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Spice v1.0.4 (Feb 17, 2025)

February 17, 2025 · 3 min read

Jack Eadie

Token Plumber at Spice AI

Announcing the release of Spice v1.0.4 🏎️

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 v1.0.4

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/
├── _delta_log/
├── date_col=2023-12-31/
├── date_col=2024-02-04/
├── date_col=2025-01-01/
└── 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       ✅       673.14ms ai_chat
  ├── 4eebde7b04321803 ✅         0.04ms tool_use::list_datasets
  └── 4c9049e1bf1c3500 ✅       671.91ms ai_completion

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

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

Contributors

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

Breaking Changes

No breaking changes.

Cookbook Updates

No new recipes.

Upgrading

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 Changed

Dependencies

No major dependency changes.

Changelog

- 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)

February 10, 2025 · 3 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 Slack or by email to get involved.

Twitter: @spice_ai
Slack: spiceai.org/slack
Telegram: Spice AI Discussion
Reddit: https://www.reddit.com/r/spiceai
Email: hey@spice.ai

Spice v1.0.2 (Feb 4, 2025)

February 4, 2025 · 7 min read

Sergei Grebnov

Senior Software Engineer at Spice AI

Announcing the release of Spice v1.0.2 🎓

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 v1.0.2

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
  ├── [69362c30f238076f] (    0.36ms) tool_use::get_readiness
  ├── [b6b17f1a9a6b86dc] (  982.21ms) ai_completion
  ├── [c30d692c6c41c5ee] (    0.06ms) tool_use::list_datasets
  └── [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.

Contributors

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

New Contributors

@johnnynunez made their first contribution in github.com/spiceai/spiceai/pull/4502

Breaking Changes

No breaking changes.

Cookbook Updates

Added Filesystem-Hosted Model Provider Recipe

Upgrading

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 Changed

Dependencies

No major dependency changes.

Changelog

- 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

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 Slack or by email to get involved.

Twitter: @spice_ai
Slack: spiceai.org/slack
Telegram: Spice AI Discussion
Reddit: https://www.reddit.com/r/spiceai
Email: hey@spice.ai

Spice v1.0.1 (Jan 27, 2025)

January 27, 2025 · 5 min read

Qianqian Liu

Software Engineer at Spice AI

Spice v1.0.1 focuses on an improved developer experience, with automatic CUDA GPU detection for local models, in addition to bug fixes. Notably, the Iceberg Catalog Connector now supports AWS Glue including Sig v4 authentication.

Highlights in v1.0.1

AWS Glue Support for Iceberg Catalog Connector: The Iceberg Catalog Connector now supports AWS Glue. Example spicepod.yaml configuration:

- from: iceberg:https://glue.ap-northeast-2.amazonaws.com/iceberg/v1/catalogs/123456789012/namespaces
  name: glue

spice upgrade CLI Command: The spice upgrade CLI command detects more edge cases for a smoother upgrade experience.
GPU Acceleration Detection: The Spice CLI now automatically detects and enables CUDA (NVIDIA GPUs) GPU acceleration when supported in addition to Metal (M-Series on macOS).
Python SDK: The Python SDK (spicepy) has updated to v3.0.0, aligning the SDK with the Runtime

Breaking changes

No breaking changes.

Dependencies

No major dependency changes.

Cookbook

Added DeepSeek Model Recipe
Added OpenAI LLM & Embeddings Recipe

Upgrading

To upgrade to v1.0.1, use one of the following methods:

CLI:

spice upgrade

Homebrew:

brew upgrade spiceai/spiceai/spice

Docker:

Pull the spiceai/spiceai:1.0.1 image:

docker pull spiceai/spiceai:1.0.1

For available tags, see DockerHub.

Helm:

