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refactor: groundwork - add pkg/concurrency and the associated test file #2745

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merged 23 commits into from
Jul 18, 2024

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@dave-gray101 dave-gray101 commented Jul 8, 2024

This small PR lays the groundwork for some future PRs of my refactor to cut free the backend management code from the http api. pkg/concurrency is intended to allow easy communication of asynchronous (Request, Response, Error) tuples throughout the codebase. The intended usecase here is that a developer creating an asynchronous backend service can easily:

  1. Receive a request parameter for the function
  2. Pass that to NewJobResult to recieve a matching pair of job result structures.
  3. Immediately start a goroutine with the WritableJobResult as its parameter, performing the asynchronous work and eventually calling WritableJobResult.SetResult when the work is finished
  4. Immediately return the JobResult from the function

The caller of this can proceed along until the result is actually required - JobResult.Wait() returns both the relevant Result and any applicable Error.

Rather than include this as a part of #2698 as I've previously done, this slim PR allows the basic structure can be evaluated on its own merits, and the unit tests can run before any code actually depends on it.

Golang channels support incremental / asynchronous work in many ways. This design was chosen in order to present something simple for the common usecase we have of a single request / single response (ie: not streaming mode token responses). For Streaming Text, I expect to either just handle bare channels or create a distinct structure pair if some abstraction is desirable.

…ay we can evaulate it and have tests before any feature commits actually _use_ it

Signed-off-by: Dave Lee <[email protected]>
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@dave-gray101 dave-gray101 requested a review from mudler July 8, 2024 17:04
@dave-gray101 dave-gray101 enabled auto-merge (squash) July 8, 2024 17:04
@dave-gray101 dave-gray101 changed the title groundwork: add pkg/concurrency and the associated test file refactor: groundwork - add pkg/concurrency and the associated test file Jul 12, 2024

var _ = Describe("pkg/concurrency unit tests", func() {
It("can be used to recieve a result across goroutines", func() {
jr, wjr := NewJobResult[string, string]("foo")
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This is just a style nitpick, so feel free to ignore.

I have to say the pattern is a bit confusing to me, I would expect something like (pseudo-code ahead):

asyncJob := func (wjr *WritableJobResult[string, string]) {
  // ... do something to write the job result
} 
futureResult := NewAsyncOperation(asyncJob)
result := futureResult.Wait()

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@mudler mudler Jul 17, 2024

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we might also actually want even a ctx to pass down there to be sure we can short-circuits Waits call as well, but that is not a biggie as can be handled in the async func

type AsyncJobResult[T] *WritableJobResult[T, T]
asyncJob := func (ajr AsyncJobResult) {
  // ... do something to write the job result
} 
futureResult := NewAsyncOperation(asyncJob, opts ...)
result := futureResult.Wait(ctx)

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context on wait is a really good idea, I'll add that in

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I cleaned up the style in these tests a bit - there's no need to use an explicitly distinct "reader" goroutine.
I also added in a context parameter, to make things a lot more flexible. Now, with context.Background() things work as before, blocking for all time until a request arrives - but by adding a timeout here, the reader can indicate when to break that wait lock.

Notably, I didn't interpret canceling the read-only side Wait() call to indicate that the actual underlying task should be canceled - I'd assume that would be on the writable side. The test I've added that exercises contexts should validate that multiple readers play nice and allow early dropouts.

Repository owner deleted a comment from localai-bot Jul 17, 2024
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dave-gray101 commented Jul 17, 2024

@mudler turns out pkg/downloader was skating by without actually running its tests... when I noticed I forgot the suite test file here, I added it there as well.

Signed-off-by: Dave Lee <[email protected]>
Signed-off-by: Dave Lee <[email protected]>
Signed-off-by: Dave Lee <[email protected]>
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This PR introduces a new package called concurrency with associated tests, as well as modifies the downloader package by adding a test suite.

In the concurrency package:

  • A new structure called JobResult is introduced, which is designed to contain the result of an asynchronous action. It has three fields: request, result, and err. The request field holds the original request, while result and err represent the result and error, respectively, of the action. The structure also includes a once field to ensure that the result and err are only set once, and a done channel to signal when the result is ready.
  • A WritableJobResult struct is also introduced, which extends the JobResult struct. It has a method called SetResult that allows updating the result and err fields of the associated JobResult struct.
  • The NewJobResult function creates a pair of JobResult and WritableJobResult structs, initialized with a given request.
  • The Wait method of the JobResult struct waits for the result to be ready (i.e., the done channel is closed) or until the context expires. It returns the result or nil and the associated error.

