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Spice v1.0.6 (Mar 17, 2025)

ยท 3 min read
Sergei Grebnov
Senior Software Engineer at Spice AI

Announcing the release of Spice v1.0.6 โšก

Spice v1.0.6 improves stability for DuckDB acceleration, Iceberg Data/Catalog connector improvements when using AWS Glue, and fixes an issue with the ready_state: on_registration federation fallback when using DuckDB. In addition, redundant data refreshes on startup are avoided for accelerations with persistent data.

Highlights in v1.0.6โ€‹

  • Iceberg Data/Catalog Connector Improvements: Improves Iceberg data & catalog connector reliability, including bug fixes for AWS Glue API rate-limiting and compatibility, REST API pagination support, explicit AWS credential handling, and support for AWS STS role assumption.

  • Fixes On-Registration Fallback when using DuckDB: Previously, when using DuckDB as a data accelerator and the ready_state: on_registration configuration, queries made during the initial data refresh did not properly fallback to the federated source. This is now fixed.

  • DuckDB downgraded for Stability: DuckDB has been downgraded to v1.1.3 due to a regression in memory handling tracked by duckdb/duckdb issue #16640. Once resolved and validated, Spice will re-upgrade to v1.2.x.

  • Expanded Integration Tests: Additional integration tests covering federated accelerator behavior and graceful shutdown processes have been added.

  • Optimized Data Refresh for Persistent Accelerations: Changed behavior in v1.0.6. When using persistent (file-mode) acceleration without a defined refresh interval, Spice performs a full refresh at startup only if no previously accelerated data is available. This ensures efficient startup behavior by avoiding unnecessary refreshes. This logic applies only to full refreshes when no refresh interval is specified.

To maintain the previous behavior and always refresh on every startup, set:

 acceleration:
refresh_on_startup: always

Contributorsโ€‹

  • @peasee
  • @phillipleblanc
  • @sgrebnov
  • @lukekim
  • @Sevenannn

Breaking Changesโ€‹

Starting from v1.0.6 when using persistent (file-mode) acceleration without a defined refresh interval, Spice performs a full refresh at startup only if no previously accelerated data is available. To maintain the previous behavior and always refresh on every startup, set:

 acceleration:
refresh_on_startup: always

Cookbook Updatesโ€‹

No new recipes.

Upgradingโ€‹

To upgrade to v1.0.6, use one of the following methods:

CLI:

spice upgrade

Homebrew:

brew upgrade spiceai/spiceai/spice

Docker:

Pull the spiceai/spiceai:1.0.6 image:

docker pull spiceai/spiceai:1.0.6

For available tags, see DockerHub.

Helm:

helm repo update
helm upgrade spiceai spiceai/spiceai

What's Changedโ€‹

Dependenciesโ€‹

Changelogโ€‹

  • Implement proper ready_state: on_registration for federation enabled accelerators by @phillipleblanc in #5019
  • Add indexes and primary keys mismatch detection for DuckDB Acceleration by @sgrebnov in #5045
  • Add comprehensive integration tests for the ready_state behavior by @phillipleblanc in #5042
  • Add test Spicepod for acceleration with constraints by @sgrebnov in #4891
  • Add test Spicepod for DuckDB append acceleration with constraints by @sgrebnov in #4898
  • Add DuckDB graceful shutdown test to E2E CI tests by @sgrebnov in #5047
  • Update duckdb_append_with_pk_and_indexes.yaml (work for duckdb 1.1.x) by @sgrebnov in #5067
  • fix: Downgrade to DuckDB 1.1.3 by @peasee in #5055
  • fix: Acceleration federation integration test by @peasee in #5070
  • Improvements to Iceberg Catalog/Data Connector by @phillipleblanc in #5071
  • Add Results-Cache-Status to indicate query result came from cache by @phillipleblanc in #4809
  • fix: Spice.ai schema inference by @peasee in #4674
  • Add refresh_on_startup Spicepod configuration param by @phillipleblanc and @sgrebnov in #5086
  • Test restart behavior of DuckDB file acceleration against glue iceberg table by @Sevenannn #5075
  • Run Iceberg Data Connector - DuckDB File mode integration test by @Sevenannn #5069
  • Integration test for glue iceberg catalog by @Sevenannn #5077

Full Changelog: https://github.com/spiceai/spiceai/compare/v1.0.5...v1.0.6

Spice v1.0.5 (Mar 11, 2025)

ยท 3 min read
Sergei Grebnov
Senior Software Engineer at Spice AI

Announcing the release of Spice v1.0.5 ๐ŸงŠ

Spice v1.0.5 expands Iceberg support with the introduction of the Iceberg Data Connector, in addition to the existing Iceberg Catalog Connector. This new connector enables direct dataset creation and configuration for specific Iceberg objects, enabling federated and accelerated SQL queries on Apache Iceberg tables.

