nanograph-lance

Installation
SKILL.md

Lance Storage Format Migration (v2 → v2.2)

Summary

Safely migrate a nanograph database from Lance storage format 2.0 to 2.2.

  • Export-rebuild-verify-swap workflow that never modifies the original database until verified
  • Format 2.2 provides better compression for text, enums, dates, and vector columns
  • Step-by-step checklist with rollback instructions at every stage

nanograph 1.x links against Lance v3, which writes new datasets in Lance storage format 2.2. Databases created with earlier nanograph versions use format 2.0. Both remain readable and operational in nanograph 1.x.

Note: "Lance v3" refers to the Lance SDK/library version that nanograph links against, while "format 2.0" and "format 2.2" refer to the on-disk storage format that the SDK reads and writes.

This skill guides you through a safe export-rebuild-verify-swap migration. The process creates a fresh database alongside the old one — the old database is never modified until the new one is fully verified.

Why upgrade to 2.2

Better compression — nanograph datasets are mostly text, enums, dates, graph relationship columns, and vector columns. Format 2.2 improves compression across all of these, resulting in less disk usage, cheaper backups, and less I/O during open, scan, compact, and cleanup operations.

Safe gradual adoption — nanograph 1.x can create new databases on 2.2, continue opening and operating existing 2.0 databases, and does not force an in-place file-format migration to upgrade the CLI. You can upgrade nanograph immediately and decide later whether to migrate existing databases.

When to use this

Run nanograph doctor --verbose and look at the storage format column. If any datasets show 2.0, migration is recommended. If all show 2.2, no migration is needed.

What the migration preserves and what it does not

Preserved: All node and edge records, schema, property values, and graph structure.

Not preserved:

  • CDC history — the transaction log (_tx_catalog.jsonl) and CDC event log (_cdc_log.jsonl) do not survive export/reimport. The new database starts with a fresh transaction history.
  • Dataset versions — Lance version history is reset. Time-travel to previous dataset versions is no longer possible.
  • Computed embeddings — vectors from @embed(...) fields are stripped during export and regenerated afterward. If using a real embedding provider (provider = "openai" or provider = "gemini"), this makes API calls.

Migration steps

Substitute <db> with the actual database name (e.g., omni, starwars, app). If the project has a nanograph.toml with db.default_path, the --db flags can be omitted for most commands.

Step 1: Pre-flight

Verify the current state and back up:

# Confirm migration is needed
nanograph doctor --verbose

# Record current row counts for later verification
nanograph describe --json > /tmp/pre-migration-describe.json

# Back up the entire database directory
cp -r <db>.nano <db>.nano.backup

Do not skip the backup. If anything goes wrong, cp -r <db>.nano.backup <db>.nano restores the original.

Step 2: Export

Export the full graph without embeddings. Embedding vectors are stripped because they will be regenerated cleanly in step 6.

nanograph export --db <db>.nano --format jsonl --no-embeddings > <db>-export.jsonl

Step 3: Validate the export

Compare node and edge counts against the live database:

grep -c '"type"' <db>-export.jsonl    # node count
grep -c '"edge"' <db>-export.jsonl    # edge count
nanograph describe --db <db>.nano     # compare

If the schema has been updated since the last load, some exported records may contain values that are invalid under the current schema (e.g., old enum values). Check the export against the schema and fix any mismatches with targeted jq or sed before loading. Document what was fixed.

Step 4: Create a new database

Initialize from the current schema. Use a temporary name — never overwrite the original until verification is complete.

nanograph init --db <db>-v2.nano --schema <schema_path>

Use the schema from nanograph.toml's schema.default_path, or from <db>.nano/schema.pg if the project doesn't keep a separate schema file.

Step 5: Load the exported data

nanograph load --db <db>-v2.nano --data <db>-export.jsonl --mode overwrite

If the load fails with schema validation errors, fix the export (step 3) and retry.

Step 6: Regenerate embeddings

If the schema has any @embed(...) properties, regenerate vectors:

nanograph embed --db <db>-v2.nano

This calls the embedding provider configured in nanograph.toml or .env.nano. With provider = "mock", this is instant. With provider = "openai" or provider = "gemini", this makes API calls proportional to data volume. Scope to a single type with --type <NodeType> if needed.

Step 7: Verify the new database

This is the most important step. Do not skip any check.

# Confirm storage format is 2.2
nanograph doctor --db <db>-v2.nano --verbose

# Compare row counts against pre-migration snapshot
nanograph describe --db <db>-v2.nano --json > /tmp/post-migration-describe.json

# Run integrity check
nanograph doctor --db <db>-v2.nano

Compare the row counts from /tmp/pre-migration-describe.json and /tmp/post-migration-describe.json. Every node and edge type should have the same count.

Then run smoke queries — especially any that touch search, traversal, and aggregation:

nanograph run search "test query" --db <db>-v2.nano
nanograph run --db <db>-v2.nano --query queries.gq --name <query> --param key=value

If any check fails, stop. The old database is untouched — investigate the failure before proceeding.

Step 8: Swap databases

Only after all verification passes:

mv <db>.nano <db>.nano.old
mv <db>-v2.nano <db>.nano

If nanograph.toml uses db.default_path, no config change is needed — the path has not changed.

Step 9: Final verification

nanograph doctor --verbose
nanograph describe

Confirm everything works with the swapped database. Run a few queries.

Step 10: Clean up

Once confident the migration succeeded:

rm -rf <db>.nano.backup
rm -rf <db>.nano.old
rm <db>-export.jsonl
rm /tmp/pre-migration-describe.json /tmp/post-migration-describe.json

Keep the backup for at least a day before deleting. If the migration happened in a git-tracked project and the database was committed, you can always recover from git history.

Rollback

Before step 8 (swap): the old database is still in place. Clean up the failed attempt:

rm -rf <db>-v2.nano
rm <db>-export.jsonl

After step 8 (swap): restore from backup:

rm -rf <db>.nano
mv <db>.nano.old <db>.nano

Checklist

  • doctor --verbose confirms current storage format (2.0 or 2.2)
  • Backup created (<db>.nano.backup)
  • Pre-migration row counts saved
  • Export completed with --no-embeddings
  • Export counts match live database
  • New database initialized from current schema
  • Data loaded into new database
  • Embeddings regenerated (if applicable)
  • New database shows 2.2 in doctor --verbose
  • Row counts match between old and new
  • doctor passes on new database
  • Smoke queries return expected results
  • Databases swapped
  • Final doctor and describe pass
  • Backup and old database cleaned up
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Installs
12
GitHub Stars
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First Seen
Mar 15, 2026