helm repo update
helm upgrade spiceai spiceai/spiceai

Contributors

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

What's Changed

- Update acknowledgements by @github-actions in https://github.com/spiceai/spiceai/pull/4459
- docs: 1.0 release notes by @peasee in https://github.com/spiceai/spiceai/pull/4440
- Create a release-only workflow that uses a previous run's artifacts by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4461
- Add publish-only CUDA workflow by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4462
- Fix the CUDA release workflow by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4463
- docs: Update SECURITY.md for stable by @peasee in https://github.com/spiceai/spiceai/pull/4465
- docs: Update endgame by @peasee in https://github.com/spiceai/spiceai/pull/4460
- docs: Promote HF and File model components by @peasee in https://github.com/spiceai/spiceai/pull/4457
- fix: E2E test release installation by @peasee in https://github.com/spiceai/spiceai/pull/4466
- Fix publish part of CUDA workflow by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4467
- Fix broken docs links in README by @ewgenius in https://github.com/spiceai/spiceai/pull/4468
- Update benchmark snapshots by @github-actions in https://github.com/spiceai/spiceai/pull/4474
- Update openapi.json by @github-actions in https://github.com/spiceai/spiceai/pull/4477
- Add instruction to force-install CPU runtime to v1.0 release notes by @sgrebnov in https://github.com/spiceai/spiceai/pull/4469
- feat: Add WIP testoperator dispatch workflow by @peasee in https://github.com/spiceai/spiceai/pull/4478
- Fix Bug: invalid REPL cursor position on Windows by @sgrebnov in https://github.com/spiceai/spiceai/pull/4480
- feat: Download latest spiced commit for testoperators by @peasee in https://github.com/spiceai/spiceai/pull/4483
- Add compute engine image by @lukekim in https://github.com/spiceai/spiceai/pull/4486
- fix: Testoperator git fetch depth by @peasee in https://github.com/spiceai/spiceai/pull/4484
- feat: New spicepods, testoperator improvements, TPCDS Q1 fix by @peasee in https://github.com/spiceai/spiceai/pull/4475
- Add 87 CUDA compatiblity to build CI by @Jeadie in https://github.com/spiceai/spiceai/pull/4489
- Use OpenAI golang client in `spice chat` by @Jeadie in https://github.com/spiceai/spiceai/pull/4491
- Verify `search` and `chat` on Windows as part of AI installation tests by @sgrebnov in https://github.com/spiceai/spiceai/pull/4492
- feat: Add testoperator dispatch command by @peasee in https://github.com/spiceai/spiceai/pull/4479
- Run CUDA builds on non-GPU instances by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4496
- Use upgraded spice cli when performing runtime upgrade in spice upgrade by @Sevenannn in https://github.com/spiceai/spiceai/pull/4490
- Revert "Use OpenAI golang client in `spice chat` (#4491)" by @Jeadie in https://github.com/spiceai/spiceai/pull/4532
- Make Anthropic rate limit error message friendlier by @sgrebnov in https://github.com/spiceai/spiceai/pull/4501
- Update supported CUDA targets: add 87(cli), remove 75 by @sgrebnov in https://github.com/spiceai/spiceai/pull/4509
- Support AWS Glue for Iceberg catalog connector by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4517
- Package CUDA runtime libraries into artifact for Windows by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4497

**Full Changelog**: https://github.com/spiceai/spiceai/compare/v1.0.0...v1.0.1

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 Slack or by email to get involved.

Twitter: @spice_ai
Slack: spiceai.org/slack
Telegram: Spice AI Discussion
Reddit: https://www.reddit.com/r/spiceai
Email: hey@spice.ai

Spice v1.0-rc.5 (Jan 13, 2025)

January 13, 2025 · 9 min read

Evgenii Khramkov

Senior Software Engineer at Spice AI

Announcing the release of Spice v1.0-rc.5 🛠️

Spice v1.0.0-rc.5 is the fifth release candidate for the first major version of Spice.ai OSS. This release focuses production readiness and critical bug fixes. In addition, a new DynamoDB data connector has been added along with automatic detection for GPU acceleration when running Spice using the CLI.

Highlights in v1.0-rc.5

Automatic GPU Acceleration Detection: Automatically detect and utilize GPU acceleration when running by CLI. Install AI components locally using the CLI command spice install ai. Currently supports NVIdia CUDA and Apple Metal (M-series).
DynamoDB Data Connector: Query AWS DynamoDB tables using SQL with the new DynamoDB Data Connector.

datasets:
  - from: dynamodb:users
    name: users
    params:
      dynamodb_aws_region: us-west-2
      dynamodb_aws_access_key_id: ${secrets:aws_access_key_id}
      dynamodb_aws_secret_access_key: ${secrets:aws_secret_access_key}
    acceleration:
      enabled: true

sql> describe users;
+----------------+-----------+-------------+
| column_name    | data_type | is_nullable |
+----------------+-----------+-------------+
| created_at     | Utf8      | YES         |
| date_of_birth  | Utf8      | YES         |
| email          | Utf8      | YES         |
| account_status | Utf8      | YES         |
| updated_at     | Utf8      | YES         |
| full_name      | Utf8      | YES         |
| ...                                      |
+----------------+-----------+-------------+

File Data Connector: Graduated to Stable.
Dremio Data Connector: Graduated to Release Candidate (RC).
Spice.ai, Spark, and Snowflake Data Connectors: Graduated to Beta.

