Master_thesis/report.html at main · Githubber3000/Master_thesis · GitHub

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<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="UTF-8">
  <title>{{ experiment_name }} – Experiment Report</title>
  <style>
    body {
      font-family: system-ui, sans-serif;
      margin: 2em;
      line-height: 1.6;
    }
    h1, h2, h3 {
      color: #2c3e50;
    }
    .group-section {
      margin-bottom: 3em;
      border: 1px solid #ccc;
      padding: 1em;
      border-radius: 6px;
    }
    .group-header {
      display: flex;
      justify-content: space-between;
      align-items: center;
      cursor: pointer;
    }
    .group-header h2 {
      margin: 0;
    }
    .config-section {
      margin-top: 1em;
    }
    .plot-row {
      display: flex;
      overflow-x: auto;
      gap: 1em;
      padding-bottom: 1em;
      align-items: flex-start;
    }

    .plot-row > div,
    .plot-row details.interactive-toggle {
      display: flex;
      flex-direction: column;
      align-items: center;
      /* force every tile to exactly 300px wide */
      flex: 0 0 auto;
      max-width: none;
    }
    .plot-row img,
    .plot-row iframe {
      border: 1px solid #aaa;
      border-radius: 4px;
      box-shadow: 0 0 4px rgba(0,0,0,0.1);
    }

    .plot-row img:not(.kde-plot) {
      max-height: 200px;
    }

    img.kde-plot,
    img.init-plot {
      max-height: 180px;
      max-width: 300px;
      object-fit: contain;
    }

    .plot-title {
      font-weight: bold;
      text-align: center;
    }

    .plot-thumb {
      width: 1100px;
      height: 619px;
      border: 1px solid #aaa;
      border-radius: 4px;
      box-shadow: 0 0 4px rgba(0,0,0,0.1);
      max-height: none;
    }

    .plot-row details.interactive-toggle {
      display: flex;
      flex-direction: column;
      align-items: center;
      margin: 0;
      padding: 0;
    }


    .plot-row details.interactive-toggle:not([open])
       summary .summary-text {
        display: none;
    }

    .plot-column-layout {
      display: flex;
      flex-direction: row;
      gap: 1em;
      overflow-x: auto;
      padding-bottom: 1em;
      align-items: flex-start;
    }

    .plot-column {
      display: flex;
      flex-direction: column;
      align-items: center;
      gap: 0.5em;
    }

    .plot-column span {
      font-size: 0.9em;
      color: #555;
    }

    .hidden {
      display: none;
    }

  </style>
  <script>
    function toggleGroup(id) {
      const content = document.getElementById(id);
      const arrow = document.getElementById(id + '-arrow');
      if (content.classList.contains('hidden')) {
        content.classList.remove('hidden');
        arrow.textContent = '▼';
      } else {
        content.classList.add('hidden');
        arrow.textContent = '▶';
      }
    }
  </script>
</head>
<body>
<h1>{{ experiment_name }} – Complete Experiment Report</h1>

{% set metrics = metrics or
  ["mean_rmse", "var_rmse" ,"wasserstein_distance", "mmd", "mmd_rff", "runtime", "ess", "ess_per_sec", "r_hat", "mode_transitions"] %}

{# --- Sampler vs IID (global, per sampler) --- #}
{% macro render_sampler_iid_table(sampler_stats, metric_key) %}
<table border="1" style="margin:0.75em 0; border-collapse:collapse;">
  <thead>
    <tr>
      <th style="padding:4px 8px;">Sampler</th>
      <th style="padding:4px 8px;">Varying</th>
      <th style="padding:4px 8px;">t-stat</th>
      <th style="padding:4px 8px;">p-value</th>
      <th style="padding:4px 8px;">Glass&nbsp;Δ</th>
    </tr>
  </thead>
  <tbody>

  {% for sampler, per_metric in sampler_stats.items() if metric_key in per_metric %}
    {% set s = per_metric[metric_key] %}
    {% for i in range(s["varying_value"]|length) %}

    {% set p = s["p_value"][i] %}
    {% set bg_color = "#b6fcb6" %}
    {% if p < 0.0125 %}
      {% set bg_color = "#fcb6b6" %}
    {% elif p < 0.025 %}
      {% set bg_color = "#fff3b0" %}
    {% endif %}

      <tr>
        <td style="padding:4px 8px;">{{ sampler }}</td>
        <td style="padding:4px 8px;">{{ s["varying_value"][i] }}</td>
        <td style="padding:4px 8px;">{{ "%.3f"|format(s["t_stat"][i]) }}</td>
        <td style="padding:4px 8px; background-color: {{ bg_color }};">{{ "%.3g"|format(p) }}</td>
        <td style="padding:4px 8px;">{{ "%.3f"|format(s["glass_delta"][i]) }}</td>
      </tr>
    {% endfor %}
  {% endfor %}
  </tbody>
</table>
{% endmacro %}