In the downloader package:

  • A new test suite called Downloader test suite is introduced.

The changes in this PR appear to be the initial implementation of the concurrency package and its testing. The downloader package now has a test suite, but the test files themselves are empty. The purpose of these changes is likely to provide a framework for managing asynchronous actions and their results, which may be useful in other parts of the codebase. The downloader package may be using this framework to test its functionality.

In summary, this PR introduces a new package for managing asynchronous actions and their results, as well as modifies an existing package to include tests for its functionality.

@dave-gray101 dave-gray101 merged commit fc29c04 into mudler:master Jul 18, 2024
30 checks passed
truecharts-admin added a commit to truecharts/charts that referenced this pull request Jul 24, 2024
…9.1 by renovate (#24152)

This PR contains the following updates:

| Package | Update | Change |
|---|---|---|
| [docker.io/localai/localai](https://togithub.com/mudler/LocalAI) |
minor | `v2.17.1-aio-cpu` -> `v2.19.1-aio-cpu` |
| [docker.io/localai/localai](https://togithub.com/mudler/LocalAI) |
minor | `v2.17.1-aio-gpu-nvidia-cuda-11` ->
`v2.19.1-aio-gpu-nvidia-cuda-11` |
| [docker.io/localai/localai](https://togithub.com/mudler/LocalAI) |
minor | `v2.17.1-aio-gpu-nvidia-cuda-12` ->
`v2.19.1-aio-gpu-nvidia-cuda-12` |
| [docker.io/localai/localai](https://togithub.com/mudler/LocalAI) |
minor | `v2.17.1-cublas-cuda11-ffmpeg-core` ->
`v2.19.1-cublas-cuda11-ffmpeg-core` |
| [docker.io/localai/localai](https://togithub.com/mudler/LocalAI) |
minor | `v2.17.1-cublas-cuda11-core` -> `v2.19.1-cublas-cuda11-core` |
| [docker.io/localai/localai](https://togithub.com/mudler/LocalAI) |
minor | `v2.17.1-cublas-cuda12-ffmpeg-core` ->
`v2.19.1-cublas-cuda12-ffmpeg-core` |
| [docker.io/localai/localai](https://togithub.com/mudler/LocalAI) |
minor | `v2.17.1-cublas-cuda12-core` -> `v2.19.1-cublas-cuda12-core` |
| [docker.io/localai/localai](https://togithub.com/mudler/LocalAI) |
minor | `v2.17.1-ffmpeg-core` -> `v2.19.1-ffmpeg-core` |
| [docker.io/localai/localai](https://togithub.com/mudler/LocalAI) |
minor | `v2.17.1` -> `v2.19.1` |

---

> [!WARNING]
> Some dependencies could not be looked up. Check the Dependency
Dashboard for more information.

---

### Release Notes

<details>
<summary>mudler/LocalAI (docker.io/localai/localai)</summary>

###
[`v2.19.1`](https://togithub.com/mudler/LocalAI/releases/tag/v2.19.1)

[Compare
Source](https://togithub.com/mudler/LocalAI/compare/v2.19.0...v2.19.1)


![local-ai-release-219-shadow](https://togithub.com/user-attachments/assets/c5d7c930-656f-410d-aab9-455a466925fe)

##### LocalAI 2.19.1 is out! :mega:

##### TLDR; Summary spotlight

- 🖧 Federated Instances via P2P: LocalAI now supports federated
instances with P2P, offering both load-balanced and non-load-balanced
options.
- 🎛️ P2P Dashboard: A new dashboard to guide and assist in setting up
P2P instances with auto-discovery using shared tokens.
- 🔊 TTS Integration: Text-to-Speech (TTS) is now included in the binary
releases.
- 🛠️ Enhanced Installer: The installer script now supports setting up
federated instances.
-   📥 Model Pulling: Models can now be pulled directly via URL.
- 🖼️ WebUI Enhancements: Visual improvements and cleanups to the WebUI
and model lists.
- 🧠 llama-cpp Backend: The llama-cpp (grpc) backend now supports
embedding ( https://localai.io/features/embeddings/#llamacpp-embeddings
)
-   ⚙️ Tool Support: Small enhancements to tools with disabled grammars.

##### 🖧 LocalAI Federation and AI swarms

<p align="center">
<img
src="https://github.com/user-attachments/assets/17b39f8a-fc41-47d9-b846-b3a88307813b"/>
</p>

LocalAI is revolutionizing the future of distributed AI workloads by
making it simpler and more accessible. No more complex setups, Docker or
Kubernetes configurations – LocalAI allows you to create your own AI
cluster with minimal friction. By auto-discovering and sharing work or
weights of the LLM model across your existing devices, LocalAI aims to
scale both horizontally and vertically with ease.

