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Apply sort transform optimizations to compressed chunks #7528

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merged 19 commits into from
Jan 13, 2025

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@akuzm akuzm commented Dec 11, 2024

Currently we transform sorting by time_bucket to sorting by time only for uncompressed chunks. Implement it for the compressed chunks as well.

In tsbench, some queries are up to 770x faster:
https://grafana.ops.savannah-dev.timescale.com/d/fasYic_4z/compare-akuzm?orgId=1&var-branch=All&var-run1=3997&var-run2=3998&var-threshold=0.02&var-use_historical_thresholds=true&var-threshold_expression=2%20%2A%20percentile_cont%280.90%29&var-exact_suite_version=false&from=now-2d&to=now

Should improve the query plans in this issue: #6310

Currently we transform sorting by `time_bucket` to sorting by
`time` only for uncompressed chunks. Implement it for the compressed
chunks as well.
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codecov bot commented Dec 12, 2024

Codecov Report

Attention: Patch coverage is 88.33333% with 7 lines in your changes missing coverage. Please review.

Project coverage is 82.31%. Comparing base (59f50f2) to head (2a5aa22).
Report is 691 commits behind head on main.

Files with missing lines Patch % Lines
tsl/src/nodes/decompress_chunk/planner.c 72.22% 2 Missing and 3 partials ⚠️
src/sort_transform.c 93.54% 2 Missing ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             main    #7528      +/-   ##
==========================================
+ Coverage   80.06%   82.31%   +2.24%     
==========================================
  Files         190      238      +48     
  Lines       37181    43790    +6609     
  Branches     9450    10995    +1545     
==========================================
+ Hits        29770    36045    +6275     
- Misses       2997     3411     +414     
+ Partials     4414     4334      -80     

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@akuzm akuzm marked this pull request as ready for review December 17, 2024 12:33
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lgtm

@akuzm akuzm enabled auto-merge (squash) January 13, 2025 14:57
@akuzm akuzm merged commit d43b562 into timescale:main Jan 13, 2025
49 of 50 checks passed
@akuzm akuzm deleted the compress-transform branch January 13, 2025 14:58
pallavisontakke added a commit to pallavisontakke/timescaledb that referenced this pull request Jan 16, 2025
This release contains performance improvements and bug fixes since
the 2.17.2 release. We recommend that you upgrade at the next
available opportunity.

**Features**
* timescale#6901: Add hypertable support for transition tables.
* timescale#7104: Hypercore table access method.
* timescale#7271: Push down `order by` in real-time continuous aggregate queries.
* timescale#7295: Support `alter table set access method` on hypertable.
* timescale#7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column
* timescale#7390: Disable custom `hashagg` planner code.
* timescale#7411: Change parameter name to enable hypercore table access method.
* timescale#7412: Add GUC for `hypercore_use_access_method` default.
* timescale#7413: Add GUC for segmentwise recompression.
* timescale#7433 Add support for merging chunks
* timescale#7436 Add index creation on orderby columns
* timescale#7443: Add hypercore function and view aliases.
* timescale#7455: Support `drop not null` on compressed hypertables.
* timescale#7458: Support vecorized aggregation with aggregate `filter` clauses that are also vectorizable.
* timescale#7482: Optimize recompression of partially compressed chunks.
* timescale#7486: Prevent building against postgres versions with broken ABI.
* timescale#7521 Add optional `force` argument to `refresh_continuous_aggregate`
* timescale#7528 Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* timescale#7565 Add hint when hypertable creation fails
* timescale#7587 Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API

**Bugfixes**
* timescale#7378: Remove obsolete job referencing `policy_job_error_retention`.
* timescale#7409: Update `bgw_job` table when altering procedure.
* timescale#7410: Fix the `aggregated compressed column not found` error on aggregation query.
* timescale#7426: Fix `datetime` parsing error in chunk constraint creation.
* timescale#7432: Verify that the heap tuple is valid before using.
* timescale#7434: Fixes the segfault when internally setting the replica identity for a given chunk.
* timescale#7488: Emit error for transition table trigger on chunks.
* timescale#7514: Fix the error: `invalid child of chunk append`.
* timescale#7517 Fixes performance regression on `cagg_migrate` procedure
* timescale#7527 Restart scheduler on error
* timescale#7557: Fix null handling for in-memory tuple filtering.
* timescale#7566 Improve transaction check in CAgg refresh
* timescale#7584 Fix NaN-handling for vectorized aggregation

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @k-rus for suggesting the improvement
* @pgloader for reporting the issue in an internal background job.
* @staticlibs for sending PR to improve transaction check in CAgg refresh
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
@pallavisontakke pallavisontakke mentioned this pull request Jan 16, 2025
pallavisontakke added a commit to pallavisontakke/timescaledb that referenced this pull request Jan 17, 2025
This release contains performance improvements and bug fixes since
the 2.17.2 release. We recommend that you upgrade at the next
available opportunity.

**Features**
* timescale#6901: Add hypertable support for transition tables.
* timescale#7104: Hypercore table access method.
* timescale#7271: Push down `order by` in real-time continuous aggregate queries.
* timescale#7295: Support `alter table set access method` on hypertable.
* timescale#7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column
* timescale#7390: Disable custom `hashagg` planner code.
* timescale#7411: Change parameter name to enable hypercore table access method.
* timescale#7412: Add GUC for `hypercore_use_access_method` default.
* timescale#7413: Add GUC for segmentwise recompression.
* timescale#7433 Add support for merging chunks
* timescale#7436 Add index creation on orderby columns
* timescale#7443: Add hypercore function and view aliases.
* timescale#7455: Support `drop not null` on compressed hypertables.
* timescale#7458: Support vecorized aggregation with aggregate `filter` clauses that are also vectorizable.
* timescale#7482: Optimize recompression of partially compressed chunks.
* timescale#7486: Prevent building against postgres versions with broken ABI.
* timescale#7521 Add optional `force` argument to `refresh_continuous_aggregate`
* timescale#7528 Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* timescale#7565 Add hint when hypertable creation fails
* timescale#7587 Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API

