Phillip LeBlanc

Co-Founder and CTO of Spice AI

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Spice v1.0.7 (Mar 26, 2025)

March 27, 2025 · 3 min read

Phillip LeBlanc

Co-Founder and CTO of Spice AI

Announcing the release of Spice v1.0.7 🏎️

Spice v1.0.7 improves memory usage when using DuckDB, improves schema inference performance when using object-store based data connectors, and fixes a bug in Dremio schema inference.

Highlights in v1.0.7

DuckDB Memory Usage: Memory usage when using DuckDB has been significantly improved for data loads and refreshes through expanded use of zero-copy Arrow and multi-threading for data loads. When a duckdb_memory_limit is specified, disk spilling has been improved for greater-than-memory workloads. In addition, a new temp_directory runtime parameter supports storing temporary files to alternative location than the DuckDB data file for higher throughput. For example, temp_directory could be set to a different high-IOPs IO2 EBS volume that is separate from the duckdb_file_path.

Automated end-to-end tests for the DuckDB Accelerator coverage has been significantly expanded.

For configuration details, see the documentation for runtime parameters and the DuckDB Data Accelerator.
Schema Inference Performance for Object-Store Data Connectors: Schema inference performance has been improved, especially for large numbers of objects (1M+ objects) when using object-store based data connectors by making the object-listing and selection more efficient.

Performance

When compared to previous versions, Spice v1.0.7 loads DuckDB accelerated datasets significantly faster. When using the TPCH lineitem dataset at Scale Factor 100 (600M rows):

Without Indexes

5x faster, 28% less memory usage.

v1.0.6 v1.0.7

Version	Load Time	Peak Memory Usage
v1.0.6	16m 3s	32GB
v1.0.7	3m 149ms	24.4GB

With Indexes

2.5x faster. Higher memory usage in v1.0.7 is due to better resource utilization to achieve faster load times. Use the duckdb_memory_limit parameter to control memory usage.

Version	Load Time	Peak Memory Usage
v1.0.6	27m 9s	50GB
v1.0.7	11m 30s	77GB

v1.0.6 with indexes v1.0.7 with indexes

Documentation

DuckDB Data Accelerator: Has been expanded with additional resource usage guidance.
Memory: A new section for memory considerations has been added to the Reference section.

Contributors

@phillipleblanc
@sgrebnov
@peasee
@Sevenannn

Breaking Changes

No breaking changes.

Upgrading

To upgrade to v1.0.7, use one of the following methods:

CLI:

spice upgrade

Homebrew:

brew upgrade spiceai/spiceai/spice

Docker:

Pull the spiceai/spiceai:1.0.7 image:

docker pull spiceai/spiceai:1.0.7

For available tags, see DockerHub.

Helm:

helm repo update
helm upgrade spiceai spiceai/spiceai

What's Changed

Dependencies

DataFusion Table Providers: Upgraded from 760ece6ac52b7d180d697f347642af403c2e711c to 9ba9dce19a1fdbd5e22cc2e445c5b3ea731944b4.

Changelog

- fix: Remove on zero results arguments from benchmarks by @peasee in https://github.com/spiceai/spiceai/pull/4533
- Run benchmark tests w/o uploading test results (pending improvements) by @sgrebnov in https://github.com/spiceai/spiceai/pull/4843
- fix: Return BAD_REQUEST when not embeddings are configured by @peasee in https://github.com/spiceai/spiceai/pull/4804
- Fix Dremio schema inference by @phillipleblanc in https://github.com/spiceai/spiceai/pull/5114
- Improve performance of schema inference for object-store data connectors by @sgrebnov in https://github.com/spiceai/spiceai/pull/5124
- Always download spice runtime version matched with spice cli version by @Sevenannn in https://github.com/spiceai/spiceai/pull/4761
- Fix go lint errors by @sgrebnov in https://github.com/spiceai/spiceai/pull/5147
- Make DuckDB acceleration E2E tests more comprehensive by @sgrebnov in https://github.com/spiceai/spiceai/pull/5146
- Enable Spice to load larger than memory datasets into DuckDB accelerations by @phillipleblanc in https://github.com/spiceai/spiceai/pull/5149
- Add `temp_directory` runtime parameter and insert it for DuckDB accelerations by @phillipleblanc in https://github.com/spiceai/spiceai/pull/5152
- Fix Postgres and MySQL installation on macos14-runner (E2E CI) by @sgrebnov in https://github.com/spiceai/spiceai/pull/5155
- Enable E2E for DuckDB full mode acceleration with indexes only in CI by @sgrebnov in https://github.com/spiceai/spiceai/pull/5154