Performance improvements include object-store optimized Parquet pruning in append mode, where object-store metadata is now leveraged alongside Hive partitioning to optimize file pruning. This results in faster and more efficient queries.

DuckDB has been upgraded to v1.2.0, along with additional stability improvements, including improved graceful shutdown and the ability to configure the DuckDB memory limit.

Additional updates include support for the Arrow Map type.

Highlights in v1.0.5โ€‹

  • New Iceberg Data Connector: Enables direct dataset creation and querying of Iceberg tables.

    Example usage in spicepod.yaml:

    datasets:
    - from: iceberg:https://iceberg-catalog-host.com/v1/namespaces/my_namespace/tables/my_table
    name: my_table
    params:
    # Same as Iceberg Catalog Connector
    acceleration:
    enabled: true

    For detailed setup instructions, authentication options, and configuration parameters, refer to the Iceberg Data Connector documentation.

  • Improved Parquet pruning in append mode: Uses object-store metadata for more efficient file pruning.

  • DuckDB upgrade to v1.2.0 with improved graceful shutdown: Read the DuckDB v1.2.0 announcement for details, including breaking changes for map and list_reduce. Graceful shutdown of DuckDB has been improved for better stability across restarts.

  • Configurable DuckDB memory limit: Use the duckdb_memory_limit parameter to set the DuckDB acceleration memory limit:

    - from: spice.ai:path.to.my_dataset
    name: my_dataset
    acceleration:
    params:
    duckdb_memory_limit: '2GB'
    enabled: true
    engine: duckdb
    mode: file

Contributorsโ€‹

  • @peasee
  • @phillipleblanc
  • @sgrebnov
  • @lukekim

Breaking Changesโ€‹

Upgradingโ€‹

To upgrade to v1.0.5, use one of the following methods:

CLI:

spice upgrade

Homebrew:

brew upgrade spiceai/spiceai/spice

Docker:

Pull the spiceai/spiceai:1.0.5 image:

docker pull spiceai/spiceai:1.0.5

For available tags, see DockerHub.

Helm:

helm repo update
helm upgrade spiceai spiceai/spiceai

What's Changedโ€‹

Dependenciesโ€‹

Changelogโ€‹

  • fix: Update OpenAI model health check by @peasee in #4849
  • fix: Allow metrics endpoint setting in CLI by @peasee in #4939
  • DuckDB acceleration: fix Decimal with zero scale support by @sgrebnov in #4922
  • Introduce runtime shutdown state by @sgrebnov in #4917
  • Add support for Flight and HTTP endpoints configuration to Spice CLI (run and sql) by @sgrebnov and @lukekim in #4913
  • Fix Datafusion resources deallocation during shutdown by @sgrebnov in #4912
  • DuckDB: fix error handling during record batch insertion by @sgrebnov in #4894
  • DuckDB: add support for Map Arrow type for DuckDB acceleration by @sgrebnov in #4887
  • Upgrade to DuckDB v1.2.0 by @sgrebnov in #4842
  • Gracefully shutdown the runtime and deallocate static resources by @sgrebnov in #4879
  • Implement an Iceberg Data Connector by @phillipleblanc in #4941
  • Don't trace canceled dataset refresh during runtime termination by @sgrebnov in #4958
  • Use metadata column last_modified when specified as a time_column by @phillipleblanc in #4970
  • Add duckdb_memory_limit param support for DuckDB acceleration by @sgrebnov in #4971
  • Add Iceberg dataset integration test by @phillipleblanc in #4950

Full Changelog: https://github.com/spiceai/spiceai/compare/v1.0.4...v1.0.5

Spice v1.0.4 (Feb 17, 2025)

ยท 3 min read
Jack Eadie
Token Plumber at Spice AI

Announcing the release of Spice v1.0.4 ๐ŸŽ๏ธ

Spice v1.0.4 improves partition pruning for Delta Lake tables, significantly increasing scan efficiency and reducing overhead. xAI tool calling is more robust and the spice trace CLI command now provides expanded, detailed output for deeper analysis. Additionally, a bug has been fixed to correctly apply column name case-sensitivity in refresh SQL, indexes, and primary keys.