**Bugfixes**
* timescale#7378: Remove obsolete job referencing `policy_job_error_retention`.
* timescale#7409: Update `bgw_job` table when altering procedure.
* timescale#7410: Fix the `aggregated compressed column not found` error on aggregation query.
* timescale#7426: Fix `datetime` parsing error in chunk constraint creation.
* timescale#7432: Verify that the heap tuple is valid before using.
* timescale#7434: Fixes the segfault when internally setting the replica identity for a given chunk.
* timescale#7488: Emit error for transition table trigger on chunks.
* timescale#7514: Fix the error: `invalid child of chunk append`.
* timescale#7517 Fixes performance regression on `cagg_migrate` procedure
* timescale#7527 Restart scheduler on error
* timescale#7557: Fix null handling for in-memory tuple filtering.
* timescale#7566 Improve transaction check in CAgg refresh
* timescale#7584 Fix NaN-handling for vectorized aggregation

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @k-rus for suggesting the improvement
* @pgloader for reporting the issue in an internal background job.
* @staticlibs for sending PR to improve transaction check in CAgg refresh
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
@pallavisontakke pallavisontakke mentioned this pull request Jan 17, 2025
svenklemm pushed a commit that referenced this pull request Jan 23, 2025
This release contains performance improvements and bug fixes since
the 2.17.2 release. We recommend that you upgrade at the next
available opportunity.

**Features**
* #6901: Add hypertable support for transition tables.
* #7104: Hypercore table access method.
* #7271: Push down `order by` in real-time continuous aggregate queries.
* #7295: Support `alter table set access method` on hypertable.
* #7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column
* #7390: Disable custom `hashagg` planner code.
* #7411: Change parameter name to enable hypercore table access method.
* #7412: Add GUC for `hypercore_use_access_method` default.
* #7413: Add GUC for segmentwise recompression.
* #7433 Add support for merging chunks
* #7436 Add index creation on orderby columns
* #7443: Add hypercore function and view aliases.
* #7455: Support `drop not null` on compressed hypertables.
* #7458: Support vecorized aggregation with aggregate `filter` clauses that are also vectorizable.
* #7482: Optimize recompression of partially compressed chunks.
* #7486: Prevent building against postgres versions with broken ABI.
* #7521 Add optional `force` argument to `refresh_continuous_aggregate`
* #7528 Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* #7565 Add hint when hypertable creation fails
* #7587 Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API

**Bugfixes**
* #7378: Remove obsolete job referencing `policy_job_error_retention`.
* #7409: Update `bgw_job` table when altering procedure.
* #7410: Fix the `aggregated compressed column not found` error on aggregation query.
* #7426: Fix `datetime` parsing error in chunk constraint creation.
* #7432: Verify that the heap tuple is valid before using.
* #7434: Fixes the segfault when internally setting the replica identity for a given chunk.
* #7488: Emit error for transition table trigger on chunks.
* #7514: Fix the error: `invalid child of chunk append`.
* #7517 Fixes performance regression on `cagg_migrate` procedure
* #7527 Restart scheduler on error
* #7557: Fix null handling for in-memory tuple filtering.
* #7566 Improve transaction check in CAgg refresh
* #7584 Fix NaN-handling for vectorized aggregation

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @k-rus for suggesting the improvement
* @pgloader for reporting the issue in an internal background job.
* @staticlibs for sending PR to improve transaction check in CAgg refresh
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
svenklemm pushed a commit that referenced this pull request Jan 23, 2025
This release improves `group by` performance of compressing data and filters,
introduces the ability to add secondary indexes, and contains the highly upvoted
community request of transition table support. We recommend that you upgrade at the
next available opportunity.

**Highlighted features in this release**
* TAM
* Significant performance improvements for aggregations using a `group by` with one column
and/or using a filter clause. SIMD
* Transition tables

**Dropping support for Bitnami images**
After the recent change in Bitnami’s [LTS support policy](bitnami/containers#75671),
we are no longer building Bitnami images for TimescaleDB.

**Features**
* #7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column (such as arithmetic types).
* #7104: Hypercore table access method.
* #6901: Add hypertable support for transition tables.
* #7482: Optimize recompression of partially compressed chunks.
* #7458: Support vectorized aggregation with aggregate `filter` clauses that are also vectorizable.
* #7433: Add support for merging chunks.
* #7271: Push down `order by` in real-time continuous aggregate queries.
* #7455: Support `drop not null` on compressed hypertables.
* #7295: Support `alter table set access method` on hypertable.
* #7411: Change parameter name to enable hypercore table access method.
* #7436: Add index creation on `order by` columns.
* #7443: Add hypercore function and view aliases.
* #7521: Add optional `force` argument to `refresh_continuous_aggregate`.
* #7528: Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* #7565: Add hint when hypertable creation fails.
* #7390: Disable custom `hashagg` planner code.
* #7587: Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API.
* #7486: Prevent building against PostgreSQL versions with broken ABI.
* #7412: Add [GUC](https://www.postgresql.org/docs/current/acronyms.html#:~:text=GUC) for the `hypercore_use_access_method` default.
* #7413: Add GUC for segmentwise recompression.

**Bugfixes**
* #7378: Remove obsolete job referencing `policy_job_error_retention`.
* #7409: Update `bgw_job` table when altering procedure.
* #7410: Fix the `aggregated compressed column not found` error on aggregation query.
* #7426: Fix `datetime` parsing error in chunk constraint creation.
* #7432: Verify that the heap tuple is valid before using.
* #7434: Fix the segfault when internally setting the replica identity for a given chunk.
* #7488: Emit error for transition table trigger on chunks.
* #7514: Fix the error: `invalid child of chunk append`.
* #7517: Fix the performance regression on the `cagg_migrate` procedure.
* #7527: Restart scheduler on error.
* #7557: Fix null handling for in-memory tuple filtering.
* #7566: Improve transaction check in CAGG refresh.
* #7584: Fix NaN-handling for vectorized aggregation.

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @k-rus for suggesting that we add a hint when hypertable creation fails.
* @pgloader for reporting the issue in an internal background job.
* @staticlibs for sending the pull request that improves the transaction check in CAGG refresh.
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
svenklemm pushed a commit that referenced this pull request Jan 23, 2025
This release introduces the ability to add secondary indexes to the columnstore, improves group by and filtering performance through columnstore vectorization, and contains the highly upvoted community request of transition table support. We recommend that you upgrade at the next available opportunity.