Full Changelog: github.com/spiceai/spiceai/compare/v1.0.6...v1.0.7

Spice v1.0.3 (Feb 10, 2025)

February 10, 2025 · 2 min read

Phillip LeBlanc

Co-Founder and CTO of Spice AI

Announcing the release of Spice v1.0.3 🛠️

Spice v1.0.3 provides several bug fixes, including a fix for the initial data load period when a retention policy has been set, and a new unsupported_type_action: string parameter to auto-convert unsupported types to strings.

Highlights in v1.0.3

PostgreSQL Data Connector: New unsupported_type_action: string parameter that auto-converts unsupported types such as JSONB to strings.

Contributors

@phillipleblanc
@Sevenannn
@sgrebnov
@peasee
@Jeadie
@lukekim

Breaking Changes

No breaking changes.

Cookbook Updates

Updated Kubernetes Deployment Recipe
Updated Data Retention Recipe

Upgrading

To upgrade to v1.0.3, use one of the following methods:

CLI:

spice upgrade

Homebrew:

brew upgrade spiceai/spiceai/spice

Docker:

Pull the spiceai/spiceai:1.0.3 image:

docker pull spiceai/spiceai:1.0.3

For available tags, see DockerHub.

Helm:

helm repo update
helm upgrade spiceai spiceai/spiceai

What's Changed

Dependencies

No major dependency changes.

Changelog

- For local models, use 'content=""' instead of None by @Jeadie and @phillipleblanc in https://github.com/spiceai/spiceai/pull/4646
- Perplexity Sonar LLM component by @Jeadie and @lukekim in https://github.com/spiceai/spiceai/pull/4673
- Update async openai fork & support reasoning effort parameter by @Sevenannn and @phillipleblanc in https://github.com/spiceai/spiceai/pull/4679
- Web search tool by @Jeadie and @lukekim in https://github.com/spiceai/spiceai/pull/4687
- Setup tpc-extension by @ewgenius and @phillipleblanc in https://github.com/spiceai/spiceai/pull/4690
- fix: Use PostgreSQL interval style for Spice.ai by @peasee and @phillipleblanc in https://github.com/spiceai/spiceai/pull/4716
- Fix spice upgrade command by @Sevenannn and @sgrebnov in https://github.com/spiceai/spiceai/pull/4699
- Fix bug: Ensure refresh only retrieves data within the retention period by @sgrebnov and @phillipleblanc in https://github.com/spiceai/spiceai/pull/4717
- Implement unsupported_type_action: string for Postgres JSONB support by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4719
- Fix the get latest release logic by @Sevenannn and @phillipleblanc in https://github.com/spiceai/spiceai/pull/4721
- add 'accelerated_refresh' to 'spice trace' allowlist by @Jeadie and @phillipleblanc in https://github.com/spiceai/spiceai/pull/4711
- Update version to 1.0.3 by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4731
- Truncate embedding columns within sampling tool by @Jeadie in https://github.com/spiceai/spiceai/pull/4722
- Validate primary key columns during accelerated dataset initialization by @sgrebnov in https://github.com/spiceai/spiceai/pull/4736

**Full Changelog**: https://github.com/spiceai/spiceai/compare/v1.0.2...v1.0.3

Resources

Community

Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.

Twitter: @spice_ai
Discord: https://discord.gg/kZnTfneP5u
Telegram: Spice AI Discussion
Reddit: https://www.reddit.com/r/spiceai
Email: [email protected]

Spice v1.0-rc.4 (Jan 6, 2025)

January 6, 2025 · 4 min read

Phillip LeBlanc

Co-Founder and CTO of Spice AI

Happy New Year 🎆!

Announcing the release of Spice v1.0-rc.4 🌟

Spice v1.0.0-rc.4 is the fourth release candidate for the first major version of Spice.ai OSS. This release continues the focus on production readiness. In addition, xAI has been added as a model provider.

