latency_ms) }} ms) {% endif %}

{% endif %}

Layers profiled: {{ optimized.event_count }}

{% if optimized.preview %} 
{{ optimized.preview }}
{% endif %}
Download JSON
{% else %}

Upload optimized telemetry JSON to track gains.

{% endif %}

Usage Event

{% set usage = uploads.usage %} {% if usage %}
{{ usage.name }} {{ usage.size }}
{% if usage.highlights %}
    {% for highlight in usage.highlights %}
  • {{ highlight.label }} {% if highlight.value is number %} {{ "%.3f"|format(highlight.value) }} {% else %} {{ highlight.value }} {% endif %}
    • {% endfor %}
{% endif %} {% if usage.preview %} 
{{ usage.preview }}
{% endif %}
Download JSON
{% else %}

Optional: upload a billing or usage event to capture savings.

{% endif %}

Performance snapshot

{% if summary.metrics %} {% for metric in summary.metrics %} {% set baseline_value = metric.baseline if metric.baseline is not none else 0 %} {% set optimized_value = metric.optimized if metric.optimized is not none else 0 %} {% set baseline_abs = baseline_value if baseline_value >= 0 else -baseline_value %} {% set optimized_abs = optimized_value if optimized_value >= 0 else -optimized_value %} {% set max_value = baseline_abs if baseline_abs > optimized_abs else optimized_abs %} {% endfor %}
Metric Baseline Optimized Trend Delta Delta %
{{ metric.label }} {{ metric.baseline if metric.baseline is not none else "—" }} {{ metric.optimized if metric.optimized is not none else "—" }} {% if max_value > 0 %}
Baseline
Optimized
{% else %} No data {% endif %} 		{% if metric.delta is not none %} {{ "%.3f"|format(metric.delta) }} {% else %} — {% endif %} {% if metric.delta_pct is not none %} {{ "%.2f"|format(metric.delta_pct) }}% {% else %} — {% endif %}
{% else %}

Upload baseline and optimized telemetry to populate this view.

{% endif %}

Logs & Notes

{% if uploads.logs %}
{% for log in uploads.logs %}
{{ log.name }} {{ log.size }}
{% if log.is_note %}
Note
{% endif %} {% if log.description %}

{{ log.description }}

{% endif %} {% if log.preview %} 
{{ log.preview }}
{% endif %}
Download
{% endfor %}
{% else %}

Attach runtime logs or analyst notes to keep the optimization trail together.

{% endif %}
{% elif tab == "model-analyzer" %}

Layer-wise statistics

{% if layer_stats %} {% for layer in layer_stats %} {% endfor %}
Layer Baseline latency (ms) Optimized latency (ms) Metadata
{{ layer.name }} {{ layer.baseline_latency_ms if layer.baseline_latency_ms is not none else "—" }} {{ layer.optimized_latency_ms if layer.optimized_latency_ms is not none else "—" }} {% if layer.metadata %} 
{{ layer.metadata | tojson(indent=2) }}
{% else %} — {% endif %}
{% else %}

No layer telemetry detected. Upload telemetry JSON with an `events` array.

{% endif %}
{% elif tab == "kernel-generator" %}

Kernel artifacts

{% if artifacts %}
{% for artifact in artifacts %}
{{ artifact.name }}
{{ artifact.description or "Uploaded artifact" }} {% if artifact.media_type %} {{ artifact.media_type }} {% endif %} {% if artifact.size %} {{ artifact.size }} {% endif %}
Download
{% endfor %}
{% else %}

Upload optimized IR or generated kernels to stage downloads.

{% endif %}
{% elif tab == "benchmarks" %}

Benchmarks comparison

{% if summary.metrics %} {% for metric in summary.metrics %} {% set baseline_value = metric.baseline if metric.baseline is not none else 0 %} {% set optimized_value = metric.optimized if metric.optimized is not none else 0 %} {% set baseline_abs = baseline_value if baseline_value >= 0 else -baseline_value %} {% set optimized_abs = optimized_value if optimized_value >= 0 else -optimized_value %} {% set max_value = baseline_abs if baseline_abs > optimized_abs else optimized_abs %} {% endfor %}
Metric Baseline Optimized Trend Delta Delta %
{{ metric.label }} {{ metric.baseline if metric.baseline is not none else "—" }} {{ metric.optimized if metric.optimized is not none else "—" }} {% if max_value > 0 %}
Baseline
Optimized
{% else %} No data {% endif %} 		{% if metric.delta is not none %} {{ "%.3f"|format(metric.delta) }} {% else %} — {% endif %} {% if metric.delta_pct is not none %} {{ "%.2f"|format(metric.delta_pct) }}% {% else %} — {% endif %}
{% else %}

Upload usage or benchmark data to compare performance.

{% endif %}
{% elif tab == "export" %}

Export SDK pack

{% if summary.metrics %}

Generate a bundle containing telemetry, usage events, kernel artifacts and a performance summary.

{% else %}

Provide telemetry to enable the export bundle.

{% endif %}
{% endif %}