**Highlighted features in TimescaleDB v2.17.0**

* The ability to add secondary indexes to the columnstore through the new hypercore table access method.
* Significant performance improvements through vectorization (`SIMD`) for aggregations using a group by with one column and/or using a filter clause when querying the columnstore.
* Hypertables support triggers for transition tables, which is one of the most upvoted community feature requests.
* Updated methods to manage Timescale's hybrid row-columnar store (hypercore) that highlight the usage of the columnstore which includes both an optimized columnar format as well as compression.

**Dropping support for Bitnami images**

After the recent change in Bitnami’s [LTS support policy](bitnami/containers#75671), we are no longer building Bitnami images for TimescaleDB. We recommend using the [official TimescaleDB Docker image](https://hub.docker.com/r/timescale/timescaledb-ha)

**Deprecation Notice**

We are deprecating the following parameters, functions, procedures and views. They will be removed with the next major release of TimescaleDB. Please find the replacements in the table below:

| Deprecated | Replacement | Type |
| --- | --- | --- |
| decompress_chunk | convert_to_rowstore | Procedure |
| compress_chunk | convert_to_columnstore | Procedure |
| add_compression_policy | add_columnstore_policy | Function |
| remove_compression_policy | remove_columnstore_policy | Function |
| hypertable_compression_stats | hypertable_columnstore_stats | Function |
| chunk_compression_stats | chunk_columnstore_stats | Function |
| hypertable_compression_settings | hypertable_columnstore_settings | View |
| chunk_compression_settings | chunk_columnstore_settings | View |
| compression_settings | columnstore_settings | View |
| timescaledb.compress | timescaledb.enable_columnstore | Parameter |
| timescaledb.compress_segmentby | timescaledb.segmentby | Parameter |
| timescaledb.compress_orderby  | timescaledb.orderby | Parameter |

**Features**
* #7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column (such as arithmetic types).
* #7104: Hypercore table access method.
* #6901: Add hypertable support for transition tables.
* #7482: Optimize recompression of partially compressed chunks.
* #7458: Support vectorized aggregation with aggregate `filter` clauses that are also vectorizable.
* #7433: Add support for merging chunks.
* #7271: Push down `order by` in real-time continuous aggregate queries.
* #7455: Support `drop not null` on compressed hypertables.
* #7295: Support `alter table set access method` on hypertable.
* #7411: Change parameter name to enable hypercore table access method.
* #7436: Add index creation on `order by` columns.
* #7443: Add hypercore function and view aliases.
* #7521: Add optional `force` argument to `refresh_continuous_aggregate`.
* #7528: Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* #7565: Add hint when hypertable creation fails.
* #7390: Disable custom `hashagg` planner code.
* #7587: Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API.
* #7486: Prevent building against PostgreSQL versions with broken ABI.
* #7412: Add [GUC](https://www.postgresql.org/docs/current/acronyms.html#:~:text=GUC) for the `hypercore_use_access_method` default.
* #7413: Add GUC for segmentwise recompression.

**Bugfixes**
* #7378: Remove obsolete job referencing `policy_job_error_retention`.
* #7409: Update `bgw_job` table when altering procedure.
* #7410: Fix the `aggregated compressed column not found` error on aggregation query.
* #7426: Fix `datetime` parsing error in chunk constraint creation.
* #7432: Verify that the heap tuple is valid before using.
* #7434: Fix the segfault when internally setting the replica identity for a given chunk.
* #7488: Emit error for transition table trigger on chunks.
* #7514: Fix the error: `invalid child of chunk append`.
* #7517: Fix the performance regression on the `cagg_migrate` procedure.
* #7527: Restart scheduler on error.
* #7557: Fix null handling for in-memory tuple filtering.
* #7566: Improve transaction check in CAGG refresh.
* #7584: Fix NaN-handling for vectorized aggregation.

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @k-rus for suggesting that we add a hint when hypertable creation fails.
* @pgloader for reporting the issue in an internal background job.
* @staticlibs for sending the pull request that improves the transaction check in CAGG refresh.
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
svenklemm pushed a commit to pallavisontakke/timescaledb that referenced this pull request Jan 23, 2025
This release introduces the ability to add secondary indexes to the columnstore, improves group by and filtering performance through columnstore vectorization, and contains the highly upvoted community request of transition table support. We recommend that you upgrade at the next available opportunity.

**Highlighted features in TimescaleDB v2.18.0**

* The ability to add secondary indexes to the columnstore through the new hypercore table access method.
* Significant performance improvements through vectorization (`SIMD`) for aggregations using a group by with one column and/or using a filter clause when querying the columnstore.
* Hypertables support triggers for transition tables, which is one of the most upvoted community feature requests.
* Updated methods to manage Timescale's hybrid row-columnar store (hypercore) that highlight the usage of the columnstore which includes both an optimized columnar format as well as compression.

**Dropping support for Bitnami images**

After the recent change in Bitnami’s [LTS support policy](bitnami/containers#75671), we are no longer building Bitnami images for TimescaleDB. We recommend using the [official TimescaleDB Docker image](https://hub.docker.com/r/timescale/timescaledb-ha)

**Deprecation Notice**

We are deprecating the following parameters, functions, procedures and views. They will be removed with the next major release of TimescaleDB. Please find the replacements in the table below:

| Deprecated | Replacement | Type |
| --- | --- | --- |
| decompress_chunk | convert_to_rowstore | Procedure |
| compress_chunk | convert_to_columnstore | Procedure |
| add_compression_policy | add_columnstore_policy | Function |
| remove_compression_policy | remove_columnstore_policy | Function |
| hypertable_compression_stats | hypertable_columnstore_stats | Function |
| chunk_compression_stats | chunk_columnstore_stats | Function |
| hypertable_compression_settings | hypertable_columnstore_settings | View |
| chunk_compression_settings | chunk_columnstore_settings | View |
| compression_settings | columnstore_settings | View |
| timescaledb.compress | timescaledb.enable_columnstore | Parameter |
| timescaledb.compress_segmentby | timescaledb.segmentby | Parameter |
| timescaledb.compress_orderby  | timescaledb.orderby | Parameter |

