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Bobby Noelte
4381948f13 fix: price interpolation (#1154) 
Use forward fill to interpolate time series data that represents prices:
- elecprice_marketprice_wh
- feed_in_tariff_wh

Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>
 2026-07-17 18:05:29 +02:00
Bobby Noelte
75548990e1 feat: add cloud PV forecast providers: pvnode.com, forecast-solar and solcast (#1150)
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This PR adds three native PV power forecast providers, giving operators more
cloud forecast sources to choose from via pvforecast.provider, alongside the
existing PVForecastAkkudoktor, PVForecastVrm and PVForecastImport:

    PVForecastPVNode — native 15-minute forecasts from the pvnode.com
    V2 API. Saved-site mode (GET /v2/forecast/{site_id}) where the operator enters their API key +
    site id, or inline mode (POST /v2/forecast/inline) using the configured planes.
    PVForecastForecastSolar — the free Forecast.Solar API (no key
    required for the public endpoint). Multi-plane systems issue one request per plane and the
    instantaneous powers are summed per timestamp.
    PVForecastSolcast — the Solcast rooftop-site API (API key + resource id).

Implementation notes

    All three populate the existing pvforecast_ac_power (and mirror pvforecast_dc_power)
    prediction keys, so they slot into the optimizer unchanged.
    Timezone handling: pvnode and Forecast.Solar return site-local wall-clock timestamps with an
    IANA timezone field, which are resolved to absolute instants before resampling; Solcast returns
    UTC period_end and is normalised to the period start.
    Each provider follows the existing provider pattern (provider_id(), _request_forecast() with
    @cache_in_file, _update_data()), is registered in pvforecast.py and prediction.py, and is
    upstream-neutral.

Validation

    27 unit tests (timezone resolution, null/zero handling, kW→W and period-start conversion,
    azimuth conversion, multi-plane summation, request URL/auth, HTTP-error handling).
    ruff check (F/D/S/bandit) and ruff format clean.
    Each provider was additionally validated against its live API with a real plant, confirming
    the response shapes (pvnode: 288 native 15-min slots; Forecast.Solar: instantaneous watts;
    Solcast: kW estimates with period_end/PT30M).

Documentation

    Provider descriptions and configuration examples added to docs/akkudoktoreos/prediction.md.
    CHANGELOG.md entry under Unreleased.
    Regenerated docs/_generated/configpvforecast.md and configexample.md.

Notes for reviewers

Forecast.Solar's free endpoint is rate-limited (12 req/hour) and Solcast's free tier limits daily
calls; both providers rely on the standard 1-hour cache_in_file TTL to stay within budget.

Authors:

The code is created by Christin. Only minor adaptions by Bobby.

Signed-off-by: Christin <info@bikinibottom.capital>
Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>
Co-authored-by: Christin <info@bikinibottom.capital>
 2026-07-17 16:51:00 +02:00
Bobby Noelte
0306e7e4ed fix: prediction import with pydantic-typed bodies (#1152)
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Respect pydantic model in serializing json data for import.

Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>
 2026-07-16 17:15:10 +02:00
dependabot[bot]
4848280f9c build(deps): bump python-fasthtml from 0.14.5 to 0.14.6 (#1151)
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Bumps [python-fasthtml](https://github.com/AnswerDotAI/fasthtml) from 0.14.5 to 0.14.6.
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Bobby Noelte
eb9e966de9 fix: move data management to async (#1015) 
FAstAPI is an async framework. Data may be imported and exported, load and save, set and get
asynchronously. Prevent interleaving data operations to corrupt the data. In the previous design
sync and async data access was intermixed leading to data corruption.

The basic data classes DataSequence and DataContainer and the derived classes like Provider and
Measurement now are async. Data access is protected by several async locks.

To support the async design of the data classes the database interface became async.

The energy management is also adapted to the new async design. Optimization is still off-loaded
to another thread, but the prepration for the optimization and the post optimization actions now
follow the async design.

