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| # T=131,072 / YaRN 32 x 4096. A PRE-REGISTERED test of the virtual-position model. | |
| # | |
| # Hypothesis: score is governed by where the last token lands inside the 4,096 | |
| # range the model was pretrained on (real position / scale), not by token count. | |
| # | |
| # PREDICTIONS, written before the run: | |
| # 4,096 tok -> virtual 128 : 92-99 (was 92 at x16) | |
| # 32,744 tok -> virtual 1,023 : 85-92 (was 54 at x16) <- the big one | |
| # 65,512 tok -> virtual 2,047 : 45-55 (was 32 at x16) | |
| # If 32,744 does NOT jump from 54 into the 80s, the virtual-position model is | |
| # wrong and the gains so far were something else. | |
| set -uo pipefail | |
| cd "$(dirname "$0")" | |
| export PATH=/root/Adhi/BluTrain/envv/bin:$PATH | |
| source /root/Adhi/BluTrain/envv/bin/activate 2>/dev/null | |
| L=e128k_logs; mkdir -p "$L"; M="$L/master.log" | |
| say(){ echo "[$(date -u +%H:%M:%S)] $*" | tee -a "$M" >&2; } | |
| T=131072; SCALE=32; ORIG=4096 | |
| [ $((SCALE*ORIG)) -eq $T ] || { say "FATAL YaRN invariant"; exit 1; } | |
| HAY=Data_Loader/Data/b2_8192_16384/val_shard_00000.bin | |
| [ "$(stat -c%s "$HAY")" = 199754694 ] || { say "FATAL haystack differs"; exit 1; } | |
| A1B_680="CP_N_EMBD=1536 CP_N_LAYER=24 CP_N_HEAD=12 CP_N_KVHEAD=4 CP_FFN=4096 CP_WEIGHT_TYING=1" | |
| say "=== T=$T YaRN ${SCALE}x${ORIG} -- predictions: 4096->92-99, 32744->85-92, 65512->45-55 ===" | |
| for PL in 4096 32744 65512; do | |
| O="e128k_len${PL}" | |
| [ -s "$O/summary.csv" ] && [ "$(wc -l < "$O/summary.csv")" -gt 1 ] && { | |
| say " len $PL cached: $(grep '^niah_single,' $O/summary.csv)"; continue; } | |
| say "eval prompt_len=$PL (virtual $((PL/SCALE)))" | |
| A1B="$A1B_680" HAY="$HAY" GEN_DATA_ROOT="Data_Loader/Data/evalsrc" \ | |
| CKPT_EXTRA="p1final=blumodelcp_run12_step_1200.ckpt base680=varybatch.ckpt" \ | |
| CKPTS="p1final base680" TASKS=niah_single N=100 \ | |
| T=$T YARN=$SCALE YARN_ORIG=$ORIG PROMPT_LEN=$PL GPUS=0,1 NP=1 OUT="$O" \ | |
| ./run_longeval.sh >> "$L/eval_${PL}.log" 2>&1 | |
| if [ -s "$O/summary.csv" ] && [ "$(wc -l < "$O/summary.csv")" -gt 1 ]; then | |
| say " len $PL (virtual $((PL/SCALE))) -> $(head -1 $O/summary.csv) | $(grep '^niah_single,' $O/summary.csv)" | |
| else | |
| say " len $PL FAILED"; grep -ahA2 'what()\|out of memory' "$O"/gen/*.log 2>/dev/null|head -4|tee -a "$M" >&2 | |
| fi | |
| done | |
| say "=== RESULTS T=$T (cols base680,p1final) ===" | |
| for PL in 4096 32744 65512; do | |
| f="e128k_len${PL}/summary.csv" | |
| [ -f "$f" ] && say " len $PL virtual $((PL/SCALE)) $(grep '^niah_single,' $f)" | |
| done | |
| say "DONE" | |