**Features**
* timescale#7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column (such as arithmetic types).
* timescale#7104: Hypercore table access method.
* timescale#6901: Add hypertable support for transition tables.
* timescale#7482: Optimize recompression of partially compressed chunks.
* timescale#7458: Support vectorized aggregation with aggregate `filter` clauses that are also vectorizable.
* timescale#7433: Add support for merging chunks.
* timescale#7271: Push down `order by` in real-time continuous aggregate queries.
* timescale#7455: Support `drop not null` on compressed hypertables.
* timescale#7295: Support `alter table set access method` on hypertable.
* timescale#7411: Change parameter name to enable hypercore table access method.
* timescale#7436: Add index creation on `order by` columns.
* timescale#7443: Add hypercore function and view aliases.
* timescale#7521: Add optional `force` argument to `refresh_continuous_aggregate`.
* timescale#7528: Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* timescale#7565: Add hint when hypertable creation fails.
* timescale#7390: Disable custom `hashagg` planner code.
* timescale#7587: Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API.
* timescale#7486: Prevent building against PostgreSQL versions with broken ABI.
* timescale#7412: Add [GUC](https://www.postgresql.org/docs/current/acronyms.html#:~:text=GUC) for the `hypercore_use_access_method` default.
* timescale#7413: Add GUC for segmentwise recompression.

**Bugfixes**
* timescale#7378: Remove obsolete job referencing `policy_job_error_retention`.
* timescale#7409: Update `bgw_job` table when altering procedure.
* timescale#7410: Fix the `aggregated compressed column not found` error on aggregation query.
* timescale#7426: Fix `datetime` parsing error in chunk constraint creation.
* timescale#7432: Verify that the heap tuple is valid before using.
* timescale#7434: Fix the segfault when internally setting the replica identity for a given chunk.
* timescale#7488: Emit error for transition table trigger on chunks.
* timescale#7514: Fix the error: `invalid child of chunk append`.
* timescale#7517: Fix the performance regression on the `cagg_migrate` procedure.
* timescale#7527: Restart scheduler on error.
* timescale#7557: Fix null handling for in-memory tuple filtering.
* timescale#7566: Improve transaction check in CAGG refresh.
* timescale#7584: Fix NaN-handling for vectorized aggregation.
* timescale#7598: Match the Postgres NaN comparison behavior in WHERE clause over compressed tables.

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @jakehedlund for reporting the incompatible NaN behavior in WHERE clause over compressed tables.
* @k-rus for suggesting that we add a hint when hypertable creation fails.
* @staticlibs for sending the pull request that improves the transaction check in CAGG refresh.
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
svenklemm pushed a commit to pallavisontakke/timescaledb that referenced this pull request Jan 23, 2025
This release introduces the ability to add secondary indexes to the columnstore, improves group by and filtering performance through columnstore vectorization, and contains the highly upvoted community request of transition table support. We recommend that you upgrade at the next available opportunity.

**Highlighted features in TimescaleDB v2.18.0**

* The ability to add secondary indexes to the columnstore through the new hypercore table access method.
* Significant performance improvements through vectorization (`SIMD`) for aggregations using a group by with one column and/or using a filter clause when querying the columnstore.
* Hypertables support triggers for transition tables, which is one of the most upvoted community feature requests.
* Updated methods to manage Timescale's hybrid row-columnar store (hypercore) that highlight the usage of the columnstore which includes both an optimized columnar format as well as compression.

**Dropping support for Bitnami images**

After the recent change in Bitnami’s [LTS support policy](bitnami/containers#75671), we are no longer building Bitnami images for TimescaleDB. We recommend using the [official TimescaleDB Docker image](https://hub.docker.com/r/timescale/timescaledb-ha)

**Deprecation Notice**

We are deprecating the following parameters, functions, procedures and views. They will be removed with the next major release of TimescaleDB. Please find the replacements in the table below:

| Deprecated | Replacement | Type |
| --- | --- | --- |
| decompress_chunk | convert_to_rowstore | Procedure |
| compress_chunk | convert_to_columnstore | Procedure |
| add_compression_policy | add_columnstore_policy | Function |
| remove_compression_policy | remove_columnstore_policy | Function |
| hypertable_compression_stats | hypertable_columnstore_stats | Function |
| chunk_compression_stats | chunk_columnstore_stats | Function |
| hypertable_compression_settings | hypertable_columnstore_settings | View |
| chunk_compression_settings | chunk_columnstore_settings | View |
| compression_settings | columnstore_settings | View |
| timescaledb.compress | timescaledb.enable_columnstore | Parameter |
| timescaledb.compress_segmentby | timescaledb.segmentby | Parameter |
| timescaledb.compress_orderby  | timescaledb.orderby | Parameter |

**Features**
* timescale#7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column (such as arithmetic types).
* timescale#7104: Hypercore table access method.
* timescale#6901: Add hypertable support for transition tables.
* timescale#7482: Optimize recompression of partially compressed chunks.
* timescale#7458: Support vectorized aggregation with aggregate `filter` clauses that are also vectorizable.
* timescale#7433: Add support for merging chunks.
* timescale#7271: Push down `order by` in real-time continuous aggregate queries.
* timescale#7455: Support `drop not null` on compressed hypertables.
* timescale#7295: Support `alter table set access method` on hypertable.
* timescale#7411: Change parameter name to enable hypercore table access method.
* timescale#7436: Add index creation on `order by` columns.
* timescale#7443: Add hypercore function and view aliases.
* timescale#7521: Add optional `force` argument to `refresh_continuous_aggregate`.
* timescale#7528: Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* timescale#7565: Add hint when hypertable creation fails.
* timescale#7390: Disable custom `hashagg` planner code.
* timescale#7587: Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API.
* timescale#7486: Prevent building against PostgreSQL versions with broken ABI.
* timescale#7412: Add [GUC](https://www.postgresql.org/docs/current/acronyms.html#:~:text=GUC) for the `hypercore_use_access_method` default.
* timescale#7413: Add GUC for segmentwise recompression.