##### How it works?

Starting LocalAI with `--p2p` generates a shared token for connecting
multiple instances: and that's all you need to create AI clusters,
eliminating the need for intricate network setups. Simply navigate to
the "Swarm" section in the WebUI and follow the on-screen instructions.

For fully shared instances, initiate LocalAI with `--p2p --federated`
and adhere to the Swarm section's guidance. This feature, while still
experimental, offers a tech preview quality experience.

##### Federated LocalAI

Launch multiple LocalAI instances and cluster them together to share
requests across the cluster. The "Swarm" tab in the WebUI provides
one-liner instructions on connecting various LocalAI instances using a
shared token. Instances will auto-discover each other, even across
different networks.


![346663124-1d2324fd-8b55-4fa2-9856-721a467969c2](https://togithub.com/user-attachments/assets/19ebd44a-20ff-412c-b92f-cfb8efbe4b21)

Check out a demonstration video: [Watch
now](https://www.youtube.com/watch?v=pH8Bv\_\_9cnA)

##### LocalAI P2P Workers

Distribute weights across nodes by starting multiple LocalAI workers,
currently available only on the llama.cpp backend, with plans to expand
to other backends soon.


![346663124-1d2324fd-8b55-4fa2-9856-721a467969c2](https://togithub.com/user-attachments/assets/b8cadddf-a467-49cf-a1ed-8850de95366d)

Check out a demonstration video: [Watch
now](https://www.youtube.com/watch?v=ePH8PGqMSpo)

##### What's Changed

##### Bug fixes :bug:

- fix: make sure the GNUMake jobserver is passed to cmake for the
llama.cpp build by [@&#8203;cryptk](https://togithub.com/cryptk) in
[https://github.com/mudler/LocalAI/pull/2697](https://togithub.com/mudler/LocalAI/pull/2697)
- Using exec when starting a backend instead of spawning a new process
by [@&#8203;a17t](https://togithub.com/a17t) in
[https://github.com/mudler/LocalAI/pull/2720](https://togithub.com/mudler/LocalAI/pull/2720)
- fix(cuda): downgrade default version from 12.5 to 12.4 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2707](https://togithub.com/mudler/LocalAI/pull/2707)
- fix: Lora loading by [@&#8203;vaaale](https://togithub.com/vaaale) in
[https://github.com/mudler/LocalAI/pull/2893](https://togithub.com/mudler/LocalAI/pull/2893)
- fix: short-circuit when nodes aren't detected by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2909](https://togithub.com/mudler/LocalAI/pull/2909)
- fix: do not list txt files as potential models by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2910](https://togithub.com/mudler/LocalAI/pull/2910)

##### 🖧 P2P area

- feat(p2p): Federation and AI swarms by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2723](https://togithub.com/mudler/LocalAI/pull/2723)
- feat(p2p): allow to disable DHT and use only LAN by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2751](https://togithub.com/mudler/LocalAI/pull/2751)

##### Exciting New Features 🎉

- Allows to remove a backend from the list by
[@&#8203;mauromorales](https://togithub.com/mauromorales) in
[https://github.com/mudler/LocalAI/pull/2721](https://togithub.com/mudler/LocalAI/pull/2721)
- ci(Makefile): adds tts in binary releases by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2695](https://togithub.com/mudler/LocalAI/pull/2695)
- feat: HF `/scan` endpoint by
[@&#8203;dave-gray101](https://togithub.com/dave-gray101) in
[https://github.com/mudler/LocalAI/pull/2566](https://togithub.com/mudler/LocalAI/pull/2566)
- feat(model-list): be consistent, skip known files from listing by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2760](https://togithub.com/mudler/LocalAI/pull/2760)
- feat(models): pull models from urls by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2750](https://togithub.com/mudler/LocalAI/pull/2750)
- feat(webui): show also models without a config in the welcome page by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2772](https://togithub.com/mudler/LocalAI/pull/2772)
- feat(install.sh): support federated install by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2752](https://togithub.com/mudler/LocalAI/pull/2752)
- feat(llama.cpp): support embeddings endpoints by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2871](https://togithub.com/mudler/LocalAI/pull/2871)
- feat(functions): parse broken JSON when we parse the raw results, use
dynamic rules for grammar keys by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2912](https://togithub.com/mudler/LocalAI/pull/2912)
- feat(federation): add load balanced option by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2915](https://togithub.com/mudler/LocalAI/pull/2915)

