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# 4️⃣ Pooling – attention‑weighted (learned query vector) # Here we use simple mean‑max concat, which works well for short clips. mean_pool = x.mean(dim=1) # (B, hidden) max_pool = x.max(dim=1).values # (B, hidden) pooled = torch.cat([mean_pool, max_pool], dim=-1) # (B, 2*hidden) pppd515mp4 extra quality