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| 1 | +#!/bin/bash |
| 2 | +# --------------------------------------------------------------- |
| 3 | +# Setup script for 12L QAT Int4-MLP submission |
| 4 | +# Run from the repo root: bash records/track_10min_16mb/2026-03-25_QAT_Int4MLP_12L/setup.sh |
| 5 | +# --------------------------------------------------------------- |
| 6 | +set -e |
| 7 | + |
| 8 | +REPO_ROOT="$(cd "$(dirname "$0")/../../.." && pwd)" |
| 9 | +cd "$REPO_ROOT" |
| 10 | + |
| 11 | +echo "============================================" |
| 12 | +echo " 12L QAT Int4-MLP — Environment Setup" |
| 13 | +echo "============================================" |
| 14 | + |
| 15 | +# --------------------------------------------------------------- |
| 16 | +# 1. Python dependencies |
| 17 | +# --------------------------------------------------------------- |
| 18 | +echo "" |
| 19 | +echo "[1/3] Installing Python dependencies..." |
| 20 | +pip install --upgrade pip -q |
| 21 | +pip install numpy tqdm sentencepiece huggingface-hub -q |
| 22 | + |
| 23 | +TORCH_VER=$(python3 -c "import torch; print(torch.__version__)" 2>/dev/null || echo "none") |
| 24 | +if [[ "$TORCH_VER" != *"2.9"*"+cu128"* ]]; then |
| 25 | + echo " Upgrading torch to 2.9.1+cu128 (current: $TORCH_VER)..." |
| 26 | + pip install torch --index-url https://download.pytorch.org/whl/cu128 --no-cache-dir --force-reinstall -q |
| 27 | +else |
| 28 | + echo " torch $TORCH_VER already OK." |
| 29 | +fi |
| 30 | +echo " Done." |
| 31 | + |
| 32 | +# --------------------------------------------------------------- |
| 33 | +# 2. Flash Attention 3 (Hopper) |
| 34 | +# --------------------------------------------------------------- |
| 35 | +echo "" |
| 36 | +echo "[2/3] Installing Flash Attention 3..." |
| 37 | + |
| 38 | +if python3 -c "from flash_attn_interface import flash_attn_func; print('ok')" 2>/dev/null | grep -q ok; then |
| 39 | + echo " Already installed and working — skipping." |
| 40 | +else |
| 41 | + pip install flash_attn_3 --no-deps --force-reinstall --find-links https://windreamer.github.io/flash-attention3-wheels/cu128_torch291/ |
| 42 | + echo " Installed." |
| 43 | +fi |
| 44 | + |
| 45 | +# --------------------------------------------------------------- |
| 46 | +# 3. Dataset + Tokenizer (sp1024) |
| 47 | +# --------------------------------------------------------------- |
| 48 | +echo "" |
| 49 | +echo "[3/3] Downloading dataset (sp1024)..." |
| 50 | +python3 data/cached_challenge_fineweb.py --variant sp1024 |
| 51 | +echo " Done." |
| 52 | + |
| 53 | +# --------------------------------------------------------------- |
| 54 | +# Verification |
| 55 | +# --------------------------------------------------------------- |
| 56 | +echo "" |
| 57 | +echo "============================================" |
| 58 | +echo " Verification" |
| 59 | +echo "============================================" |
| 60 | + |
| 61 | +python3 - << 'PYEOF' |
| 62 | +import sys, torch, glob, numpy as np |
| 63 | +
|
| 64 | +print(f"Python : {sys.version.split()[0]}") |
| 65 | +print(f"PyTorch : {torch.__version__}") |
| 66 | +print(f"CUDA : {torch.cuda.is_available()}") |
| 67 | +print(f"GPUs : {torch.cuda.device_count()}") |
| 68 | +
|
| 69 | +for i in range(torch.cuda.device_count()): |
| 70 | + p = torch.cuda.get_device_properties(i) |
| 71 | + print(f" GPU {i} : {p.name} ({p.total_memory // 1024**3}GB)") |
| 72 | +
|
| 73 | +try: |
| 74 | + from flash_attn_interface import flash_attn_func |
| 75 | + print("FlashAttn3 : OK") |
| 76 | +except ImportError: |
| 77 | + print("FlashAttn3 : MISSING!") |
| 78 | +
|
| 79 | +train = sorted(glob.glob("./data/datasets/fineweb10B_sp1024/fineweb_train_*.bin")) |
| 80 | +val = sorted(glob.glob("./data/datasets/fineweb10B_sp1024/fineweb_val_*.bin")) |
| 81 | +print(f"Train shards : {len(train)}") |
| 82 | +print(f"Val shards : {len(val)}") |
| 83 | +PYEOF |
| 84 | + |
| 85 | +echo "" |
| 86 | +echo "============================================" |
| 87 | +echo " Setup complete. Run training with:" |
| 88 | +echo "" |
| 89 | +echo " tmux" |
| 90 | +echo " torchrun --nproc_per_node=8 records/track_10min_16mb/2026-03-25_QAT_Int4MLP_12L/train_gpt.py" |
| 91 | +echo "" |
| 92 | +echo "============================================" |
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