Dependencies

No major dependency changes.

Contributors

@Jeadie
@phillipleblanc
@ewgenius
@peasee
@Sevenannn
@lukekim

What's Changed

* Update acknowledgements by @github-actions in https://github.com/spiceai/spiceai/pull/4190
* Ensure non-nullity of primary keys in `MemTable`; check validity of initial data. by @Jeadie in https://github.com/spiceai/spiceai/pull/4158
* Bump version to v1.0.0 stable by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4191
* Fix metal + models download by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4193
* Update spice.ai connector beta roadmap by @ewgenius in https://github.com/spiceai/spiceai/pull/4194
* feat: verify on zero results snapshots by @peasee in https://github.com/spiceai/spiceai/pull/4195
* Add throughput test module to `test-framework` by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4196
* Update Spice.ai TPCH snapshots by @ewgenius in https://github.com/spiceai/spiceai/pull/4202
* Replace all usage of `lazy_static!` with `LazyLock` by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4199
* Fix model + metal download by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4200
* Run Clickbench for Dremio by @Sevenannn in https://github.com/spiceai/spiceai/pull/4138
* Update openapi.json by @github-actions in https://github.com/spiceai/spiceai/pull/4205
* Fix the typo in connector stable criteria by @Sevenannn in https://github.com/spiceai/spiceai/pull/4213
* feat: Add throughput test example by @peasee in https://github.com/spiceai/spiceai/pull/4214
* feat: calculate throughput test query percentiles by @peasee in https://github.com/spiceai/spiceai/pull/4215
* feat: Add throughput test to actions by @peasee in https://github.com/spiceai/spiceai/pull/4217
* Implement DynamoDB Data Connector by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4218
* 1.0 doc updates by @lukekim in https://github.com/spiceai/spiceai/pull/4181
* Improve clarity and concison of use-cases by @lukekim in https://github.com/spiceai/spiceai/pull/4220
* Remove macOS Intel build by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4221
* fix: Test operator throughput test workflow by @peasee in https://github.com/spiceai/spiceai/pull/4222
* DynamoDB: Automatically load AWS credentials from IAM roles if access key not provided by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4226
* File connector clickbench snapshots results by @ewgenius in https://github.com/spiceai/spiceai/pull/4225
* Spice.ai Catalog Connector by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4204
* feat: Add test framework metrics collection by @peasee in https://github.com/spiceai/spiceai/pull/4227
* Add badges for build/test status on README.md by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4228
* Release Dremio to RC by @Sevenannn in https://github.com/spiceai/spiceai/pull/4224
* feat: Add more test spicepods by @peasee in https://github.com/spiceai/spiceai/pull/4229
* feat: Add load test to testoperator by @peasee in https://github.com/spiceai/spiceai/pull/4231
* Add TSV format to all `object_store`-based connectors by @Jeadie in https://github.com/spiceai/spiceai/pull/4192
* Move test-framework to dev-dependencies for Runtime by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4230
* Document limitation for correlated subqueries in TPCH for Spice.ai connector by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4235
* Changes for CUDA by @Jeadie in https://github.com/spiceai/spiceai/pull/4130
* fix: Collect batches from test framework, load test updates by @peasee in https://github.com/spiceai/spiceai/pull/4234
* Suppress opentelemetry_sdk warnings - they aren't useful by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4243
* fix: Set dataset status first, update test framework by @peasee in https://github.com/spiceai/spiceai/pull/4244
* feat: Re-enable defaults on test spicepods by @peasee in https://github.com/spiceai/spiceai/pull/4248
* Add usage for streaming local models; Fix spice chat usage bar TPS expansion by @Jeadie in https://github.com/spiceai/spiceai/pull/4232
* refactor: Use composite testoperator setup, add query overrides by @peasee in https://github.com/spiceai/spiceai/pull/4246
* Enable expand_views_at_output for DF optimizer and transform schema to expanded view types by @ewgenius in https://github.com/spiceai/spiceai/pull/4237
* Add throughput test spicepod for databricks delta mode connector by @Sevenannn in https://github.com/spiceai/spiceai/pull/4241
* Spark data connector - update and enable TPCH and TPCDS benchmarks by @ewgenius in https://github.com/spiceai/spiceai/pull/4240
* Increase the timeout minutes of load test to 10 hours by @Sevenannn in https://github.com/spiceai/spiceai/pull/4254