Highlights in v1.0-rc.4

xAI Model Provider: Adds support for xAI hosted models.

models:
  - from: xai:grok2-latest
    name: xai
    params:
      xai_api_key: ${secrets:SPICE_XAI_API_KEY}

Spicepod Spec Version: Spicepod spec version v1 is now by default. v1beta1 will continue to work.

version: v1
kind: Spicepod
name: my_pod

GitHub Data Connector: Graduated to Stable.
PostgreSQL Data Accelerator: Graduated to Release Candidate (RC).

Cookbook

Added xAI model provider recipe.

Dependencies

No major dependency changes.

Contributors

@lukekim
@phillipleblanc
@peasee
@karifabri
@sgrebnov
@Jeadie
@ewgenius

What's Changed

- Update openapi.json by @github-actions in <https://github.com/spiceai/spiceai/pull/4087>
- Update Helm chart for v1.0.0-rc.3 (v0.2.2) by @lukekim in <https://github.com/spiceai/spiceai/pull/4088>
- Rev version to v1.0.0-rc.4 by @lukekim in <https://github.com/spiceai/spiceai/pull/4090>
- Update spicepod.schema.json by @github-actions in <https://github.com/spiceai/spiceai/pull/4089>
- Fix OpenAI Models Integration tests by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/4084>
- fix: Update Postgres TPCDS and ClickBench queries by @peasee in <https://github.com/spiceai/spiceai/pull/4092>
- fix: Check Postgres acceleration schema on insert by @peasee in <https://github.com/spiceai/spiceai/pull/4094>
- Update v1.0.0-rc.3.md by @karifabri in <https://github.com/spiceai/spiceai/pull/4096>
- Update openapi.json by @github-actions in <https://github.com/spiceai/spiceai/pull/4093>
- First-class TSV for file data connector by @lukekim in <https://github.com/spiceai/spiceai/pull/4098>
- Allow Flight DoPut only for write api-keys by @sgrebnov in <https://github.com/spiceai/spiceai/pull/4010>
- Only create tables `eval.runs` and `eval.results` when an eval is defined by @Jeadie in <https://github.com/spiceai/spiceai/pull/4099>
- Update Copyright year to include 2025 by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/4100>
- feat: add postgres clickbench accelerator, release postgres accelerator by @peasee in <https://github.com/spiceai/spiceai/pull/4111>
- Add spice binaries with metal to releases; detect metal device in `spice install/upgrade`. by @Jeadie in <https://github.com/spiceai/spiceai/pull/4097>
- docs: Clarify connector release criteria by @peasee in <https://github.com/spiceai/spiceai/pull/4112>
- Update datafusion-federation to fix LIMIT with OFFSET handling in logical plan rewrite by @ewgenius in <https://github.com/spiceai/spiceai/pull/4115>
- Support Grok AI. by @Jeadie in <https://github.com/spiceai/spiceai/pull/4113>
- Fix `spice chat` usage bar. by @Jeadie in <https://github.com/spiceai/spiceai/pull/4119>
- Set unified max encoding and decoding message size for all flight client configurations across runtime by @ewgenius in <https://github.com/spiceai/spiceai/pull/4116>
- feat: Add the file connector as an appendable benchmark connector by @peasee in <https://github.com/spiceai/spiceai/pull/4120>
- Add `spice eval` command by @lukekim in <https://github.com/spiceai/spiceai/pull/4118>
- Support multi-level table nesting for Dremio by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/4129>
- feat: run append TPCH benchmarks in workflow (Arrow, DuckDB) by @peasee in <https://github.com/spiceai/spiceai/pull/4131>
- Fix bug in Iceberg tables selecting a subset of columns by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/4132>
- feat: Run append TPCDS benchmarks in workflow (Arrow, DuckDB) by @peasee in <https://github.com/spiceai/spiceai/pull/4141>
- Setup spice.ai clickbench by @ewgenius in <https://github.com/spiceai/spiceai/pull/4134>
- Data is streamed when reading from the GitHub connector (GraphQL tables) by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/4142>
- Mark the GitHub Data Connector as Stable by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/4143>
- Fix table quoting for Databricks Spark connector by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/4145>
- Extend flight compute context for spice.ai connector with org and app names, to fix federated queries from different spice.ai data sources by @ewgenius in <https://github.com/spiceai/spiceai/pull/4144>
- Enforce Flight DoPut policies: Rate Limiting, Read Timeout, and Max Records per Batch by @sgrebnov in <https://github.com/spiceai/spiceai/pull/4117>
- Fix bug Changes in catalog.yaml would require saving in spicepod.yaml to apply by @sgrebnov in <https://github.com/spiceai/spiceai/pull/4147>
- Update benchmark snapshots by @github-actions in <https://github.com/spiceai/spiceai/pull/4137>
- Add `test-framework` crate to contain all common benchmark, E2E, integration testing logic. by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/4157>
- Fix `platform_option` variable in `build_and_release.yml`. by @Jeadie in <https://github.com/spiceai/spiceai/pull/4154>
- feat: Add Clickbench append benchmark for DuckDB and Arrow by @peasee in <https://github.com/spiceai/spiceai/pull/4160>
- Upload artifacts to Minio on build_and_release by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/4159>
- feat: add on zero results benchmark by @peasee in <https://github.com/spiceai/spiceai/pull/4164>
- Update spice.ai connector tests by @ewgenius in <https://github.com/spiceai/spiceai/pull/4161>

