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
| # 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)" | |