#!/usr/bin/env bash # T=65,536 / YaRN 16 x 4096. Does the scale trend continue, or break? # # MEMORY: this is INFERENCE, not training. The 64k TRAINING figure (~117 GB at # cp=2, hence >=4 GPUs) covers activations for backward, gradients and optimizer # state -- none of which exist here. Measured at T=32,768: 3,823 MiB/GPU. KV # cache at 65,536 is 3.22 GB + 1.36 GB weights, so cp=1 per job on an 80 GB card. # # 4,096 is included deliberately: at scale 16 the interpolation is most # aggressive, so if over-compression costs short-context resolution it shows # there first. 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=e64k_logs; mkdir -p "$L"; M="$L/master.log" say(){ echo "[$(date -u +%H:%M:%S)] $*" | tee -a "$M" >&2; } T=65536; SCALE=16; 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 "$HAY")" = 199754694 ] || { say "FATAL haystack differs from phase 1's"; exit 1; } A1B_680="CP_N_EMBD=1536 CP_N_LAYER=24 CP_N_HEAD=12 CP_N_KVHEAD=4 CP_FFN=4096 CP_WEIGHT_TYING=1" say "=== T=$T YaRN ${SCALE}x${ORIG} -- base680 (control) vs p1final ===" for PL in 4096 16360 32744 65512; do O="e64k_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" 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 -> $(head -1 $O/summary.csv) | $(grep '^niah_single,' $O/summary.csv)" grep -ahoiE 'out of memory|bad_alloc' "$O"/gen/*.log 2>/dev/null | head -1 | tee -a "$M" >&2 else say " len $PL FAILED"; grep -ahA2 'what()' "$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 16360 32744 65512; do f="e64k_len${PL}/summary.csv" [ -f "$f" ] && say " len $PL $(head -1 $f) -> $(grep '^niah_single,' $f)" done say "DONE"