Adapter operations are now also protected by async locks.

Tests were adapted to the async design and new tests were created.

Besides this major fix several other improvements and fixes are included in this PR.

* fix: key_to_dict/list/array only regard data records with key value set.

  Before the exclusion of no value data records was only done if the dropna flag was set.

* fix: test for visual result pdf generation

  Due to updates in the library the generated charts text was a little bit different.
  Adapt the test to create the comaprison pdf in the test data durectory and
  update the reference pdf.

* chore: Remove MutableMapping from DataSequence and DataContainer.

  Mutable Mapping does not fit to the now async design.

* chore: Add NoDB database backend

  This backend implements the full database backend interface but performs
  no actual persistence. It is intended for configurations where database
  persistence is disabled (`provider=None`).

* chore: Improve measurement data import testing with real world scenarios.

  Added two new endpoints to support testing.

* chore: Add mermaid to supported documentation tools

* chore: Add documentation about async design

* chore: Add documentation about generic data handling

  Covers the basics of measurement and prediction time series data handling.

* chore: Add empty lines around markdown lists.

* chore: sync pre-commit config to updated package versions

Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>
 2026-07-15 16:38:53 +02:00
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38011780c5 build(deps-dev): bump mypy from 2.2.0 to 2.3.0 (#1146)
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4695f33982 build(deps-dev): bump coverage from 7.15.0 to 7.15.1 (#1147) 
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a942aa5cf7 build(deps): bump lmdb from 2.2.1 to 2.3.0 (#1148) 
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be4f52bf81 build(deps): bump rich-toolkit from 0.20.1 to 0.20.3 (#1149) 
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95d3ea9481 build(deps): bump tzfpy from 1.3.1 to 1.3.2 (#1143) 
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0ad126a70e build(deps-dev): bump gitpython from 3.1.50 to 3.1.51 (#1144) 
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42fec0d03a build(deps-dev): bump types-requests (#1145) 
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17c013229e build(deps-dev): bump types-docutils (#1142) 
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930991148e build(deps): bump python-fasthtml from 0.14.4 to 0.14.5 (#1136)
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2c9dba44e8 build(deps): bump soupsieve from 2.8.3 to 2.8.4 (#1135) 
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bed3bafd1a build(deps): bump uvicorn from 0.50.2 to 0.51.0 (#1137) 
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bca9dd9ef7 build(deps-dev): bump mypy from 2.1.0 to 2.2.0 (#1138) 
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c1dd55ed2a build(deps): bump fastapi-cli from 0.0.28 to 0.0.29 (#1139) 
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748012e8ce build(deps): bump uvicorn from 0.50.0 to 0.50.2 (#1134) 
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1031c21f68 build(deps): bump fastapi from 0.138.2 to 0.139.0 (#1128)
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36dcb269de build(deps-dev): bump coverage from 7.14.3 to 7.15.0 (#1129)
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5ca7b39539 build(deps): bump fastapi-cli from 0.0.27 to 0.0.28 (#1130) 
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7774b9c4a9 build(deps): bump uvicorn from 0.49.0 to 0.50.0 (#1131) 
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 2026-07-05 15:02:31 +02:00
dependabot[bot]
155929f10b build(deps): bump pillow from 12.1.1 to 12.2.0 (#1132) 
Bumps [pillow](https://github.com/python-pillow/Pillow) from 12.1.1 to 12.2.0.
- [Release notes](https://github.com/python-pillow/Pillow/releases)
- [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst)
- [Commits](https://github.com/python-pillow/Pillow/compare/12.1.1...12.2.0)

---
updated-dependencies:
- dependency-name: pillow
  dependency-version: 12.2.0
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 2026-07-05 15:02:00 +02:00
dependabot[bot]
631d428e89 build(deps): bump fastapi from 0.138.0 to 0.138.2 (#1125)
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Bumps [fastapi](https://github.com/fastapi/fastapi) from 0.138.0 to 0.138.2.
- [Release notes](https://github.com/fastapi/fastapi/releases)
- [Commits](https://github.com/fastapi/fastapi/compare/0.138.0...0.138.2)