* Improve partition column counts error for delta table by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4247
* Add e2e test for databricks catalog connector (mode: delta_lake) by @Sevenannn in https://github.com/spiceai/spiceai/pull/4255
* Spark connector integration tests by @ewgenius in https://github.com/spiceai/spiceai/pull/4256
* Run benchmark test with the new test framework by @Sevenannn in https://github.com/spiceai/spiceai/pull/4245
* Configure databricks delta secrets to run load test by @Sevenannn in https://github.com/spiceai/spiceai/pull/4257
* Support `properties` for emitted telemetry by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4249
* feat: Add `ready_wait` test operator workflow input by @peasee in https://github.com/spiceai/spiceai/pull/4259
* Handle 'LargeStringArray' for embedding tables by @Jeadie in https://github.com/spiceai/spiceai/pull/4263
* `llms` tests for alpha/beta model criteria  by @Jeadie in https://github.com/spiceai/spiceai/pull/4261
* Configurable runner type for load and throughput tests by @ewgenius in https://github.com/spiceai/spiceai/pull/4262
* Handle NULL partition columns for Delta Lake tables by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4264
* Add integration test for Snowflake by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4266
* Add Snowflake TPCH queries by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4268
* Handle `LargeStringArray` in `v1/search`. by @Jeadie in https://github.com/spiceai/spiceai/pull/4265
* Fix `build_cuda` in Update spiced_docker.yml by @Jeadie in https://github.com/spiceai/spiceai/pull/4269
* Run Snowflake benchmark in GitHub Actions by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4270
* Allow Snowflake query override for CI tests by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4271
* Don't run GPU builds for trunk by @Jeadie in https://github.com/spiceai/spiceai/pull/4272
* Fix InvalidTypeAction not working by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4273
* Add xAI key to llm integration tests by @Jeadie in https://github.com/spiceai/spiceai/pull/4274
* Update openai snapshots by @Jeadie in https://github.com/spiceai/spiceai/pull/4275
* Fix federation bug for correlated subqueries by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4276
* Update end_game.md by @ewgenius in https://github.com/spiceai/spiceai/pull/4278
* Promote Snowflake to Beta by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4277
* Set version to 1.0.0-rc.5 by @ewgenius in https://github.com/spiceai/spiceai/pull/4283
* Update cargo.lock by @ewgenius in https://github.com/spiceai/spiceai/pull/4285
* Update spice.ai data connector snapshots by @ewgenius in https://github.com/spiceai/spiceai/pull/4281
* Promote the Spice.ai Data Connector to Beta by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4282
* Revert change to  `integration_models__models__search__openai_chunking_response.snap` by @Jeadie in https://github.com/spiceai/spiceai/pull/4279
* Allow for a subset of build artifacts to be published to minio by @Jeadie in https://github.com/spiceai/spiceai/pull/4280
* Promote File Data Connector to Stable by @ewgenius in https://github.com/spiceai/spiceai/pull/4286
* Add Iceberg to Supported Catalogs by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4287
* Update openapi.json by @github-actions in https://github.com/spiceai/spiceai/pull/4289
* Fix Spark benchmark credentials, add back overrides by @ewgenius in https://github.com/spiceai/spiceai/pull/4295
* Promote Spark Data Connector to Beta by @ewgenius in https://github.com/spiceai/spiceai/pull/4296
* Add Dremio throughput test spicepod by @Sevenannn in https://github.com/spiceai/spiceai/pull/4233
* Add error message for invalid databricks mode parameter by @Sevenannn in https://github.com/spiceai/spiceai/pull/4299
* Fix pre-release check to look for `build` string by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4300
* Promote databricks catalog connector (mode: delta_lake) to beta by @Sevenannn in https://github.com/spiceai/spiceai/pull/4301
* Properly delegate `load_table` to Rest Catalog by @phillipleblanc in https://github.com/spiceai/spiceai/pull/4303
* Update acknowledgements by @github-actions in https://github.com/spiceai/spiceai/pull/4302
* docs: Update ROADMAP.md by @peasee in https://github.com/spiceai/spiceai/pull/4306
* v1.0.0-rc.5 Release Notes by @ewgenius in https://github.com/spiceai/spiceai/pull/4298

**Full Changelog**: https://github.com/spiceai/spiceai/compare/v1.0.0-rc.4...v1.0.0-rc.5

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 Slack or by email to get involved.