##### 🧠 Models

- models(gallery): :arrow_up: update checksum by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2701](https://togithub.com/mudler/LocalAI/pull/2701)
- models(gallery): add l3-8b-everything-cot by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2705](https://togithub.com/mudler/LocalAI/pull/2705)
- models(gallery): add hercules-5.0-qwen2-7b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2708](https://togithub.com/mudler/LocalAI/pull/2708)
- models(gallery): add
llama3-8b-darkidol-2.2-uncensored-1048k-iq-imatrix by
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[https://github.com/mudler/LocalAI/pull/2710](https://togithub.com/mudler/LocalAI/pull/2710)
- models(gallery): add llama-3-llamilitary by
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[https://github.com/mudler/LocalAI/pull/2711](https://togithub.com/mudler/LocalAI/pull/2711)
- models(gallery): add tess-v2.5-gemma-2-27b-alpha by
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- models(gallery): add arcee-agent by
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- models(gallery): add gemma2-daybreak by
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- models(gallery): add L3-Stheno-Maid-Blackroot-Grand-HORROR-16B-GGUF by
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- models(gallery): add qwen2-7b-instruct-v0.8 by
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- models(gallery): add internlm2\_5-7b-chat-1m by
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- models(gallery): add gemma-2-9b-it-sppo-iter3 by
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- models(gallery): add llama-3\_8b_unaligned_alpha by
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- models(gallery): add l3-8b-lunaris-v1 by
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- models(gallery): add llama-3\_8b_unaligned_alpha_rp_soup-i1 by
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[https://github.com/mudler/LocalAI/pull/2734](https://togithub.com/mudler/LocalAI/pull/2734)
- models(gallery): add hathor_respawn-l3-8b-v0.8 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2738](https://togithub.com/mudler/LocalAI/pull/2738)
- models(gallery): add llama3-8b-instruct-replete-adapted by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2739](https://togithub.com/mudler/LocalAI/pull/2739)
- models(gallery): add llama-3-perky-pat-instruct-8b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2740](https://togithub.com/mudler/LocalAI/pull/2740)
- models(gallery): add l3-uncen-merger-omelette-rp-v0.2-8b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2741](https://togithub.com/mudler/LocalAI/pull/2741)
- models(gallery): add nymph\_8b-i1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2742](https://togithub.com/mudler/LocalAI/pull/2742)
- models(gallery): add smegmma-9b-v1 by
[@&#8203;mudler](https://togithub.com/mudler) in
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- models(gallery): add hathor_tahsin-l3-8b-v0.85 by
[@&#8203;mudler](https://togithub.com/mudler) in
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- models(gallery): add replete-coder-instruct-8b-merged by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2782](https://togithub.com/mudler/LocalAI/pull/2782)
- models(gallery): add arliai-llama-3-8b-formax-v1.0 by
[@&#8203;mudler](https://togithub.com/mudler) in
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- models(gallery): add smegmma-deluxe-9b-v1 by
[@&#8203;mudler](https://togithub.com/mudler) in
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- models(gallery): add l3-ms-astoria-8b by
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- models(gallery): add halomaidrp-v1.33-15b-l3-i1 by
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- models(gallery): add llama-3-patronus-lynx-70b-instruct by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2788](https://togithub.com/mudler/LocalAI/pull/2788)
- models(gallery): add llamax3 by
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[https://github.com/mudler/LocalAI/pull/2849](https://togithub.com/mudler/LocalAI/pull/2849)
- models(gallery): add arliai-llama-3-8b-dolfin-v0.5 by
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[https://github.com/mudler/LocalAI/pull/2852](https://togithub.com/mudler/LocalAI/pull/2852)
- models(gallery): add tiger-gemma-9b-v1-i1 by
[@&#8203;mudler](https://togithub.com/mudler) in
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- feat: models(gallery): add deepseek-v2-lite by
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- models(gallery): :arrow_up: update checksum by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
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- models(gallery): add phi-3.1-mini-4k-instruct by
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- models(gallery): :arrow_up: update checksum by
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[https://github.com/mudler/LocalAI/pull/2887](https://togithub.com/mudler/LocalAI/pull/2887)
- models(gallery): add ezo model series (llama3, gemma) by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2891](https://togithub.com/mudler/LocalAI/pull/2891)
- models(gallery): add l3-8b-niitama-v1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2895](https://togithub.com/mudler/LocalAI/pull/2895)
- models(gallery): add mathstral-7b-v0.1-imat by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2901](https://togithub.com/mudler/LocalAI/pull/2901)
- models(gallery): add MythicalMaid/EtherealMaid 15b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2902](https://togithub.com/mudler/LocalAI/pull/2902)
- models(gallery): add flammenai/Mahou-1.3d-mistral-7B by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2903](https://togithub.com/mudler/LocalAI/pull/2903)
- models(gallery): add big-tiger-gemma-27b-v1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2918](https://togithub.com/mudler/LocalAI/pull/2918)
- models(gallery): add phillama-3.8b-v0.1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2920](https://togithub.com/mudler/LocalAI/pull/2920)
- models(gallery): add qwen2-wukong-7b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2921](https://togithub.com/mudler/LocalAI/pull/2921)
- models(gallery): add einstein-v4-7b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2922](https://togithub.com/mudler/LocalAI/pull/2922)
- models(gallery): add gemma-2b-translation-v0.150 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2923](https://togithub.com/mudler/LocalAI/pull/2923)
- models(gallery): add emo-2b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2924](https://togithub.com/mudler/LocalAI/pull/2924)
- models(gallery): add celestev1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2925](https://togithub.com/mudler/LocalAI/pull/2925)