**Bugfixes**
* timescale#7378: Remove obsolete job referencing `policy_job_error_retention`.
* timescale#7409: Update `bgw_job` table when altering procedure.
* timescale#7410: Fix the `aggregated compressed column not found` error on aggregation query.
* timescale#7426: Fix `datetime` parsing error in chunk constraint creation.
* timescale#7432: Verify that the heap tuple is valid before using.
* timescale#7434: Fix the segfault when internally setting the replica identity for a given chunk.
* timescale#7488: Emit error for transition table trigger on chunks.
* timescale#7514: Fix the error: `invalid child of chunk append`.
* timescale#7517: Fix the performance regression on the `cagg_migrate` procedure.
* timescale#7527: Restart scheduler on error.
* timescale#7557: Fix null handling for in-memory tuple filtering.
* timescale#7566: Improve transaction check in CAGG refresh.
* timescale#7584: Fix NaN-handling for vectorized aggregation.
* timescale#7598: Match the Postgres NaN comparison behavior in WHERE clause over compressed tables.

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @jakehedlund for reporting the incompatible NaN behavior in WHERE clause over compressed tables.
* @k-rus for suggesting that we add a hint when hypertable creation fails.
* @staticlibs for sending the pull request that improves the transaction check in CAGG refresh.
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
svenklemm pushed a commit to pallavisontakke/timescaledb that referenced this pull request Jan 23, 2025
This release introduces the ability to add secondary indexes to the columnstore, improves group by and filtering performance through columnstore vectorization, and contains the highly upvoted community request of transition table support. We recommend that you upgrade at the next available opportunity.

**Highlighted features in TimescaleDB v2.18.0**

* The ability to add secondary indexes to the columnstore through the new hypercore table access method.
* Significant performance improvements through vectorization (`SIMD`) for aggregations using a group by with one column and/or using a filter clause when querying the columnstore.
* Hypertables support triggers for transition tables, which is one of the most upvoted community feature requests.
* Updated methods to manage Timescale's hybrid row-columnar store (hypercore) that highlight the usage of the columnstore which includes both an optimized columnar format as well as compression.

**Dropping support for Bitnami images**

After the recent change in Bitnami’s [LTS support policy](bitnami/containers#75671), we are no longer building Bitnami images for TimescaleDB. We recommend using the [official TimescaleDB Docker image](https://hub.docker.com/r/timescale/timescaledb-ha)

**Deprecation Notice**

We are deprecating the following parameters, functions, procedures and views. They will be removed with the next major release of TimescaleDB. Please find the replacements in the table below:

| Deprecated | Replacement | Type |
| --- | --- | --- |
| decompress_chunk | convert_to_rowstore | Procedure |
| compress_chunk | convert_to_columnstore | Procedure |
| add_compression_policy | add_columnstore_policy | Function |
| remove_compression_policy | remove_columnstore_policy | Function |
| hypertable_compression_stats | hypertable_columnstore_stats | Function |
| chunk_compression_stats | chunk_columnstore_stats | Function |
| hypertable_compression_settings | hypertable_columnstore_settings | View |
| chunk_compression_settings | chunk_columnstore_settings | View |
| compression_settings | columnstore_settings | View |
| timescaledb.compress | timescaledb.enable_columnstore | Parameter |
| timescaledb.compress_segmentby | timescaledb.segmentby | Parameter |
| timescaledb.compress_orderby  | timescaledb.orderby | Parameter |

**Features**
* timescale#7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column (such as arithmetic types).
* timescale#7104: Hypercore table access method.
* timescale#6901: Add hypertable support for transition tables.
* timescale#7482: Optimize recompression of partially compressed chunks.
* timescale#7458: Support vectorized aggregation with aggregate `filter` clauses that are also vectorizable.
* timescale#7433: Add support for merging chunks.
* timescale#7271: Push down `order by` in real-time continuous aggregate queries.
* timescale#7455: Support `drop not null` on compressed hypertables.
* timescale#7295: Support `alter table set access method` on hypertable.
* timescale#7411: Change parameter name to enable hypercore table access method.
* timescale#7436: Add index creation on `order by` columns.
* timescale#7443: Add hypercore function and view aliases.
* timescale#7521: Add optional `force` argument to `refresh_continuous_aggregate`.
* timescale#7528: Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* timescale#7565: Add hint when hypertable creation fails.
* timescale#7390: Disable custom `hashagg` planner code.
* timescale#7587: Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API.
* timescale#7486: Prevent building against PostgreSQL versions with broken ABI.
* timescale#7412: Add [GUC](https://www.postgresql.org/docs/current/acronyms.html#:~:text=GUC) for the `hypercore_use_access_method` default.
* timescale#7413: Add GUC for segmentwise recompression.

**Bugfixes**
* timescale#7378: Remove obsolete job referencing `policy_job_error_retention`.
* timescale#7409: Update `bgw_job` table when altering procedure.
* timescale#7410: Fix the `aggregated compressed column not found` error on aggregation query.
* timescale#7426: Fix `datetime` parsing error in chunk constraint creation.
* timescale#7432: Verify that the heap tuple is valid before using.
* timescale#7434: Fix the segfault when internally setting the replica identity for a given chunk.
* timescale#7488: Emit error for transition table trigger on chunks.
* timescale#7514: Fix the error: `invalid child of chunk append`.
* timescale#7517: Fix the performance regression on the `cagg_migrate` procedure.
* timescale#7527: Restart scheduler on error.
* timescale#7557: Fix null handling for in-memory tuple filtering.
* timescale#7566: Improve transaction check in CAGG refresh.
* timescale#7584: Fix NaN-handling for vectorized aggregation.
* timescale#7598: Match the Postgres NaN comparison behavior in WHERE clause over compressed tables.

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @jakehedlund for reporting the incompatible NaN behavior in WHERE clause over compressed tables.
* @k-rus for suggesting that we add a hint when hypertable creation fails.
* @staticlibs for sending the pull request that improves the transaction check in CAGG refresh.
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
svenklemm pushed a commit to pallavisontakke/timescaledb that referenced this pull request Jan 24, 2025
This release introduces the ability to add secondary indexes to the columnstore, improves group by and filtering performance through columnstore vectorization, and contains the highly upvoted community request of transition table support. We recommend that you upgrade at the next available opportunity.