{# --- Sampler vs Sampler (pairwise) --- #}
{% macro render_sampler_pairwise_table(pairwise_stats, metric_base_key) %}
  {% if metric_base_key not in pairwise_stats %}
    <p style="color:#888; margin:0.5em 0;">No pairwise stats for {{ metric_base_key }}</p>
  {% else %}
      <table border="1" style="margin:0.75em 0; border-collapse:collapse;">
        <thead>
          <tr>
            <th style="padding:4px 8px;">Sampler Pair</th>
            <th style="padding:4px 8px;">Varying</th>
            <th style="padding:4px 8px;">t-stat</th>
            <th style="padding:4px 8px;">p-value</th>
            <th style="padding:4px 8px;">Cohen’s d</th>
          </tr>
        </thead>
        <tbody>

        {% for pair, cols in pairwise_stats[metric_base_key].items() %}
          {% set n = (cols.get(metric_base_key ~ "_t_stat") or []) | length %}
          {% for i in range(n) %}

            {# Compute background color for p-value #}
            {% set p = (cols.get(metric_base_key ~ "_p_value"))[i] %}
            {% set bg_color = "#b6fcb6" %}
            {% if p < 0.0083 %}
              {% set bg_color = "#fcb6b6" %}
            {% elif p < 0.0167 %}
              {% set bg_color = "#fff3b0" %}
            {% endif %}


            <tr>
              <td style="padding:4px 8px;">{{ pair }}</td>
              <td style="padding:4px 8px;">
                {# Try common varying columns; fall back gracefully #}
                {% if "correlation" in cols %}
                  {{ cols["correlation"][i] }}
                {% elif "varying_value" in cols %}
                  {{ cols["varying_value"][i] }}
                {% else %}
                  {{ i }}
                {% endif %}
              </td>
              <td style="padding:4px 8px;">
                {{ "%.3f"|format(
                    (cols.get(metric_base_key ~ "_t_stat"))[i]
                  )
                }}
              </td>
              <td style="padding:4px 8px; background-color: {{ bg_color }};">
                {{ "%.3g"|format(p) }}
              </td>
              <td style="padding:4px 8px;">
                {{ "%.3f"|format(
                    (cols.get(metric_base_key ~ "_paired_cohens_d") or cols.get("ws_paired_cohens_d", [None]*n))[i]
                  ) if (cols.get(metric_base_key ~ "_paired_cohens_d") or cols.get("ws_paired_cohens_d")) else "–" }}
              </td>
            </tr>
          {% endfor %}
        {% endfor %}
      </tbody>
    </table>
  {% endif %}
{% endmacro %}


{% macro render_glass_delta_table(delta_data, metric_base_key) %}
  <table border="1" style="margin:0.75em 0; border-collapse:collapse;">
    <thead>
      <tr>
        <th style="padding:4px 8px;">Sampler</th>
        <th style="padding:4px 8px;">Varying</th>
        <th style="padding:4px 8px;">MCMC Mean</th>
        <th style="padding:4px 8px;">IID Mean</th>
        <th style="padding:4px 8px;">IID Std</th>
        <th style="padding:4px 8px;">Glass’s Δ</th>
      </tr>
    </thead>
    <tbody>
      {% for sampler, sampler_data in delta_data.items() %}
        {% if metric_base_key in sampler_data %}
          {% set stats = sampler_data[metric_base_key] %}
          {% set n = stats["mcmc_mean"] | length %}
          {% for i in range(n) %}
            <tr>
              <td style="padding:4px 8px;">{{ sampler }}</td>
              <td style="padding:4px 8px;">{{ sampler_data.varying_value[i] }}</td>
              <td style="padding:4px 8px;">{{ "%.3f"|format(stats.mcmc_mean[i]) }}</td>
              <td style="padding:4px 8px;">{{ "%.3f"|format(stats.iid_mean[i]) }}</td>
              <td style="padding:4px 8px;">{{ "%.3f"|format(stats.iid_std[i]) }}</td>
              <td style="padding:4px 8px;">{{ "%.3f"|format(stats.glass_delta[i]) if stats.glass_delta is defined else "%.3f"|format((stats.mcmc_mean[i] - stats.iid_mean[i]) / stats.iid_std[i]) }}</td>
            </tr>
          {% endfor %}
        {% endif %}
      {% endfor %}
    </tbody>
  </table>
{% endmacro %}


  <!-- Repeat this block per group -->
  {% for group in groups %}
  <div class="group-section">
    <div class="group-header" onclick="toggleGroup('group-{{ loop.index }}')">
      <h2>{{ group.name }}</h2>
      <span id="group-{{ loop.index }}-arrow">▼</span>
    </div>