---
updated-dependencies:
- dependency-name: fastapi
  dependency-version: 0.138.2
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  update-type: version-update:semver-patch
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 2026-06-30 08:59:33 +02:00
dependabot[bot]
f1157c0692 build(deps): bump python-fasthtml from 0.14.3 to 0.14.4 (#1126) 
Bumps [python-fasthtml](https://github.com/AnswerDotAI/fasthtml) from 0.14.3 to 0.14.4.
- [Release notes](https://github.com/AnswerDotAI/fasthtml/releases)
- [Changelog](https://github.com/AnswerDotAI/fasthtml/blob/main/CHANGELOG.md)
- [Commits](https://github.com/AnswerDotAI/fasthtml/compare/0.14.3...0.14.4)

---
updated-dependencies:
- dependency-name: python-fasthtml
  dependency-version: 0.14.4
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 2026-06-30 08:59:15 +02:00
dependabot[bot]
211a43a7de build(deps-dev): bump coverage from 7.14.2 to 7.14.3 (#1127) 
Bumps [coverage](https://github.com/coveragepy/coveragepy) from 7.14.2 to 7.14.3.
- [Release notes](https://github.com/coveragepy/coveragepy/releases)
- [Changelog](https://github.com/coveragepy/coveragepy/blob/main/CHANGES.rst)
- [Commits](https://github.com/coveragepy/coveragepy/compare/7.14.2...7.14.3)

---
updated-dependencies:
- dependency-name: coverage
  dependency-version: 7.14.3
  dependency-type: direct:development
  update-type: version-update:semver-patch
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 2026-06-30 08:58:45 +02:00
dependabot[bot]
441a4639c3 build(deps): bump numpydantic from 1.9.1 to 1.10.0 (#1119)
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Bumps [numpydantic](https://github.com/p2p-ld/numpydantic) from 1.9.1 to 1.10.0.
- [Release notes](https://github.com/p2p-ld/numpydantic/releases)
- [Changelog](https://github.com/p2p-ld/numpydantic/blob/main/docs/changelog.md)
- [Commits](https://github.com/p2p-ld/numpydantic/compare/v1.9.1...v1.10.0)

---
updated-dependencies:
- dependency-name: numpydantic
  dependency-version: 1.10.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
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 2026-06-23 09:41:30 +02:00
dependabot[bot]
41453f2781 build(deps): bump monsterui from 1.0.45 to 1.0.46 (#1120) 
Bumps [monsterui](https://github.com/AnswerDotAI/MonsterUI) from 1.0.45 to 1.0.46.
- [Release notes](https://github.com/AnswerDotAI/MonsterUI/releases)
- [Changelog](https://github.com/AnswerDotAI/MonsterUI/blob/main/CHANGELOG.bak)
- [Commits](https://github.com/AnswerDotAI/MonsterUI/compare/1.0.45...1.0.46)

---
updated-dependencies:
- dependency-name: monsterui
  dependency-version: 1.0.46
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  update-type: version-update:semver-patch
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 2026-06-23 09:41:10 +02:00
dependabot[bot]
35b77a9667 build(deps-dev): bump commitizen from 4.16.3 to 4.16.4 (#1121) 
Bumps [commitizen](https://github.com/commitizen-tools/commitizen) from 4.16.3 to 4.16.4.
- [Release notes](https://github.com/commitizen-tools/commitizen/releases)
- [Changelog](https://github.com/commitizen-tools/commitizen/blob/master/CHANGELOG.md)
- [Commits](https://github.com/commitizen-tools/commitizen/compare/v4.16.3...v4.16.4)