**Highlighted features in TimescaleDB v2.18.0**

* The ability to add secondary indexes to the columnstore through the new hypercore table access method.
* Significant performance improvements through vectorization (`SIMD`) for aggregations using a group by with one column and/or using a filter clause when querying the columnstore.
* Hypertables support triggers for transition tables, which is one of the most upvoted community feature requests.
* Updated methods to manage Timescale's hybrid row-columnar store (hypercore) that highlight the usage of the columnstore which includes both an optimized columnar format as well as compression.

**Dropping support for Bitnami images**

After the recent change in Bitnami’s [LTS support policy](bitnami/containers#75671), we are no longer building Bitnami images for TimescaleDB. We recommend using the [official TimescaleDB Docker image](https://hub.docker.com/r/timescale/timescaledb-ha)

**Deprecation Notice**

We are deprecating the following parameters, functions, procedures and views. They will be removed with the next major release of TimescaleDB. Please find the replacements in the table below:

| Deprecated | Replacement | Type |
| --- | --- | --- |
| decompress_chunk | convert_to_rowstore | Procedure |
| compress_chunk | convert_to_columnstore | Procedure |
| add_compression_policy | add_columnstore_policy | Function |
| remove_compression_policy | remove_columnstore_policy | Function |
| hypertable_compression_stats | hypertable_columnstore_stats | Function |
| chunk_compression_stats | chunk_columnstore_stats | Function |
| hypertable_compression_settings | hypertable_columnstore_settings | View |
| chunk_compression_settings | chunk_columnstore_settings | View |
| compression_settings | columnstore_settings | View |
| timescaledb.compress | timescaledb.enable_columnstore | Parameter |
| timescaledb.compress_segmentby | timescaledb.segmentby | Parameter |
| timescaledb.compress_orderby  | timescaledb.orderby | Parameter |

**Features**
* timescale#7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column (such as arithmetic types).
* timescale#7104: Hypercore table access method.
* timescale#6901: Add hypertable support for transition tables.
* timescale#7482: Optimize recompression of partially compressed chunks.
* timescale#7458: Support vectorized aggregation with aggregate `filter` clauses that are also vectorizable.
* timescale#7433: Add support for merging chunks.
* timescale#7271: Push down `order by` in real-time continuous aggregate queries.
* timescale#7455: Support `drop not null` on compressed hypertables.
* timescale#7295: Support `alter table set access method` on hypertable.
* timescale#7411: Change parameter name to enable hypercore table access method.
* timescale#7436: Add index creation on `order by` columns.
* timescale#7443: Add hypercore function and view aliases.
* timescale#7521: Add optional `force` argument to `refresh_continuous_aggregate`.
* timescale#7528: Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* timescale#7565: Add hint when hypertable creation fails.
* timescale#7390: Disable custom `hashagg` planner code.
* timescale#7587: Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API.
* timescale#7486: Prevent building against PostgreSQL versions with broken ABI.
* timescale#7412: Add [GUC](https://www.postgresql.org/docs/current/acronyms.html#:~:text=GUC) for the `hypercore_use_access_method` default.
* timescale#7413: Add GUC for segmentwise recompression.

**Bugfixes**
* timescale#7378: Remove obsolete job referencing `policy_job_error_retention`.
* timescale#7409: Update `bgw_job` table when altering procedure.
* timescale#7410: Fix the `aggregated compressed column not found` error on aggregation query.
* timescale#7426: Fix `datetime` parsing error in chunk constraint creation.
* timescale#7432: Verify that the heap tuple is valid before using.
* timescale#7434: Fix the segfault when internally setting the replica identity for a given chunk.
* timescale#7488: Emit error for transition table trigger on chunks.
* timescale#7514: Fix the error: `invalid child of chunk append`.
* timescale#7517: Fix the performance regression on the `cagg_migrate` procedure.
* timescale#7527: Restart scheduler on error.
* timescale#7557: Fix null handling for in-memory tuple filtering.
* timescale#7566: Improve transaction check in CAGG refresh.
* timescale#7584: Fix NaN-handling for vectorized aggregation.
* timescale#7598: Match the Postgres NaN comparison behavior in WHERE clause over compressed tables.

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @jakehedlund for reporting the incompatible NaN behavior in WHERE clause over compressed tables.
* @k-rus for suggesting that we add a hint when hypertable creation fails.
* @staticlibs for sending the pull request that improves the transaction check in CAGG refresh.
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
svenklemm pushed a commit to pallavisontakke/timescaledb that referenced this pull request Jan 24, 2025
This release introduces the ability to add secondary indexes to the columnstore, improves group by and filtering performance through columnstore vectorization, and contains the highly upvoted community request of transition table support. We recommend that you upgrade at the next available opportunity.

**Highlighted features in TimescaleDB v2.18.0**

* The ability to add secondary indexes to the columnstore through the new hypercore table access method.
* Significant performance improvements through vectorization (`SIMD`) for aggregations using a group by with one column and/or using a filter clause when querying the columnstore.
* Hypertables support triggers for transition tables, which is one of the most upvoted community feature requests.
* Updated methods to manage Timescale's hybrid row-columnar store (hypercore) that highlight the usage of the columnstore which includes both an optimized columnar format as well as compression.

**Dropping support for Bitnami images**

After the recent change in Bitnami’s [LTS support policy](bitnami/containers#75671), we are no longer building Bitnami images for TimescaleDB. We recommend using the [official TimescaleDB Docker image](https://hub.docker.com/r/timescale/timescaledb-ha)

**Deprecation Notice**

We are deprecating the following parameters, functions, procedures and views. They will be removed with the next major release of TimescaleDB. Please find the replacements in the table below:

| Deprecated | Replacement | Type |
| --- | --- | --- |
| decompress_chunk | convert_to_rowstore | Procedure |
| compress_chunk | convert_to_columnstore | Procedure |
| add_compression_policy | add_columnstore_policy | Function |
| remove_compression_policy | remove_columnstore_policy | Function |
| hypertable_compression_stats | hypertable_columnstore_stats | Function |
| chunk_compression_stats | chunk_columnstore_stats | Function |
| hypertable_compression_settings | hypertable_columnstore_settings | View |
| chunk_compression_settings | chunk_columnstore_settings | View |
| compression_settings | columnstore_settings | View |
| timescaledb.compress | timescaledb.enable_columnstore | Parameter |
| timescaledb.compress_segmentby | timescaledb.segmentby | Parameter |
| timescaledb.compress_orderby  | timescaledb.orderby | Parameter |

