Initial release: code for WCL2026-1544 (context-aware embedding masking via DRL)

2026-06-22 17:31:32 +09:00
commit 8b7f70d650
26 changed files with 3445 additions and 0 deletions
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+#!/bin/bash
+set -e
+cd "/Users/kyo/Documents/AY/논문/5. WCL-DRL"
+EMB="bert_agnews_8000.pt"
+PY="/opt/anaconda3/bin/python"
+
+# Ablation variants at U=4, 100ep, 3 seeds
+for S in 0 42 123; do
+    echo ">>> DRL beta=0 U=4 100ep seed=$S"
+    $PY Code/drl_mask_policy.py \
+        --mode drl --embed-file $EMB \
+        --users 4 --mux-factor 4 \
+        --epochs 100 --steps-per-epoch 200 \
+        --beta 0.0 --seed $S \
+        --save-dir results_sweeps/drl_beta0_100ep_s${S} \
+        2>&1 | tail -2
+
+    echo ">>> DRL r=16 U=4 100ep seed=$S"
+    $PY Code/drl_mask_policy.py \
+        --mode drl --embed-file $EMB \
+        --users 4 --mux-factor 4 \
+        --epochs 100 --steps-per-epoch 200 \
+        --rank 16 --seed $S \
+        --save-dir results_sweeps/drl_r16_100ep_s${S} \
+        2>&1 | tail -2
+done
+
+# U-sweep at U={1,2,3,5,6} for throughput, 100ep, 3 seeds
+for S in 0 42 123; do
+    for U in 1 2 3 5 6; do
+        echo ">>> Joint U=$U 100ep seed=$S"
+        $PY Code/drl_mask_policy.py \
+            --mode joint --embed-file $EMB \
+            --users $U --mux-factor 4 \
+            --epochs 100 --steps-per-epoch 200 \
+            --seed $S \
+            --save-dir results_sweeps/joint_U${U}_100ep_s${S} \
+            2>&1 | tail -2
+        echo ">>> DRL U=$U 100ep seed=$S"
+        $PY Code/drl_mask_policy.py \
+            --mode drl --embed-file $EMB \
+            --users $U --mux-factor 4 \
+            --epochs 100 --steps-per-epoch 200 \
+            --seed $S \
+            --save-dir results_sweeps/drl_U${U}_100ep_s${S} \
+            2>&1 | tail -2
+    done
+done
+
+echo "=== all multi-seed 100ep runs done ==="