    <div id="group-{{ loop.index }}">
      {% for config in group.configs %}
      <div class="config-section">
        <h3>
          {{ config.config_descr }}
          ({{ config.posterior_type }},
          {{ config.varying_attribute }},
          {{ config.runs }} runs)
        </h3>

        {# ---------- helper macro ---------- #}
        {% macro metric_grid(metric_paths, glass_paths, scatter_paths, scatter_html_paths, title, open, sampler_stats, pairwise_stats, delta_data) -%}

        {% set metric_key_map = {
          'wasserstein_distance': 'ws',
          'mean_rmse': 'mean_rmse',
          'var_rmse': 'var_rmse',
          'mmd': 'mmd',
          'mmd_rff': 'mmd_rff'
        } %}

          <details {% if open %}open{% endif %}>
            <summary><b>{{ title }}</b></summary>

            <div class="plot-row">
              {% for m in metrics %}
                {% if metric_paths[m] is defined %}
                  <div>
                    <div class="plot-title">{{ m.replace('_',' ').title() }}</div>
                    <img src="{{ metric_paths[m] }}" alt="{{ m }} plot">
                    {% set metric_key = metric_key_map.get(m) %}
                    {% if metric_key %}

                      <details>
                        <summary><b>Sampler vs IID stats</b></summary>
                        {{ render_sampler_iid_table(sampler_stats, metric_key) }}
                      </details>

                      <details>
                        <summary><b>Sampler vs Sampler stats</b></summary>
                        {{ render_sampler_pairwise_table(pairwise_stats, metric_key.replace('_dist', '')) }}

                      </details>
                      {% endif %}
                  </div>
                {% endif %}

                {# scatter thumbnails where available #}
                {% if scatter_paths[m] is defined %}
                  <div>
                    <div class="plot-title">{{ m.replace('_',' ').title() }} (interactive)</div>
                    <img src="{{ scatter_paths[m] }}" alt="{{ m }} scatter plot">
                  </div>
                {% endif %}

                {# interactive scatter iframe, now collapsible #}
                {% if scatter_html_paths[m] is defined %}
                  <details class="interactive-toggle">
                    <summary>
                      <span class="plot-title summary-text">
                        {{ m.replace('_',' ').title() }} (scatter)
                      </span>
                    </summary>
                    <iframe src="{{ scatter_html_paths[m] }}"
                      class="plot-thumb"
                      loading="lazy">
                    </iframe>
                  </details>
                {% endif %}

                {# extra Glass-Δ thumbnails where available #}

                {% if m == 'mean_rmse' and glass_paths.mean_rmse is defined %}
                  <div>
                    <div class="plot-title">Glass’s Δ Mean RMSE</div>
                    <img src="{{ glass_paths.mean_rmse }}" alt="Glass Δ Mean RMSE">
                        <details>
                          <summary><b>Glass’s Δ table</b></summary>
                          {{ render_glass_delta_table(delta_data, 'mean_rmse') }}
                        </details>
                  </div>

                {% elif m == 'var_rmse' and glass_paths.var_rmse is defined %}
                  <div>
                    <div class="plot-title">Glass’s Δ Variance RMSE</div>
                    <img src="{{ glass_paths.var_rmse }}" alt="Glass Δ Variance RMSE">
                        <details>
                          <summary><b>Glass’s Δ table</b></summary>
                          {{ render_glass_delta_table(delta_data, 'var_rmse') }}
                        </details>
                  </div>

                {% elif m == 'wasserstein_distance' and glass_paths.ws is defined %}
                  <div>
                    <div class="plot-title">Glass’s Δ WS</div>
                    <img src="{{ glass_paths.ws }}" alt="Glass Δ WS">
                        <details>
                          <summary><b>Glass’s Δ table</b></summary>
                          {{ render_glass_delta_table(delta_data, 'ws') }}
                        </details>
                  </div>

                {% elif m == 'mmd' and glass_paths.mmd is defined %}
                  <div>
                    <div class="plot-title">Glass’s Δ MMD</div>
                    <img src="{{ glass_paths.mmd }}" alt="Glass Δ MMD">
                    <details>
                      <summary><b>Glass’s Δ table</b></summary>
                      {{ render_glass_delta_table(delta_data, 'mmd') }}
                    </details>
                  </div>

                {% elif m == 'mmd_rff' and glass_paths.mmd_rff is defined %}
                  <div>
                    <div class="plot-title">Glass’s Δ MMD-RFF</div>
                    <img src="{{ glass_paths.mmd_rff }}" alt="Glass Δ MMD-RFF">
                    <details>
                      <summary><b>Glass’s Δ table</b></summary>
                      {{ render_glass_delta_table(delta_data, 'mmd_rff') }}
                    </details>
                  </div>
                {% endif %}
              {% endfor %}
            </div>