**Features**
* timescale#7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column (such as arithmetic types).
* timescale#7104: Hypercore table access method.
* timescale#6901: Add hypertable support for transition tables.
* timescale#7482: Optimize recompression of partially compressed chunks.
* timescale#7458: Support vectorized aggregation with aggregate `filter` clauses that are also vectorizable.
* timescale#7433: Add support for merging chunks.
* timescale#7271: Push down `order by` in real-time continuous aggregate queries.
* timescale#7455: Support `drop not null` on compressed hypertables.
* timescale#7295: Support `alter table set access method` on hypertable.
* timescale#7411: Change parameter name to enable hypercore table access method.
* timescale#7436: Add index creation on `order by` columns.
* timescale#7443: Add hypercore function and view aliases.
* timescale#7521: Add optional `force` argument to `refresh_continuous_aggregate`.
* timescale#7528: Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* timescale#7565: Add hint when hypertable creation fails.
* timescale#7390: Disable custom `hashagg` planner code.
* timescale#7587: Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API.
* timescale#7486: Prevent building against PostgreSQL versions with broken ABI.
* timescale#7412: Add [GUC](https://www.postgresql.org/docs/current/acronyms.html#:~:text=GUC) for the `hypercore_use_access_method` default.
* timescale#7413: Add GUC for segmentwise recompression.

**Bugfixes**
* timescale#7378: Remove obsolete job referencing `policy_job_error_retention`.
* timescale#7409: Update `bgw_job` table when altering procedure.
* timescale#7410: Fix the `aggregated compressed column not found` error on aggregation query.
* timescale#7426: Fix `datetime` parsing error in chunk constraint creation.
* timescale#7432: Verify that the heap tuple is valid before using.
* timescale#7434: Fix the segfault when internally setting the replica identity for a given chunk.
* timescale#7488: Emit error for transition table trigger on chunks.
* timescale#7514: Fix the error: `invalid child of chunk append`.
* timescale#7517: Fix the performance regression on the `cagg_migrate` procedure.
* timescale#7527: Restart scheduler on error.
* timescale#7557: Fix null handling for in-memory tuple filtering.
* timescale#7566: Improve transaction check in CAGG refresh.
* timescale#7584: Fix NaN-handling for vectorized aggregation.
* timescale#7598: Match the Postgres NaN comparison behavior in WHERE clause over compressed tables.

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @jakehedlund for reporting the incompatible NaN behavior in WHERE clause over compressed tables.
* @k-rus for suggesting that we add a hint when hypertable creation fails.
* @staticlibs for sending the pull request that improves the transaction check in CAGG refresh.
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
svenklemm pushed a commit to pallavisontakke/timescaledb that referenced this pull request Jan 24, 2025
This release introduces the ability to add secondary indexes to the columnstore, improves group by and filtering performance through columnstore vectorization, and contains the highly upvoted community request of transition table support. We recommend that you upgrade at the next available opportunity.

**Highlighted features in TimescaleDB v2.18.0**

* The ability to add secondary indexes to the columnstore through the new hypercore table access method.
* Significant performance improvements through vectorization (`SIMD`) for aggregations using a group by with one column and/or using a filter clause when querying the columnstore.
* Hypertables support triggers for transition tables, which is one of the most upvoted community feature requests.
* Updated methods to manage Timescale's hybrid row-columnar store (hypercore) that highlight the usage of the columnstore which includes both an optimized columnar format as well as compression.

**Dropping support for Bitnami images**

After the recent change in Bitnami’s [LTS support policy](bitnami/containers#75671), we are no longer building Bitnami images for TimescaleDB. We recommend using the [official TimescaleDB Docker image](https://hub.docker.com/r/timescale/timescaledb-ha)

**Deprecation Notice**

We are deprecating the following parameters, functions, procedures and views. They will be removed with the next major release of TimescaleDB. Please find the replacements in the table below:

| Deprecated | Replacement | Type |
| --- | --- | --- |
| decompress_chunk | convert_to_rowstore | Procedure |
| compress_chunk | convert_to_columnstore | Procedure |
| add_compression_policy | add_columnstore_policy | Function |
| remove_compression_policy | remove_columnstore_policy | Function |
| hypertable_compression_stats | hypertable_columnstore_stats | Function |
| chunk_compression_stats | chunk_columnstore_stats | Function |
| hypertable_compression_settings | hypertable_columnstore_settings | View |
| chunk_compression_settings | chunk_columnstore_settings | View |
| compression_settings | columnstore_settings | View |
| timescaledb.compress | timescaledb.enable_columnstore | Parameter |
| timescaledb.compress_segmentby | timescaledb.segmentby | Parameter |
| timescaledb.compress_orderby  | timescaledb.orderby | Parameter |

**Features**
* timescale#7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column (such as arithmetic types).
* timescale#7104: Hypercore table access method.
* timescale#6901: Add hypertable support for transition tables.
* timescale#7482: Optimize recompression of partially compressed chunks.
* timescale#7458: Support vectorized aggregation with aggregate `filter` clauses that are also vectorizable.
* timescale#7433: Add support for merging chunks.
* timescale#7271: Push down `order by` in real-time continuous aggregate queries.
* timescale#7455: Support `drop not null` on compressed hypertables.
* timescale#7295: Support `alter table set access method` on hypertable.
* timescale#7411: Change parameter name to enable hypercore table access method.
* timescale#7436: Add index creation on `order by` columns.
* timescale#7443: Add hypercore function and view aliases.
* timescale#7521: Add optional `force` argument to `refresh_continuous_aggregate`.
* timescale#7528: Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* timescale#7565: Add hint when hypertable creation fails.
* timescale#7390: Disable custom `hashagg` planner code.
* timescale#7587: Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API.
* timescale#7486: Prevent building against PostgreSQL versions with broken ABI.
* timescale#7412: Add [GUC](https://www.postgresql.org/docs/current/acronyms.html#:~:text=GUC) for the `hypercore_use_access_method` default.
* timescale#7413: Add GUC for segmentwise recompression.