Twitter: @spice_ai
Slack: spiceai.org/slack
Telegram: Spice AI Discussion
Reddit: https://www.reddit.com/r/spiceai
Email: hey@spice.ai

Spice v0.18.3-beta (Sep 30, 2024)

September 30, 2024 · 5 min read

Jack Eadie

Token Plumber at Spice AI

Announcing the release of Spice v0.18.3-beta 🛠️

The Spice v0.18.3-beta release includes several quality-of-life improvements including verbosity flags for spiced and the Spice CLI, vector search over larger documents with support for chunking dataset embeddings, and multiple performance enhancements. Additionally, the release includes several bug fixes, dependency updates, and optimizations, including updated table providers and significantly improved GitHub data connector performance for issues and pull requests.

Highlights in v0.18.3-beta

GitHub Query Mode: A new github_query_mode: search parameter has been added to the GitHub Data Connector, which uses the GitHub Search API to enable faster and more efficient query of issues and pull requests when using filters.

Example spicepod.yml:

- from: github:github.com/spiceai/spiceai/issues/trunk
  name: spiceai.issues
  params:
    github_query_mode: search # Use GitHub Search API
    github_token: ${secrets:GITHUB_TOKEN}

Output Verbosity: Higher verbosity output levels can be specified through flags for both spiced and the Spice CLI.

Example command line:

spice -v
spice --very-verbose

spiced -vv
spiced --verbose

Embedding Chunking: Chunking can be enabled and configured to preprocess input data before generating dataset embeddings. This improves the relevance and precision for larger pieces of content.

Example spicepod.yml:

- name: support_tickets
  embeddings:
    - column: conversation_history
      use: openai_embeddings
      chunking:
        enabled: true
        target_chunk_size: 128
        overlap_size: 16
        trim_whitespace: true

For details, see the Search Documentation.

Dependencies

DataFusion Table Providers: Upgraded to rev b0af91992699ecbf5adf2036a07122578f06150e.