Highlights in v1.0.4โ€‹

  • Improved Append-Based Refresh When using an append-based acceleration where the time_column format differs from the physical partition, two new dataset configuration options, time_partition_column and time_partition_format can be configured to improve partition pruning and exclude irrelevant partitions during the refreshes.

For example, when the time_column format is timestamp and the physical data partition is date such as below:

my_delta_table/
โ”œโ”€โ”€ _delta_log/
โ”œโ”€โ”€ date_col=2023-12-31/
โ”œโ”€โ”€ date_col=2024-02-04/
โ”œโ”€โ”€ date_col=2025-01-01/
โ””โ”€โ”€ date_col=2030-06-15/

Partition pruning can be optimized using the configuration:

datasets:
- from: delta_lake://my_delta_table
name: my_delta_table
time_column: created_at # A fine-grained timestamp
time_format: timestamp
time_partition_column: date_col # Data is physically partitioned by `date_col`
time_partition_format: date
sgrebnov marked this conversation as resolved.
  • Expanded spice trace output: The spice trace CLI command now includes additional details, such as task status, and optional flags --include-input and --include-output for detailed tracing.

Example spice trace output:

TREE                   STATUS DURATION   TASK
a97f52ccd7687e64 โœ… 673.14ms ai_chat
โ”œโ”€โ”€ 4eebde7b04321803 โœ… 0.04ms tool_use::list_datasets
โ””โ”€โ”€ 4c9049e1bf1c3500 โœ… 671.91ms ai_completion

Example spice trace --include-input --include-output output:

TREE                   STATUS DURATION   TASK                    OUTPUT
a97f52ccd7687e64 โœ… 673.14ms ai_chat The capital of New York is Albany.
โ”œโ”€โ”€ 4eebde7b04321803 โœ… 0.04ms tool_use::list_datasets []
โ””โ”€โ”€ 4c9049e1bf1c3500 โœ… 671.91ms ai_completion [{"content":"The capital of New York is Albany.","refusal":null,"tool_calls":null,"role":"assistant","function_call":null,"audio":null}]

Contributorsโ€‹

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

Breaking Changesโ€‹

No breaking changes.

Cookbook Updatesโ€‹

No new recipes.

Upgradingโ€‹

To upgrade to v1.0.4, use one of the following methods:

CLI:

spice upgrade

Homebrew:

brew upgrade spiceai/spiceai/spice

Docker:

Pull the spiceai/spiceai:1.0.4 image:

docker pull spiceai/spiceai:1.0.4

For available tags, see DockerHub.

Helm:

helm repo update
helm upgrade spiceai spiceai/spiceai

What's Changedโ€‹

Dependenciesโ€‹

No major dependency changes.

Changelogโ€‹

- Do not return underlying content of chunked embedding column by default during tool_use::document_similarity by @Jeadie in https://github.com/spiceai/spiceai/pull/4802
- Fix Snowflake Case-Sensitive Identifiers support by @sgrebnov in https://github.com/spiceai/spiceai/pull/4813
- Prepare for 1.0.4 by @sgrebnov in https://github.com/spiceai/spiceai/pull/4801
- Add support for a time_partition_column by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4784
- Prevent the automatic normalization of refresh_sql columns to lowercase by @sgrebnov in https://github.com/spiceai/spiceai/pull/4787
- Implement partition pruning for Delta Lake tables by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4783
- Fix constraint verification for columns with uppercase letters by @sgrebnov in https://github.com/spiceai/spiceai/pull/4785
- Add truncate command for spice trace by @peasee in https://github.com/spiceai/spiceai/pull/4771
- Implement Cache-Control: no-cache to bypass results cache by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4763
- Prompt user to download runtime when running spice sql by @Sevenannn in https://github.com/spiceai/spiceai/pull/4747
- Add vector search tracing by @peasee in https://github.com/spiceai/spiceai/pull/4757
- Update spice trace output format by @Jeadie in https://github.com/spiceai/spiceai/pull/4750
- Fix tool call arguments in Grok messages by @Jeadie in https://github.com/spiceai/spiceai/pull/4741

**Full Changelog**: https://github.com/spiceai/spiceai/compare/v1.0.3...v1.0.4

Spice v1.0.3 (Feb 10, 2025)

ยท 2 min read
Phillip LeBlanc
Co-Founder and CTO of Spice AI

Announcing the release of Spice v1.0.3 ๐Ÿ› ๏ธ

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 v1.0.3โ€‹

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

Contributorsโ€‹

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

Breaking Changesโ€‹

No breaking changes.