**Full Changelog**: <https://github.com/spiceai/spiceai/compare/v1.0.0-rc.3...v1.0.0-rc.4>
```text

## Resources

- [Getting started with Spice.ai](https://docs.spiceai.org/getting-started/)
- [Documentation](https://docs.spiceai.org/)

## Community

Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.

- Twitter: [@spice_ai](https://twitter.com/spice_ai)
- Discord: [https://discord.gg/kZnTfneP5u](https://discord.gg/kZnTfneP5u)
- Telegram: [Spice AI Discussion](https://t.me/spiceaichat)
- Reddit: [https://www.reddit.com/r/spiceai](https://www.reddit.com/r/spiceai)
- Email: [[email protected]](mailto:[email protected])

Spice v0.20-beta (Nov 4, 2024)

November 4, 2024 · 3 min read

Phillip LeBlanc

Co-Founder and CTO of Spice AI

Announcing the release of Spice v0.20-beta 🧩

Spice v0.20.0-beta improves federated query performance with column pruning and adds support for Metal (Apple Silicon) and CUDA (NVidia) accelerators. The S3, PostgreSQL, MySQL, and GitHub Data Connectors have graduated from Beta to Release Candidates. The Arrow, DuckDB, and SQLite Data Accelerators have graduated from Alpha to Beta.

Highlights in v0.20.0-beta

Data Connectors: The S3, PostgreSQL, MySQL, and GitHub Data Connectors have graduated from beta to release candidate.

Data Accelerators: The Arrow, DuckDB, and SQLite Data Accelerators have graduated from alpha to beta.

Metal and CUDA Support: Added support for Metal (Apple Silicon) and CUDA (NVidia) for AI/ML workloads including embeddings and local LLM inference.

For instructions on compiling a Meta or CUDA binary, see the Installation Docs.

Breaking Changes

The ODBC Data Connector now requires ODBC drivers specified in connection strings are registered in the system ODBC driver manager.

Example invalid connection string:

DRIVER={/path/to/driver.so};SERVER=localhost;DATABASE=master

Example valid connection string:

DRIVER={My ODBC Driver};SERVER=localhost;DATABASE=master

Where My ODBC Driver is the name of an ODBC driver registered in the ODBC driver manager.

Contributors

@ewgenius
@peasee
@phillipleblanc
@sgrebnov
@Jeadie
@barracudarin
@Sevenannn

What's Changed

- Update Helm for v0.19.4-beta and add release notes by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3310>
- Update spicepod.schema.json by @github-actions in <https://github.com/spiceai/spiceai/pull/3311>
- `metal` & `cuda` flags for spice by @Jeadie in <https://github.com/spiceai/spiceai/pull/3212>
- Promote postgres connector to RC quality by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3305>
- docs: Update ROADMAP.md by @peasee in <https://github.com/spiceai/spiceai/pull/3322>
- feat: Enable federation for in-memory accelerators by @peasee in <https://github.com/spiceai/spiceai/pull/3325>
- fix: Only allow env files from the current dir by @peasee in <https://github.com/spiceai/spiceai/pull/3327>
- Always read TimezoneTZ from PostgreSQL as UTC by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3330>
- For multi-sink acceleration refreshes, ensure parent table completes before the children. by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3329>
- Update TPC-DS Q49 (Decimal to Float) to match SQLite's type system by @sgrebnov in <https://github.com/spiceai/spiceai/pull/3323>
- Enable parquet pushdown in Spice by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3245>
- Use spice object_store fork to fix S3 ambiguous error by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3304>
- Don't mix commented out queries for s3 connectors and accelerators by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3331>
- Allow only valid WHERE conditions in vector searches by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3335>
- fix: Allow only ODBC profiles by @peasee in <https://github.com/spiceai/spiceai/pull/3324>
- Track how many times an acceleration falls back during initialization by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3339>