Contributors

@Sevenannn
@peasee
@Jeadie
@sgrebnov
@phillipleblanc
@ewgenius
@slyons

What's Changed

- Update datafusion table provider patch by @Sevenannn in https://github.com/spiceai/spiceai/pull/2817
- refactor: Set max_rows_per_batch for ODBC to 4000 by @peasee in https://github.com/spiceai/spiceai/pull/2822
- Use User message for health check by @Jeadie in https://github.com/spiceai/spiceai/pull/2823
- Upgrade Helm chart (Spice v0.18.2-beta) by @sgrebnov in https://github.com/spiceai/spiceai/pull/2820
- Add verbosity flags for spiced, spice: `-v`, `-vv`, `--verbose`, `--very-verbose`. by @Jeadie in https://github.com/spiceai/spiceai/pull/2831
- Rename `spiceai` data connector to `spice.ai` by @sgrebnov in https://github.com/spiceai/spiceai/pull/2680
- Prepare for v0.19.0-beta release (version bump) by @sgrebnov in https://github.com/spiceai/spiceai/pull/2821
- Bump clap from 4.5.17 to 4.5.18 (#2801) by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2848
- Enable "rc" feature for serde in spicepod crate by @ewgenius in https://github.com/spiceai/spiceai/pull/2851
- Update spicepod.schema.json by @github-actions in https://github.com/spiceai/spiceai/pull/2852
- chore: update table providers by @peasee in https://github.com/spiceai/spiceai/pull/2858
- fix: Use GitHub search for issues in GraphQL by @peasee in https://github.com/spiceai/spiceai/pull/2845
- fix: Use GitHub search for pull_requests by @peasee in https://github.com/spiceai/spiceai/pull/2847
- Support chunking dataset embeddings by @Jeadie in https://github.com/spiceai/spiceai/pull/2854
- refactor: Update GraphQL client to be more robust for filter push down by @peasee in https://github.com/spiceai/spiceai/pull/2864
- docs: Update accelerator beta criteria by @peasee in https://github.com/spiceai/spiceai/pull/2865
- Change `BytesProcessedRule` to be an optimizer rather than an analyzer rule by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2867
- Don't run E2E or PR tests on documentation by @Jeadie in https://github.com/spiceai/spiceai/pull/2869
- Verify benchmark query results using snapshot testing (spice.ai connector) by @sgrebnov in https://github.com/spiceai/spiceai/pull/2866
- feat: Add GraphQLOptimizer by @peasee in https://github.com/spiceai/spiceai/pull/2868
- Update quickstarts for Endgame by @Jeadie in https://github.com/spiceai/spiceai/pull/2863
- Update version to v0.18.3-beta by @sgrebnov in https://github.com/spiceai/spiceai/pull/2882
- Update DataFusion: fix coalesce, Aggregation with Window functions unparsing support by @sgrebnov in https://github.com/spiceai/spiceai/pull/2884
- Revert "Rename `spiceai` data connector to `spice.ai`" by @sgrebnov in https://github.com/spiceai/spiceai/pull/2881
- Adding integration test for DuckDB read functions by @slyons in https://github.com/spiceai/spiceai/pull/2857
- Show more informative mysql error message by @Sevenannn in https://github.com/spiceai/spiceai/pull/2883
- Fix `no process-level CryptoProvider available` when using REPL and TLS by @sgrebnov in https://github.com/spiceai/spiceai/pull/2887
- Change UX for chunking and enable overlap_size in chunking by @Jeadie in https://github.com/spiceai/spiceai/pull/2890
- Add `log/slog` to spice CLI tool by @Jeadie in https://github.com/spiceai/spiceai/pull/2859
- feat: Add GitHub GraphQLOptimizer by @peasee in https://github.com/spiceai/spiceai/pull/2870
- Fix mysql invalid tablename error message by @Sevenannn in https://github.com/spiceai/spiceai/pull/2896
- fix: Remove login column rename in pulls and update Optimizer by @peasee in https://github.com/spiceai/spiceai/pull/2897
- Fix require check checking. by @Jeadie in https://github.com/spiceai/spiceai/pull/2898

**Full Changelog**: https://github.com/spiceai/spiceai/compare/v0.18.2-beta...v0.18.3-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 Slack or by email to get involved.

Twitter: @spice_ai
Slack: spiceai.org/slack
Telegram: Spice AI Discussion
Reddit: https://www.reddit.com/r/spiceai
Email: hey@spice.ai

Spice v0.18.1-beta (Sep 23, 2024)

September 23, 2024 · 7 min read

Sergei Grebnov

Senior Software Engineer at Spice AI

Announcing the release of Spice v0.18.1-beta. 🏎️

The v0.18.1-beta release continues to improve runtime performance and reliability. Performance for accelerated queries joining multiple datasets has been significantly improved with join push-down support. GraphQL, MySQL, and SharePoint data connectors have better reliability and error handling, and a new Microsoft SQL Server data connector has been introduced. Task History now has fine-grained configuration, including the ability to disable the feature entirely. A new spice search CLI command has been added, enabling development-time embeddings-based searches across datasets.

Highlights in v0.18.1-beta

Join push-down for accelerations: Queries to the same accelerator will now push-down joins, significantly improving acceleration performance for queries joining multiple tables.

Microsoft SQL Server Data Connector: Use from: mssql: to access and accelerate Microsoft SQL Server datasets.

Example spicepod.yml:

datasets:
  - from: mssql:path.to.my_dataset
    name: my_dataset
    params:
      mssql_connection_string: ${secrets:mssql_connection_string}

See the Microsoft SQL Server Data Connector documentation.

Task History: Task History can be configured in the spicepod.yml, including the ability to include, or truncate outputs such as the results of a SQL query.

Example spicepod.yml:

runtime:
  task_history:
    enabled: true
    captured_output: truncated
    retention_period: 8h
    retention_check_interval: 15m

See the Task History Spicepod reference for more information on possible values and behaviors.

Search CLI Command Use the spice search CLI command to perform embeddings-based searches across search configure datasets. Note: Search requires the ai feature to be installed.

Refresh on File Changes: File Data Connector data refreshes can be configured to be triggered when the source file is modified through a file system watcher. Enable the watcher by adding file_watcher: enabled to the acceleration parameters.

Example spicepod.yml:

datasets:
  - from: file://path/to/my_file.csv
    name: my_file
    acceleration:
      enabled: true
      refresh_mode: full
      params:
        file_watcher: enabled

Breaking Changes

The Query History table runtime.query_history has been deprecated and removed in favor of the Task History table runtime.task_history. The Task History table tracks tasks across all features such as SQL query, vector search, and AI completion in a unified table.

