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+ <!doctype html>
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+ <html>
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+ <head>
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+ <meta charset="utf-8" />
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+ <title>Loko Release Gate Record, Run B</title>
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+
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+ <style>
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+ :root{
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+ --bg:#fafafa;
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+ --card:#ffffff;
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+ --text:#111;
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+ --muted:#666;
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+ --border:#e8e8e8;
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+ --border2:#efefef;
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+ --pill:#f3f3f3;
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+ --pill-border:#e6e6e6;
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+ --pass-bg:#eaf7ee;
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+ --pass-border:#cfead6;
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+ --fail-bg:#fdecec;
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+ --fail-border:#f5caca;
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+ }
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+
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+ body{
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+ font-family: Arial, sans-serif;
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+ margin: 0;
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+ background: var(--bg);
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+ color: var(--text);
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+ line-height: 1.35;
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+ }
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+
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+ .topbar{
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+ height: 6px;
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+ background: linear-gradient(90deg, #111 0%, #444 35%, #888 100%);
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+ border-bottom: 1px solid var(--border);
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+ }
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+
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+ .page{
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+ max-width: 980px;
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+ margin: 0 auto;
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+ padding: 26px 28px 40px 28px;
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+ }
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+
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+ h1{ margin: 18px 0 6px 0; font-size: 40px; letter-spacing: -0.4px; }
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+ .subtitle{ color: #555; margin: 0 0 8px 0; font-size: 14px; }
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+ .meta{ color: var(--muted); margin: 0 0 18px 0; font-size: 13px; }
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+
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+ .pillbar{ display:flex; flex-wrap:wrap; gap:10px; margin: 12px 0 22px 0; }
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+ .pill{
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+ display:inline-flex; align-items:center;
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+ height:30px; padding:0 12px; border-radius:999px;
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+
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+
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+ h2{ margin: 24px 0 10px 0; font-size: 20px; }
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+ h3{ margin: 10px 0 8px 0; font-size: 16px; }
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+
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+ width:100%;
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+ border:1px solid #ddd;
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+ border-radius: 14px;
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+ ul{ margin: 10px 0 0 18px; }
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+ code{ background:#f1f1f1; padding:2px 6px; border-radius:6px; }
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+ </style>
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+ </head>
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+
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+ <body>
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+ <div class="topbar"></div>
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+ <div class="page">
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+
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+ <h1>Loko Release Gate Record</h1>
100
+ <p class="subtitle">
101
+ Run B applies a strict, class-scoped operational gate under low-light conditions (person).
102
+ </p>
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+ <p class="meta">
104
+ <strong>Run ID:</strong> <code>run-b-production-gate</code>
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+ &nbsp;|&nbsp;
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+ <strong>Decided at (UTC):</strong> <code>2026-02-11T22:39:12Z</code>
107
+ </p>
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+
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+ <div class="pillbar">
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+ <span class="pill">Run B</span>
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+ <span class="pill">Production Gate</span>
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+ <span class="pill">Low-Light (ExDark)</span>
113
+ <span class="pill">Class: person</span>
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+ <span class="pill fail">Decision: FAIL</span>
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+ </div>
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+
117
+ <div class="card">
118
+ <h2>Decision</h2>
119
+ <div class="grid2">
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+ <div>
121
+ <div class="label">Gate Predicate (strict)</div>
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+ <div class="value"><strong>precision ≥ 0.85</strong> and <strong>recall ≥ 0.80</strong></div>
123
+ <div class="small">Predicate ID: <code>exdark_person_operational_gate_v2_strict</code> (conf=0.5, IoU=0.5)</div>
124
+ </div>
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+ <div>
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+ <div class="label">Measured Values</div>
127
+ <div class="value"><strong>precision = 0.776</strong>, <strong>recall = 0.680</strong></div>
128
+ <div class="small">This run fails both requirements.</div>
129
+ </div>
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+ </div>
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+
132
+ <div class="metricgrid">
133
+ <div class="metric">
134
+ <div class="label">Precision</div>
135
+ <div class="num">0.776</div>
136
+ </div>
137
+ <div class="metric">
138
+ <div class="label">Recall</div>
139
+ <div class="num">0.680</div>
140
+ </div>
141
+ <div class="metric">
142
+ <div class="label">mAP@0.50</div>
143
+ <div class="num">0.747</div>
144
+ </div>
145
+ <div class="metric">
146
+ <div class="label">mAP@0.50:0.95</div>
147
+ <div class="num">0.365</div>
148
+ </div>
149
+ </div>
150
+
151
+ <p class="small" style="margin-top:12px;">
152
+ Full metrics and evaluator details are stored in <code>evaluation_metrics.json</code>.