**Bugfixes**
* timescale#7378: Remove obsolete job referencing `policy_job_error_retention`.
* timescale#7409: Update `bgw_job` table when altering procedure.
* timescale#7410: Fix the `aggregated compressed column not found` error on aggregation query.
* timescale#7426: Fix `datetime` parsing error in chunk constraint creation.
* timescale#7432: Verify that the heap tuple is valid before using.
* timescale#7434: Fix the segfault when internally setting the replica identity for a given chunk.
* timescale#7488: Emit error for transition table trigger on chunks.
* timescale#7514: Fix the error: `invalid child of chunk append`.
* timescale#7517: Fix the performance regression on the `cagg_migrate` procedure.
* timescale#7527: Restart scheduler on error.
* timescale#7557: Fix null handling for in-memory tuple filtering.
* timescale#7566: Improve transaction check in CAGG refresh.
* timescale#7584: Fix NaN-handling for vectorized aggregation.
* timescale#7598: Match the Postgres NaN comparison behavior in WHERE clause over compressed tables.

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @jakehedlund for reporting the incompatible NaN behavior in WHERE clause over compressed tables.
* @k-rus for suggesting that we add a hint when hypertable creation fails.
* @staticlibs for sending the pull request that improves the transaction check in CAGG refresh.
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
svenklemm pushed a commit that referenced this pull request Jan 24, 2025
This release introduces the ability to add secondary indexes to the columnstore, improves group by and filtering performance through columnstore vectorization, and contains the highly upvoted community request of transition table support. We recommend that you upgrade at the next available opportunity.

**Highlighted features in TimescaleDB v2.18.0**

* The ability to add secondary indexes to the columnstore through the new hypercore table access method.
* Significant performance improvements through vectorization (`SIMD`) for aggregations using a group by with one column and/or using a filter clause when querying the columnstore.
* Hypertables support triggers for transition tables, which is one of the most upvoted community feature requests.
* Updated methods to manage Timescale's hybrid row-columnar store (hypercore) that highlight the usage of the columnstore which includes both an optimized columnar format as well as compression.

**Dropping support for Bitnami images**

After the recent change in Bitnami’s [LTS support policy](bitnami/containers#75671), we are no longer building Bitnami images for TimescaleDB. We recommend using the [official TimescaleDB Docker image](https://hub.docker.com/r/timescale/timescaledb-ha)

**Deprecation Notice**

We are deprecating the following parameters, functions, procedures and views. They will be removed with the next major release of TimescaleDB. Please find the replacements in the table below:

| Deprecated | Replacement | Type |
| --- | --- | --- |
| decompress_chunk | convert_to_rowstore | Procedure |
| compress_chunk | convert_to_columnstore | Procedure |
| add_compression_policy | add_columnstore_policy | Function |
| remove_compression_policy | remove_columnstore_policy | Function |
| hypertable_compression_stats | hypertable_columnstore_stats | Function |
| chunk_compression_stats | chunk_columnstore_stats | Function |
| hypertable_compression_settings | hypertable_columnstore_settings | View |
| chunk_compression_settings | chunk_columnstore_settings | View |
| compression_settings | columnstore_settings | View |
| timescaledb.compress | timescaledb.enable_columnstore | Parameter |
| timescaledb.compress_segmentby | timescaledb.segmentby | Parameter |
| timescaledb.compress_orderby  | timescaledb.orderby | Parameter |

**Features**
* #7341: Vectorized aggregation with grouping by one fixed-size by-value compressed column (such as arithmetic types).
* #7104: Hypercore table access method.
* #6901: Add hypertable support for transition tables.
* #7482: Optimize recompression of partially compressed chunks.
* #7458: Support vectorized aggregation with aggregate `filter` clauses that are also vectorizable.
* #7433: Add support for merging chunks.
* #7271: Push down `order by` in real-time continuous aggregate queries.
* #7455: Support `drop not null` on compressed hypertables.
* #7295: Support `alter table set access method` on hypertable.
* #7411: Change parameter name to enable hypercore table access method.
* #7436: Add index creation on `order by` columns.
* #7443: Add hypercore function and view aliases.
* #7521: Add optional `force` argument to `refresh_continuous_aggregate`.
* #7528: Transform sorting on `time_bucket` to sorting on time for compressed chunks in some cases.
* #7565: Add hint when hypertable creation fails.
* #7390: Disable custom `hashagg` planner code.
* #7587: Add `include_tiered_data` parameter to `add_continuous_aggregate_policy` API.
* #7486: Prevent building against PostgreSQL versions with broken ABI.
* #7412: Add [GUC](https://www.postgresql.org/docs/current/acronyms.html#:~:text=GUC) for the `hypercore_use_access_method` default.
* #7413: Add GUC for segmentwise recompression.

**Bugfixes**
* #7378: Remove obsolete job referencing `policy_job_error_retention`.
* #7409: Update `bgw_job` table when altering procedure.
* #7410: Fix the `aggregated compressed column not found` error on aggregation query.
* #7426: Fix `datetime` parsing error in chunk constraint creation.
* #7432: Verify that the heap tuple is valid before using.
* #7434: Fix the segfault when internally setting the replica identity for a given chunk.
* #7488: Emit error for transition table trigger on chunks.
* #7514: Fix the error: `invalid child of chunk append`.
* #7517: Fix the performance regression on the `cagg_migrate` procedure.
* #7527: Restart scheduler on error.
* #7557: Fix null handling for in-memory tuple filtering.
* #7566: Improve transaction check in CAGG refresh.
* #7584: Fix NaN-handling for vectorized aggregation.
* #7598: Match the Postgres NaN comparison behavior in WHERE clause over compressed tables.

**Thanks**
* @bharrisau for reporting the segfault when creating chunks.
* @jakehedlund for reporting the incompatible NaN behavior in WHERE clause over compressed tables.
* @k-rus for suggesting that we add a hint when hypertable creation fails.
* @staticlibs for sending the pull request that improves the transaction check in CAGG refresh.
* @uasiddiqi for reporting the `aggregated compressed column not found` error.
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3 participants