          </details>
        {%- endmacro %}


        {# ---------- pooled level plots ---------- #}
        {{ metric_grid(
            config.metric_plot_paths_pooled,
            config.glass_plot_paths_pooled,
            config.scatter_plot_paths_pooled,
            config.scatter_html_paths_pooled,
            "Pooled Chains results",
            true,
            config.sampler_stats_pooled,
            config.pairwise_stats_pooled,
            config.delta_data_pooled
        ) }}

        {# ---------- chain level plots ---------- #}
        {% if config.metric_plot_paths_chain %}
          {{ metric_grid(
              config.metric_plot_paths_chain,
              config.glass_plot_paths_chain,
              config.scatter_plot_paths_chain,
              config.scatter_html_paths_chain,
              "One Chain results",
              false,
              config.sampler_stats_chain,
              config.pairwise_stats_chain,
              config.delta_data_chain
          ) }}
        {% endif %}

        {# ---------- KDE + init ---------- #}
        {% if config.kde_init_triples %}
        <details>
          <summary><b>KDE + Init Plots</b></summary>

          <div class="plot-column-layout">
            {% for kde, pooled, chain in config.kde_init_triples %}
              <div class="plot-column">
                <img src="{{ kde}}" alt="KDE plot" class="kde-plot">

                <img src="{{ pooled }}" alt="Pooled Init Plot" class="init-plot">

                <img src="{{ chain }}" alt="Chain Init Plot" class="init-plot">

              </div>
            {% endfor %}
          </div>
        </details>
        {% endif %}

        {# ---------- Trace Plots ---------- #}
        {% if config.trace_groups %}
        <details>
          <summary><b>Forest & Ridge Plots</b></summary>

          {# „Pooled“-Block #}
          <details open>
            <summary style="font-weight:bold; cursor:pointer;">Pooled</summary>
            <div class="plot-column-layout">
              {% for grp in config.trace_groups %}
                <div class="plot-column">
                  <span class="plot-title">{{ grp.varying_value }}</span>
                  {% for s in grp.samplers %}
                    {% if s.pooled_trace %}
                      <img src="{{ s.pooled_trace }}"
                          alt="{{ s.sampler }} pooled trace"
                          class="init-plot">
                    {% endif %}
                  {% endfor %}
                </div>
              {% endfor %}
            </div>
          </details>

          {# „Chain“-Block #}
          <details>
            <summary style="font-weight:bold; cursor:pointer;">Chain</summary>
            <div class="plot-column-layout">
              {% for grp in config.trace_groups %}
                <div class="plot-column">
                  <span class="plot-title">{{ grp.varying_value }}</span>
                  {% for s in grp.samplers %}
                    {% if s.chain_trace %}
                      <img src="{{ s.chain_trace }}"
                          alt="{{ s.sampler }} chain trace"
                          class="init-plot">
                    {% endif %}
                  {% endfor %}
                </div>
              {% endfor %}
            </div>
          </details>
        </details>
        {% endif %}

        {# ---------- Interactive Pairwise Scatter Plots ---------- #}
        {% if config.scatter_groups %}
        <details>
          <summary><b>Pairwise Scatter Plots</b></summary>

          {# Pooled subsection #}
          <details open>
            <summary style="font-weight:bold; cursor:pointer;">Pooled</summary>
            <div class="plot-column-layout">
              {% for grp in config.scatter_groups %}
                <div class="plot-column">
                  <span class="plot-title">{{ grp.varying_value }}</span>
                  {% for s in grp.samplers %}
                    {% if s.pooled_pairwise_scatter %}
                      <iframe
                        src="{{ s.pooled_pairwise_scatter }}"
                        class="interactive-iframe"
                        frameborder="0"
                        scrolling="no"
                        width="100%"
                        height="300px"
                        loading="lazy">
                      </iframe>
                    {% endif %}
                  {% endfor %}
                </div>
              {% endfor %}
            </div>
          </details>

          {# Chain subsection #}
          <details>
            <summary style="font-weight:bold; cursor:pointer;">Chain</summary>
            <div class="plot-column-layout">
              {% for grp in config.scatter_groups %}
                <div class="plot-column">
                  <span class="plot-title">{{ grp.varying_value }}</span>
                  {% for s in grp.samplers %}
                    {% if s.chain_pairwise_scatter %}
                      <iframe
                        src="{{ s.chain_pairwise_scatter }}"
                        class="interactive-iframe"
                        frameborder="0"
                        scrolling="no"
                        width="100%"
                        height="300px"
                        loading="lazy">
                      </iframe>
                    {% endif %}
                  {% endfor %}
                </div>
              {% endfor %}
            </div>
          </details>
        </details>
        {% endif %}

      </div>
      {% endfor %}
    </div>
  </div>
  {% endfor %}

</body>
</html>