Instructions to use moncefem/memory-lora-gemma4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use moncefem/memory-lora-gemma4 with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
File size: 2,175 Bytes
fb5235a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 | #!/bin/bash
# Independent: at 08:00 push all the NEW data + current best checkpoint to HF.
# Runs via nohup so it survives the CLI session ending. Reads HF token from .env.
set -u
cd /Users/moncif/gemma4-hack
PL=runs/push8am.log
log(){ echo "$(date '+%F %T'): $*" >> "$PL"; }
TARGET=$(date -j -f "%Y-%m-%d %H:%M:%S" "2026-07-25 08:00:00" +%s 2>/dev/null)
NOW=$(date +%s)
SEC=$(( TARGET - NOW )); [ "$SEC" -lt 0 ] && SEC=0
log "sleeping ${SEC}s until 08:00 to push new data"
sleep "$SEC"
log "08:00 reached -- staging new data + checkpoints for HF push"
export HF_TOKEN=$(grep -E "^HF_API_KEY=" .env | head -1 | cut -d= -f2-)
# Safely snapshot live checkpoints (size-stable) so we never commit a half-written file
snap(){
local src="$1" dst="$2"
[ -f "$src" ] || return 1
local s1 s2 s3
s1=$(stat -f%z "$src"); cp "$src" "$dst"; s2=$(stat -f%z "$dst"); s3=$(stat -f%z "$src")
if [ "$s1" != "$s2" ] || [ "$s2" != "$s3" ]; then sleep 3; cp "$src" "$dst"; fi
}
snap runs/sixview_v2/head.best.pt runs/sixview_v2/head.best.pt
snap runs/sixview_v2/head.latest.pt runs/sixview_v2/head.push_latest.pt
# Stage the new/updated data (complete dataset), current checkpoints, logs
git add -f \
data/embeddings/aligned6_embeddings.parquet \
data/embeddings/multiview_embeddings.parquet \
data/qna/aligned6_qna.jsonl \
data/qna/repo_scoped_qa.jsonl \
data/docs/multiview_sources.jsonl data/docs/*.jsonl \
data/multilang_repo_list.txt \
runs/sixview_v2/head.best.pt \
runs/sixview_v2/head.push_latest.pt \
runs/sixview_v2/metrics.jsonl \
runs/sixview_v2/tb \
runs/switch.log runs/supervisor.log \
scripts/supervise_training.sh scripts/orchestrate_switch.sh scripts/push_at_8am.sh \
2>> "$PL"
git commit -q -m "8am snapshot: complete ~1650-repo dataset + sixview_v2 checkpoints
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>" >> "$PL" 2>&1
log "committed; pushing to HF (LFS) ..."
git remote set-url origin "https://moncefem:${HF_TOKEN}@huggingface.co/moncefem/memory-lora-gemma4"
git push origin main >> "$PL" 2>&1
ec=$?
git remote set-url origin "https://huggingface.co/moncefem/memory-lora-gemma4"
log "PUSH_EXIT=$ec (remote scrubbed)"
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