Cookbook Updatesโ€‹

Upgradingโ€‹

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 Changedโ€‹

Dependenciesโ€‹

No major dependency changes.

Changelogโ€‹

- 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

Resourcesโ€‹

Communityโ€‹

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.

Spice v1.0.2 (Feb 4, 2025)

ยท 5 min read
Sergei Grebnov
Senior Software Engineer at Spice AI

Announcing the release of Spice v1.0.2 ๐ŸŽ“

Spice v1.0.2 adds support for running local filesystem-hosted DeepSeek models including R1 (cloud-hosted via DeepSeek API was already supported) and improves the developer experience for debugging AI chat tasks along with several bug fixes. The HuggingFace and Filesystem-Hosted models providers have both graduated to Release Candidates (RC) and the Spice.ai Cloud Platform catalog provider has graduated to Beta.

Highlights in v1.0.2โ€‹

  • spice trace New spice trace CLI command that outputs a detailed breakdown of traces and tasks, including tool usage and AI completions.

    Examples:

    trace> spice trace ai_chat
    [61cc6bd0e571c783] ( 2593.77ms) ai_chat
    โ”œโ”€โ”€ [69362c30f238076f] ( 0.36ms) tool_use::get_readiness
    โ”œโ”€โ”€ [b6b17f1a9a6b86dc] ( 982.21ms) ai_completion
    โ”œโ”€โ”€ [c30d692c6c41c5ee] ( 0.06ms) tool_use::list_datasets
    โ””โ”€โ”€ [ce18756d5fef0df0] ( 1605.12ms) ai_completion

    trace> spice trace ai_chat --trace-id 61cc6bd0e571c783

    trace> spice trace ai_chat --id chatcmpl-AvXwmPSV1PMyGBi9dLfkEQTZPjhqz

    The spice trace CLI simply outputs data available in the runtime.task_history table which can also be queried by SQL.

    To learn more, see:

  • Filesystem-Hosted Models Provider: Graduated to Release Candidate (RC). To learn more, see the Filesystem-Hosted Models Provider Documentation.

  • HuggingFace Models Provider: Graduated to Release Candidate (RC). To learn more, see the HuggingFace Models Provider Documentation.

  • Spice.ai Cloud Platform Catalog: Graduated to Beta.

Contributorsโ€‹

  • @phillipleblanc
  • @johnnynunez
  • @Sevenannn
  • @sgrebnov
  • @peasee
  • @Jeadie
  • @lukekim

New Contributorsโ€‹

Breaking Changesโ€‹

No breaking changes.

Cookbook Updatesโ€‹

Upgradingโ€‹

To upgrade to v1.0.2, use one of the following methods:

CLI:

spice upgrade

Homebrew:

brew upgrade spiceai/spiceai/spice

Docker:

Pull the spiceai/spiceai:1.0.2 image:

docker pull spiceai/spiceai:1.0.2

For available tags, see DockerHub.

Helm:

helm repo update
helm upgrade spiceai spiceai/spiceai

What's Changedโ€‹

Dependenciesโ€‹

No major dependency changes.