- Anthropic model regex and fix tool parsing aggregation bug by @Jeadie in <https://github.com/spiceai/spiceai/pull/3334>
- Upgrade runtime along with CLI on `spice upgrade` by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3341>
- Update upcoming Roadmap by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3343>
- fix: Prevent acceleration files outside of working directory by @peasee in <https://github.com/spiceai/spiceai/pull/3340>
- Document S3 connector limitations by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3333>
- Update Object Store Patch by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3361>
- Promote SQLite Data Accelerator to Beta by @sgrebnov in <https://github.com/spiceai/spiceai/pull/3365>
- Promote S3 connector to RC quality by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3362>
- Revert "fix: Only allow env files from the current dir" by @peasee in <https://github.com/spiceai/spiceai/pull/3368>
- docs: Fix typo for S3 release status in README.md by @peasee in <https://github.com/spiceai/spiceai/pull/3370>
- Include unnecessary columns pruning step during federated plan creation by @sgrebnov in <https://github.com/spiceai/spiceai/pull/3363>

**Full Changelog**: <https://github.com/spiceai/spiceai/compare/v0.19.4-beta...v0.20.0-beta>

Resources

Community

Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.

Twitter: @spice_ai
Discord: https://discord.gg/kZnTfneP5u
Telegram: Spice AI Discussion
Reddit: https://www.reddit.com/r/spiceai
Email: [email protected]

Spice v0.19.4-beta (Oct 30, 2024)

October 30, 2024 · 4 min read

Phillip LeBlanc

Co-Founder and CTO of Spice AI

Announcing the release of Spice v0.19.4-beta ☘️

Spice v0.19.4-beta introduces a new localpod Data Connector, improvements to accelerator resiliency and control, and a new configuration to control when accelerated datasets are considered ready.

Highlights in v0.19.4

localpod Connector: Implement a "tiered" acceleration strategy with a new localpod Data Connector that can be used to accelerate datasets from other datasets registered in Spice.

datasets:
  - from: s3://my_bucket/my_dataset
    name: my_dataset
    acceleration:
      enabled: true
      engine: duckdb
      mode: file
      refresh_check_interval: 60s
  - from: localpod:my_dataset
    name: my_localpod_dataset
    acceleration:
      enabled: true

Refreshes on the localpod's parent dataset will automatically be synchronized with the localpod dataset.

Improved Accelerator Resiliency: When Spice is restarted, if the federated source for a dataset configured with a file-based accelerator is not available, the dataset will still load from the existing file data and will attempt to connect to the federated source in the background for future refreshes.

Accelerator Ready State: Control when an accelerated dataset is considered "ready" by the runtime with the new ready_state parameter.

datasets:
  - from: s3://my_bucket/my_dataset
    name: my_dataset
    acceleration:
      enabled: true
      ready_state: on_load # or on_registration

ready_state: on_load: Default. The dataset is considered ready after the initial load of the accelerated data. For file-based accelerated datasets that have existing data, this means the dataset is ready immediately.
ready_state: on_registration: The dataset is considered ready when the dataset is registered in Spice. Queries against this dataset before the data is loaded will fallback to the federated source.

Breaking changes

Accelerated datasets configured with ready_state: on_load (the default behavior) that are not ready will return an error instead of returning zero results.

Contributors

@Sevenannn
@peasee
@phillipleblanc
@sgrebnov
@barracudarin
@Jeadie
@ewgenius

What's Changed

- Update helm for v0.19.3-beta by @ewgenius in <https://github.com/spiceai/spiceai/pull/3274>
- docs: Mark GitHub as Beta in README.md by @peasee in <https://github.com/spiceai/spiceai/pull/3272>