---
updated-dependencies:
- dependency-name: commitizen
  dependency-version: 4.16.4
  dependency-type: direct:development
  update-type: version-update:semver-patch
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 2026-06-23 09:40:57 +02:00
dependabot[bot]
1560d01716 build(deps): bump pydantic-settings from 2.14.1 to 2.14.2 (#1115)
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Bumps [pydantic-settings](https://github.com/pydantic/pydantic-settings) from 2.14.1 to 2.14.2.
- [Release notes](https://github.com/pydantic/pydantic-settings/releases)
- [Commits](https://github.com/pydantic/pydantic-settings/compare/v2.14.1...v2.14.2)

---
updated-dependencies:
- dependency-name: pydantic-settings
  dependency-version: 2.14.2
  dependency-type: direct:production
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 2026-06-22 01:08:02 +02:00
dependabot[bot]
2a39f095b2 build(deps): bump fastapi-cli from 0.0.24 to 0.0.27 (#1116) 
Bumps [fastapi-cli](https://github.com/fastapi/fastapi-cli) from 0.0.24 to 0.0.27.
- [Release notes](https://github.com/fastapi/fastapi-cli/releases)
- [Changelog](https://github.com/fastapi/fastapi-cli/blob/main/release-notes.md)
- [Commits](https://github.com/fastapi/fastapi-cli/compare/0.0.24...0.0.27)

---
updated-dependencies:
- dependency-name: fastapi-cli
  dependency-version: 0.0.27
  dependency-type: direct:production
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 2026-06-22 01:07:23 +02:00
dependabot[bot]
b570ae006f build(deps): bump pydantic-settings from 2.14.1 to 2.14.2 (#1117) 
Bumps [pydantic-settings](https://github.com/pydantic/pydantic-settings) from 2.14.1 to 2.14.2.
- [Release notes](https://github.com/pydantic/pydantic-settings/releases)
- [Commits](https://github.com/pydantic/pydantic-settings/compare/v2.14.1...v2.14.2)

---
updated-dependencies:
- dependency-name: pydantic-settings
  dependency-version: 2.14.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
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 2026-06-22 01:07:03 +02:00
dependabot[bot]
91109010cb build(deps-dev): bump coverage from 7.14.1 to 7.14.2 (#1118) 
Bumps [coverage](https://github.com/coveragepy/coveragepy) from 7.14.1 to 7.14.2.
- [Release notes](https://github.com/coveragepy/coveragepy/releases)
- [Changelog](https://github.com/coveragepy/coveragepy/blob/main/CHANGES.rst)
- [Commits](https://github.com/coveragepy/coveragepy/compare/7.14.1...7.14.2)

---
updated-dependencies:
- dependency-name: coverage
  dependency-version: 7.14.2
  dependency-type: direct:development
  update-type: version-update:semver-patch
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 2026-06-22 01:06:36 +02:00
dependabot[bot]
8b143ae1c3 build(deps): bump fastapi from 0.137.1 to 0.138.0 (#1111) 
Bumps [fastapi](https://github.com/fastapi/fastapi) from 0.137.1 to 0.138.0.
- [Release notes](https://github.com/fastapi/fastapi/releases)
- [Commits](https://github.com/fastapi/fastapi/compare/0.137.1...0.138.0)

---
updated-dependencies:
- dependency-name: fastapi
  dependency-version: 0.138.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
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 2026-06-22 00:24:54 +02:00
dependabot[bot]
18ea7190d1 build(deps): bump pvlib from 0.15.1 to 0.15.2 (#1112) 
Bumps [pvlib](https://github.com/pvlib/pvlib-python) from 0.15.1 to 0.15.2.
- [Release notes](https://github.com/pvlib/pvlib-python/releases)
- [Commits](https://github.com/pvlib/pvlib-python/compare/v0.15.1...v0.15.2)