Changelogโ€‹

- Update release branch naming by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4539
- ready for arm buildings by @johnnynunez in https://github.com/spiceai/spiceai/pull/4502
- Bump helm chart version to 1.0.1 by @Sevenannn in https://github.com/spiceai/spiceai/pull/4542
- Include 1.0.1 as supported version in security.md by @Sevenannn in https://github.com/spiceai/spiceai/pull/4545
- Update CI to build on hosted windows runners by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4540
- docs: Update Windows install by @peasee in https://github.com/spiceai/spiceai/pull/4551
- Fix spark spicepod for test operator by @Sevenannn in https://github.com/spiceai/spiceai/pull/4555
- Improve hugging face model chat error by @Sevenannn in https://github.com/spiceai/spiceai/pull/4554
- fix: Update Windows E2E install by @peasee in https://github.com/spiceai/spiceai/pull/4557
- feat: Add Spice Cloud Catalog Spicepod, release Alpha by @peasee in https://github.com/spiceai/spiceai/pull/4561
- Fix huggingface embedding errors by @Sevenannn in https://github.com/spiceai/spiceai/pull/4558
- feat: Load table schemas through REST for Spice Cloud Catalog by @peasee in https://github.com/spiceai/spiceai/pull/4563
- Add upgrade instruction in release note by @Sevenannn in https://github.com/spiceai/spiceai/pull/4548
- Add federated source information to refresh errors by @sgrebnov in https://github.com/spiceai/spiceai/pull/4560
- docs: Update ROADMAP.md by @peasee in https://github.com/spiceai/spiceai/pull/4566
- Merge mistral upstream by @Jeadie in https://github.com/spiceai/spiceai/pull/4562
- Fix windows build by @Sevenannn in https://github.com/spiceai/spiceai/pull/4574
- feat: Update Spice Cloud Catalog errors, release as Beta by @peasee in https://github.com/spiceai/spiceai/pull/4575
- docs: Add TOC to README.md by @peasee in https://github.com/spiceai/spiceai/pull/4538
- Updates to spiceai/mistral.rs by @Jeadie in https://github.com/spiceai/spiceai/pull/4580
- Improve refresh error tracing by @sgrebnov in https://github.com/spiceai/spiceai/pull/4576
- Add HTTP consistency & overhead to testoperator dispatch tool by @Jeadie in https://github.com/spiceai/spiceai/pull/4556
- Fix append mode refresh with MySQL Data Connector by @sgrebnov in https://github.com/spiceai/spiceai/pull/4583
- fix: Retry flaky tests by @peasee in https://github.com/spiceai/spiceai/pull/4577
- Fix E2E models test build on macOS runners by @sgrebnov in https://github.com/spiceai/spiceai/pull/4585
- spice trace chat support in CLI by @Jeadie in https://github.com/spiceai/spiceai/pull/4582
- Include hf test specs, enable ready_wait in workflow by @Sevenannn in https://github.com/spiceai/spiceai/pull/4584
- Add paths verification when loading models by @sgrebnov in https://github.com/spiceai/spiceai/pull/4591
- Add generation_config.json support for Filesystem models by @sgrebnov in https://github.com/spiceai/spiceai/pull/4592
- Promote Filesystem model provider to RC by @sgrebnov in https://github.com/spiceai/spiceai/pull/4593
- docs: Add models grading criteria by @peasee in https://github.com/spiceai/spiceai/pull/4550
- Fix typo in Alpha Release Criteria (models) by @sgrebnov in https://github.com/spiceai/spiceai/pull/4588
- fix: Retry AI integration tests by @peasee in https://github.com/spiceai/spiceai/pull/4595
- Run LLM integration tests on Macs; add running local models by @Jeadie in https://github.com/spiceai/spiceai/pull/4495
- Update version to 1.0.2 by @sgrebnov in https://github.com/spiceai/spiceai/pull/4594
- feat: Schedule testoperator by @peasee in https://github.com/spiceai/spiceai/pull/4503
- Improve UX of downloading GGUF from HF by @Jeadie in https://github.com/spiceai/spiceai/pull/4601
- Improve spice trace CLI command by @sgrebnov https://github.com/spiceai/spiceai/pull/4629
- Improve the UX of using huggingface models & embeddings by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4623
- GGUF, hide metadata by @Jeadie in https://github.com/spiceai/spiceai/pull/4631
- Promote hugging face to rc by @Sevenannn in https://github.com/spiceai/spiceai/pull/4626
- Endgame Issue template improvements by @lukekim in https://github.com/spiceai/spiceai/pull/4647
- feat: setup sccache for PR checks by @peasee in https://github.com/spiceai/spiceai/pull/4652
- Run build_and_release_cuda.yml when crates/llms/Cargo.toml changes by @Jeadie in https://github.com/spiceai/spiceai/pull/4648
- Update E2E installation tests to match model runtime version by @sgrebnov in https://github.com/spiceai/spiceai/pull/4653
- fix: Postgres LargeUtf8 is equal to Utf8 by @peasee in https://github.com/spiceai/spiceai/pull/4664
- Fix eager string formatting in mistral.rs by @Jeadie in https://github.com/spiceai/spiceai/pull/4665
- Better error for spicepod parsing by @Sevenannn in https://github.com/spiceai/spiceai/pull/4632
- Update datafusion-table-providers (MySQL improvements) by @sgrebnov in https://github.com/spiceai/spiceai/pull/4670
- Handle delta tables partitioned by a date column with large date values by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4672

**Full Changelog**: https://github.com/spiceai/spiceai/compare/v1.0.1...v1.0.2

Resourcesโ€‹

Communityโ€‹

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.