See the Task History documentation.

Dependencies

DataFusion: Upgraded from v41 to v42.
Apache Arrow: Upgraded from v52 to v53.
DuckDB: Upgraded from v1.0 to v1.1.

Contributors

@phillipleblanc
@Jeadie
@lukekim
@sgrebnov
@peasee
@Sevenannn
@ewgenius
@slyons

New Contributors

@slyons made their first contribution in https://github.com/spiceai/spiceai/pull/2724

What's Changed

- Update Helm Chart for 0.18.0-beta release by @sgrebnov in https://github.com/spiceai/spiceai/pull/2711
- Use a single instance for all DuckDB accelerated datasets by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2669
- Dependabot upgrades by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2715
- Use a single instance for all SQLite accelerated datasets by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2720
- Prepare for v0.18.1-beta release by @sgrebnov in https://github.com/spiceai/spiceai/pull/2692
- For GraphQL, remove necessity of `json_pointer` and improve error messaging. by @Jeadie in https://github.com/spiceai/spiceai/pull/2713
- Postgres accelerator benchmark test by @Sevenannn in https://github.com/spiceai/spiceai/pull/2652
- Trace query result while running benchmark tests by @sgrebnov in https://github.com/spiceai/spiceai/pull/2684
- Early check EmbeddingConnector if embedding models do not exist by @Jeadie in https://github.com/spiceai/spiceai/pull/2717
- Move table creation for spice_sys_dataset_checkpoint to DatasetCheckpoint::try_new by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2732
- Don't load tools immediately by @Jeadie in https://github.com/spiceai/spiceai/pull/2731
- Renable accelerator federation on trunk by @Sevenannn in https://github.com/spiceai/spiceai/pull/2725
- Fixing Data Connectors link in README.md by @slyons in https://github.com/spiceai/spiceai/pull/2724
- Enable rehydration tests for DuckDB by @sgrebnov in https://github.com/spiceai/spiceai/pull/2729
- Check pageInfo is correct at initialisation of GraphQL connector by @Jeadie in https://github.com/spiceai/spiceai/pull/2730
- Microsoft SQL Server data connector initial support by @sgrebnov in https://github.com/spiceai/spiceai/pull/2741
- Add `spice search` CLI command by @lukekim in https://github.com/spiceai/spiceai/pull/2739
- Update threat model by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2738
- Upgrade to Arrow 53, DataFusion 42 and DuckDB 1.1 by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2744
- Update datafusion table provider patch by @Sevenannn in https://github.com/spiceai/spiceai/pull/2747
- feat: Add enabled config option for task_history by @peasee in https://github.com/spiceai/spiceai/pull/2758
- Remove v0.18.0-beta from the Roadmap by @sgrebnov in https://github.com/spiceai/spiceai/pull/2748
- Fix spark-connect to use native roots for TLS again by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2766
- Fix benchmark test - Install default crypto provider by @Sevenannn in https://github.com/spiceai/spiceai/pull/2752
- Resolve primary keys for datasets with catalog or schema by @Jeadie in https://github.com/spiceai/spiceai/pull/2749
- MSSQL: include table name in schema retrieval error by @sgrebnov in https://github.com/spiceai/spiceai/pull/2746
- File Format parsing for Document tables, support for docx + pdf by @Jeadie in https://github.com/spiceai/spiceai/pull/2740
- Add Document parsing to Sharepoint connector. by @Jeadie in https://github.com/spiceai/spiceai/pull/2760
- Execution plan with BinaryExpr predicates pushdown support for MS SQL by @sgrebnov in https://github.com/spiceai/spiceai/pull/2768
- Update datafusion patch by @Sevenannn in https://github.com/spiceai/spiceai/pull/2772
- Support for standalone config parameters for MS SQL by @sgrebnov in https://github.com/spiceai/spiceai/pull/2773
- Utilize DataConnectorError for MySQL Data Connector Errors by @Sevenannn in https://github.com/spiceai/spiceai/pull/2759
- Add Score to search results by @lukekim in https://github.com/spiceai/spiceai/pull/2774
- Don't call GetComponentStatuses when --metrics not enabled by @Jeadie in https://github.com/spiceai/spiceai/pull/2779
- Implement better error handling for spicepods by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2767
- Make integration tests more robust by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2782
- Query results streaming support for MS SQL by @sgrebnov in https://github.com/spiceai/spiceai/pull/2781
- Update benchmark snapshots by @Sevenannn in https://github.com/spiceai/spiceai/pull/2778
- For Sharepoint connector, if client_secret and auth_code are both provided, default to auth_code by @Jeadie in https://github.com/spiceai/spiceai/pull/2780
- Add modified pk/indexes scenario to rehydration tests by @sgrebnov in https://github.com/spiceai/spiceai/pull/2743
- Run benchmarks on Wed, Fri, Sat, and Sun. by @lukekim in https://github.com/spiceai/spiceai/pull/2786
- Update PULL_REQUEST_TEMPLATE.md to include a section for Documentation by @slyons in https://github.com/spiceai/spiceai/pull/2785
- Add E2E test for MS SQL data connector by @sgrebnov in https://github.com/spiceai/spiceai/pull/2788
- More types support for MS SQL data connector by @sgrebnov in https://github.com/spiceai/spiceai/pull/2789
- feat: Add captured_output option for task_history by @peasee in https://github.com/spiceai/spiceai/pull/2783
- Add ability to refresh when file data connector detects changes by @phillipleblanc in https://github.com/spiceai/spiceai/pull/2787
- Propagate MySQL invalid table name error by @Sevenannn in https://github.com/spiceai/spiceai/pull/2776
- feat: Add retention options for task_history config by @peasee in https://github.com/spiceai/spiceai/pull/2784
- fix: Move task history check after query history creation by @peasee in https://github.com/spiceai/spiceai/pull/2793
- MS SQL connector should ignore all unsupported types by @sgrebnov in https://github.com/spiceai/spiceai/pull/2795
- Improve Sharepoint DX by @Jeadie in https://github.com/spiceai/spiceai/pull/2791
- Replace query history with task history by @peasee in https://github.com/spiceai/spiceai/pull/2792
- Fix datasets_health_monitor spice.runtime.task_history not found warning by @sgrebnov in https://github.com/spiceai/spiceai/pull/2805
- Upgrade macOS x86_64 test runner to macOS 13.6.9 Ventura by @sgrebnov in https://github.com/spiceai/spiceai/pull/2803
- Update acknowledgements by @github-actions in https://github.com/spiceai/spiceai/pull/2808
- Add mssql to the list of supported data connectors by @sgrebnov in https://github.com/spiceai/spiceai/pull/28