---
updated-dependencies:
- dependency-name: pvlib
  dependency-version: 0.15.2
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  update-type: version-update:semver-patch
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 2026-06-22 00:24:23 +02:00
dependabot[bot]
5202219016 build(deps-dev): bump pytest from 9.1.0 to 9.1.1 (#1113) 
Bumps [pytest](https://github.com/pytest-dev/pytest) from 9.1.0 to 9.1.1.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/9.1.0...9.1.1)

---
updated-dependencies:
- dependency-name: pytest
  dependency-version: 9.1.1
  dependency-type: direct:development
  update-type: version-update:semver-patch
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 2026-06-22 00:23:51 +02:00
dependabot[bot]
056c2c457d build(deps): bump python-fasthtml from 0.14.2 to 0.14.3 (#1114) 
Bumps [python-fasthtml](https://github.com/AnswerDotAI/fasthtml) from 0.14.2 to 0.14.3.
- [Release notes](https://github.com/AnswerDotAI/fasthtml/releases)
- [Changelog](https://github.com/AnswerDotAI/fasthtml/blob/main/CHANGELOG.md)
- [Commits](https://github.com/AnswerDotAI/fasthtml/compare/0.14.2...0.14.3)

---
updated-dependencies:
- dependency-name: python-fasthtml
  dependency-version: 0.14.3
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  update-type: version-update:semver-patch
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 2026-06-22 00:23:35 +02:00
Dirk Gassen
d38ab63e51 chore: fix typo in README.md (#1110)
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2026-06-18 08:29:26 +02:00
dependabot[bot]
dbaacf062e build(deps): bump cachebox from 6.1.0 to 6.1.2 (#1102)
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Bumps [cachebox](https://github.com/awolverp/cachebox) from 6.1.0 to 6.1.2.
- [Release notes](https://github.com/awolverp/cachebox/releases)
- [Commits](https://github.com/awolverp/cachebox/compare/v6.1.0...v6.1.2)

---
updated-dependencies:
- dependency-name: cachebox
  dependency-version: 6.1.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
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 2026-06-16 13:52:22 +02:00
dependabot[bot]
33ba113039 build(deps): bump python-multipart from 0.0.27 to 0.0.31 (#1107) 
Bumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.27 to 0.0.31.
- [Release notes](https://github.com/Kludex/python-multipart/releases)
- [Changelog](https://github.com/Kludex/python-multipart/blob/main/CHANGELOG.md)
- [Commits](https://github.com/Kludex/python-multipart/compare/0.0.27...0.0.31)

---
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- dependency-name: python-multipart
  dependency-version: 0.0.31
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 2026-06-16 13:52:02 +02:00
dependabot[bot]
34bfffeb03 build(deps): bump tornado from 6.5.6 to 6.5.7 (#1108) 
Bumps [tornado](https://github.com/tornadoweb/tornado) from 6.5.6 to 6.5.7.
- [Changelog](https://github.com/tornadoweb/tornado/blob/master/docs/releases.rst)
- [Commits](https://github.com/tornadoweb/tornado/compare/v6.5.6...v6.5.7)

---
updated-dependencies:
- dependency-name: tornado
  dependency-version: 6.5.7
  dependency-type: indirect
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 2026-06-16 13:51:47 +02:00
dependabot[bot]
6d93d067b9 build(deps): bump starlette from 1.0.1 to 1.3.1 (#1106) 
Bumps [starlette](https://github.com/Kludex/starlette) from 1.0.1 to 1.3.1.
- [Release notes](https://github.com/Kludex/starlette/releases)
- [Changelog](https://github.com/Kludex/starlette/blob/main/docs/release-notes.md)
- [Commits](https://github.com/Kludex/starlette/compare/1.0.1...1.3.1)