- Fix docker publish by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3273>
- Add SQLite TPC-DS Limitations: `ROLLUP` and `GROUPING` by @sgrebnov in <https://github.com/spiceai/spiceai/pull/3277>
- Update version to 1.0.0-rc.1 by @sgrebnov in <https://github.com/spiceai/spiceai/pull/3276>
- Synchronize localpod acceleration with parent acceleration refreshes by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3264>
- feat: Update Datafusion, promote DuckDB and MySQL by @peasee in <https://github.com/spiceai/spiceai/pull/3278>
- Add SQLite TPC-DS Limitations: `stddev` by @sgrebnov in <https://github.com/spiceai/spiceai/pull/3279>
- fix indentation issue with service annotations by @barracudarin in <https://github.com/spiceai/spiceai/pull/3281>
- fix: Expose GitHub ratelimit errors by @peasee in <https://github.com/spiceai/spiceai/pull/3258>
- Revert Datafusion parquet changes by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3286>
- Promote arrow accelerator to beta by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3287>
- Add SQLite TPC-DS Limitations: casting to DECIMAL by @sgrebnov in <https://github.com/spiceai/spiceai/pull/3282>
- Accelerated datasets can fallback to federated source while loading by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3280>
- Enable overlap_size correctly by @Jeadie in <https://github.com/spiceai/spiceai/pull/3229>
- Avoid duplicated filter conditions in rewritten SQL by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3284>
- Fix SQLite records conversion with NULL in first row by @sgrebnov in <https://github.com/spiceai/spiceai/pull/3295>
- fix: Update datafusion by @peasee in <https://github.com/spiceai/spiceai/pull/3297>
- Display shorter name for benchmark workflow matrix by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3299>
- Update `spice_sys_dataset_checkpoint` to store federated table schema by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3303>
- Update postgres connector/accelerator snapshot by @Sevenannn in <https://github.com/spiceai/spiceai/pull/3298>
- Accelerated tables with existing file data can load without a connection to the federated source by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3306>
- Ensure synchronized tables complete their insertion at the same time by @phillipleblanc in <https://github.com/spiceai/spiceai/pull/3307>

**Full Changelog**: <https://github.com/spiceai/spiceai/compare/v0.19.3-beta...v0.19.4-beta>

Resources

Community

Spice.ai started with the vision to make AI easy for developers. We are building Spice.ai in the open and with the community. Reach out on Discord or by email to get involved.

Twitter: @spice_ai
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Highlights in v1.0.7​

Performance​

Without Indexes​

With Indexes​

Documentation​

Contributors​

Breaking Changes​

Upgrading​

What's Changed​

Dependencies​

Changelog​

Highlights in v1.0.3​

Contributors​

Breaking Changes​

Cookbook Updates​

Upgrading​

What's Changed​

Dependencies​

Changelog​

Resources​

Community​

Highlights in v1.0-rc.4​

Cookbook​

Dependencies​

Contributors​

What's Changed​

Highlights in v0.20.0-beta​

Breaking Changes​

Contributors​

What's Changed​

Resources​

Community​

Highlights in v0.19.4​

Breaking changes​

Contributors​

What's Changed​

Resources​

Community​

Highlights in v1.0.7

Performance

Without Indexes

With Indexes

Documentation

Contributors

Breaking Changes

Upgrading

What's Changed

Dependencies

Changelog

Highlights in v1.0.3

Contributors

Breaking Changes

Cookbook Updates

Upgrading

What's Changed

Dependencies

Changelog

Resources

Community

Highlights in v1.0-rc.4

Cookbook

Dependencies

Contributors

What's Changed

Highlights in v0.20.0-beta

Breaking Changes

Contributors

What's Changed

Resources

Community

Highlights in v0.19.4

Breaking changes

Contributors

What's Changed

Resources

Community