**Full Changelog**: https://github.com/spiceai/spiceai/compare/v0.18.0-beta...v0.18.1-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 Slack or by email to get involved.

Twitter: @spice_ai
Slack: spiceai.org/slack
Telegram: Spice AI Discussion
Reddit: https://www.reddit.com/r/spiceai
Email: hey@spice.ai

Highlights in v1.0.4​

Contributors​

Breaking Changes​

Cookbook Updates​

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 v1.0.2​

Contributors​

New Contributors​

Breaking Changes​

Cookbook Updates​

Upgrading​

What's Changed​

Dependencies​

Changelog​

Resources​

Community​

Highlights in v1.0.1​

Breaking changes​

Dependencies​

Cookbook​

Upgrading​

Contributors​

What's Changed​

Resources​

Community​

Highlights in v1.0-rc.5​

Dependencies​

Contributors​

What's Changed​

Resources​

Community​

Highlights in v0.18.3-beta​

Dependencies​

Contributors​

What's Changed​

Resources​

Community​

Highlights in v0.18.1-beta​

Breaking Changes​

Dependencies​

Contributors​

New Contributors​

What's Changed​

Resources​

Community​

Highlights in v1.0.4

Contributors

Breaking Changes

Cookbook Updates

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 v1.0.2

Contributors

New Contributors

Breaking Changes

Cookbook Updates

Upgrading

What's Changed

Dependencies

Changelog

Resources

Community

Highlights in v1.0.1

Breaking changes

Dependencies

Cookbook

Upgrading

Contributors

What's Changed

Resources

Community

Highlights in v1.0-rc.5

Dependencies

Contributors

What's Changed

Resources

Community

Highlights in v0.18.3-beta

Dependencies

Contributors

What's Changed

Resources

Community

Highlights in v0.18.1-beta

Breaking Changes

Dependencies

Contributors

New Contributors

What's Changed

Resources

Community