---
updated-dependencies:
- dependency-name: starlette
  dependency-version: 1.3.1
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 2026-06-16 13:51:28 +02:00
dependabot[bot]
6161af8a69 build(deps): bump matplotlib from 3.10.9 to 3.11.0 (#1103) 
Bumps [matplotlib](https://github.com/matplotlib/matplotlib) from 3.10.9 to 3.11.0.
- [Release notes](https://github.com/matplotlib/matplotlib/releases)
- [Commits](https://github.com/matplotlib/matplotlib/compare/v3.10.9...v3.11.0)

---
updated-dependencies:
- dependency-name: matplotlib
  dependency-version: 3.11.0
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  update-type: version-update:semver-minor
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 2026-06-16 12:48:08 +02:00
dependabot[bot]
ebea67050e build(deps-dev): bump pytest from 9.0.3 to 9.1.0 (#1104) 
Bumps [pytest](https://github.com/pytest-dev/pytest) from 9.0.3 to 9.1.0.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/9.0.3...9.1.0)

---
updated-dependencies:
- dependency-name: pytest
  dependency-version: 9.1.0
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 2026-06-16 12:47:41 +02:00
dependabot[bot]
532066a659 build(deps): bump fastapi from 0.136.3 to 0.137.1 (#1105) 
Bumps [fastapi](https://github.com/fastapi/fastapi) from 0.136.3 to 0.137.1.
- [Release notes](https://github.com/fastapi/fastapi/releases)
- [Commits](https://github.com/fastapi/fastapi/compare/0.136.3...0.137.1)

---
updated-dependencies:
- dependency-name: fastapi
  dependency-version: 0.137.1
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  update-type: version-update:semver-minor
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 2026-06-16 12:47:16 +02:00
dependabot[bot]
dc01367a9c build(deps): bump tornado from 6.5.5 to 6.5.6 (#1101)
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Bumps [tornado](https://github.com/tornadoweb/tornado) from 6.5.5 to 6.5.6.
- [Changelog](https://github.com/tornadoweb/tornado/blob/master/docs/releases.rst)
- [Commits](https://github.com/tornadoweb/tornado/compare/v6.5.5...v6.5.6)

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updated-dependencies:
- dependency-name: tornado
  dependency-version: 6.5.6
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 2026-06-13 10:23:12 +02:00
dependabot[bot]
79bc7c3308 build(deps): bump cachebox from 6.0.0 to 6.1.0 (#1094)
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Bumps [cachebox](https://github.com/awolverp/cachebox) from 6.0.0 to 6.1.0.
- [Release notes](https://github.com/awolverp/cachebox/releases)
- [Commits](https://github.com/awolverp/cachebox/compare/v6.0.0...v6.1.0)

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- dependency-name: cachebox
  dependency-version: 6.1.0
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 2026-06-09 10:22:36 +02:00
dependabot[bot]
223ae5c219 build(deps): bump numpydantic from 1.8.1 to 1.9.1 (#1098) 
Bumps [numpydantic](https://github.com/p2p-ld/numpydantic) from 1.8.1 to 1.9.1.
- [Release notes](https://github.com/p2p-ld/numpydantic/releases)
- [Changelog](https://github.com/p2p-ld/numpydantic/blob/main/docs/changelog.md)
- [Commits](https://github.com/p2p-ld/numpydantic/compare/v1.8.1...v1.9.1)

---
updated-dependencies:
- dependency-name: numpydantic
  dependency-version: 1.9.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
 2026-06-09 10:22:09 +02:00
dependabot[bot]
faf3b02e1b build(deps): bump lmdb from 2.2.0 to 2.2.1 (#1099) 
Bumps [lmdb](https://github.com/jnwatson/py-lmdb) from 2.2.0 to 2.2.1.
- [Changelog](https://github.com/jnwatson/py-lmdb/blob/master/ChangeLog)
- [Commits](https://github.com/jnwatson/py-lmdb/compare/py-lmdb_2.2.0...py-lmdb_2.2.1)

---
updated-dependencies:
- dependency-name: lmdb
  dependency-version: 2.2.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
 2026-06-09 10:21:54 +02:00