153
+ </p>
154
+ </div>
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+
156
+ <div class="card">
157
+ <h2>Pinned Model Input</h2>
158
+ <div class="grid2">
159
+ <div>
160
+ <div class="label">Model</div>
161
+ <div class="value"><strong>YOLOv5s</strong> (weights file: <code>yolov5s.pt</code>)</div>
162
+ </div>
163
+ <div>
164
+ <div class="label">Repo</div>
165
+ <div class="value">Ultralytics/YOLOv5</div>
166
+ </div>
167
+ <div style="grid-column:1 / -1;">
168
+ <div class="label">Model Revision</div>
169
+ <div class="value">553ca28641b8c2129596b0ecc50fc0902f7bd7ac</div>
170
+ </div>
171
+ </div>
172
+ </div>
173
+
174
+ <div class="card">
175
+ <h2>Evaluation Dataset Surface</h2>
176
+ <p class="small">
177
+ Low-light operational surface derived from ExDark. Ground truth boxes are sourced from ExDark <code>metadata.csv</code> where <code>People</code> is mapped to COCO class 0 (<code>person</code>).
178
+ </p>
179
+ <div class="grid2" style="margin-top:10px;">
180
+ <div>
181
+ <div class="label">Dataset Repo</div>
182
+ <div class="value">SatwikKambham/ex-dark</div>
183
+ </div>
184
+ <div>
185
+ <div class="label">Dataset Revision</div>
186
+ <div class="value">f2a15374dae8c90395f461c5ba0546c034751665</div>
187
+ </div>
188
+ </div>
189
+ </div>
190
+
191
+ <div class="card">
192
+ <h2>Receipts</h2>
193
+
194
+ <div class="grid2">
195
+ <div><h3>PR Curve</h3><img src="receipt_bundle/plots/PR_curve.png" loading="lazy" /></div>
196
+ <div><h3>F1 Curve</h3><img src="receipt_bundle/plots/F1_curve.png" loading="lazy" /></div>
197
+ <div><h3>Precision Curve</h3><img src="receipt_bundle/plots/P_curve.png" loading="lazy" /></div>
198
+ <div><h3>Recall Curve</h3><img src="receipt_bundle/plots/R_curve.png" loading="lazy" /></div>
199
+ <div style="grid-column:1 / -1;">
200
+ <h3>Confusion Matrix</h3>
201
+ <img src="receipt_bundle/plots/confusion_matrix.png" loading="lazy" />
202
+ </div>
203
+ </div>
204
+
205
+ <h3 style="margin-top:16px;">Sample Batches</h3>
206
+ <div class="grid2">
207
+ <div><img src="receipt_bundle/plots/val_batch0_labels.jpg" loading="lazy" /></div>
208
+ <div><img src="receipt_bundle/plots/val_batch0_pred.jpg" loading="lazy" /></div>
209
+ <div><img src="receipt_bundle/plots/val_batch1_labels.jpg" loading="lazy" /></div>
210
+ <div><img src="receipt_bundle/plots/val_batch1_pred.jpg" loading="lazy" /></div>
211
+ <div><img src="receipt_bundle/plots/val_batch2_labels.jpg" loading="lazy" /></div>
212
+ <div><img src="receipt_bundle/plots/val_batch2_pred.jpg" loading="lazy" /></div>
213
+ </div>
214
+
215
+ <p class="small" style="margin-top:12px;">
216
+ Core output: <code>receipt_bundle/raw/yolov5s_predictions.json</code>
217
+ </p>
218
+ </div>
219
+
220
+ <div class="card">
221
+ <h2>What to Verify</h2>
222
+ <ul>
223
+ <li><strong>Decision container:</strong> <code>release_certificate.json</code></li>
224
+ <li><strong>Metrics record:</strong> <code>evaluation_metrics.json</code></li>
225
+ <li><strong>Receipt inventory:</strong> <code>loko_manifest.json</code></li>
226
+ <li><strong>Checkout inventory:</strong> <code>checkout_manifest.json</code> + <code>checkout_manifest.sig</code></li>
227
+ </ul>
228
+ </div>
229
+
230
+ </div>
231
+ </body>
232
+ </html>