##### 📖 Documentation and examples

- :arrow_up: Update docs version mudler/LocalAI by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2699](https://togithub.com/mudler/LocalAI/pull/2699)
- examples(gha): add example on how to run LocalAI in Github actions by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2716](https://togithub.com/mudler/LocalAI/pull/2716)
- docs(swagger): enhance coverage of APIs by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2753](https://togithub.com/mudler/LocalAI/pull/2753)
- docs(swagger): comment LocalAI gallery endpoints and rerankers by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2854](https://togithub.com/mudler/LocalAI/pull/2854)
- docs: add a note on benchmarks by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2857](https://togithub.com/mudler/LocalAI/pull/2857)
- docs(swagger): cover p2p endpoints by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2862](https://togithub.com/mudler/LocalAI/pull/2862)
- ci: use github action by [@&#8203;mudler](https://togithub.com/mudler)
in
[https://github.com/mudler/LocalAI/pull/2899](https://togithub.com/mudler/LocalAI/pull/2899)
- docs: update try-it-out.md by
[@&#8203;eltociear](https://togithub.com/eltociear) in
[https://github.com/mudler/LocalAI/pull/2906](https://togithub.com/mudler/LocalAI/pull/2906)
- docs(swagger): core more localai/openai endpoints by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2904](https://togithub.com/mudler/LocalAI/pull/2904)
- docs: more swagger, update docs by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2907](https://togithub.com/mudler/LocalAI/pull/2907)
- feat(swagger): update swagger by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2916](https://togithub.com/mudler/LocalAI/pull/2916)

##### 👒 Dependencies

- :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2700](https://togithub.com/mudler/LocalAI/pull/2700)
- :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2704](https://togithub.com/mudler/LocalAI/pull/2704)
- deps(whisper.cpp): update to latest commit by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2709](https://togithub.com/mudler/LocalAI/pull/2709)
- :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2718](https://togithub.com/mudler/LocalAI/pull/2718)
- :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2725](https://togithub.com/mudler/LocalAI/pull/2725)
- :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2736](https://togithub.com/mudler/LocalAI/pull/2736)
- :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2744](https://togithub.com/mudler/LocalAI/pull/2744)
- :arrow_up: Update ggerganov/whisper.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2746](https://togithub.com/mudler/LocalAI/pull/2746)
- :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2747](https://togithub.com/mudler/LocalAI/pull/2747)
- :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2755](https://togithub.com/mudler/LocalAI/pull/2755)
- :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2767](https://togithub.com/mudler/LocalAI/pull/2767)
- :arrow_up: Update ggerganov/whisper.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2756](https://togithub.com/mudler/LocalAI/pull/2756)
- :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2774](https://togithub.com/mudler/LocalAI/pull/2774)
- chore(deps): Update Dependencies by
[@&#8203;reneleonhardt](https://togithub.com/reneleonhardt) in
[https://github.com/mudler/LocalAI/pull/2538](https://togithub.com/mudler/LocalAI/pull/2538)
- chore(deps): Bump dependabot/fetch-metadata from 2.1.0 to 2.2.0 by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2791](https://togithub.com/mudler/LocalAI/pull/2791)
- chore(deps): Bump llama-index from 0.9.48 to 0.10.55 in
/examples/chainlit by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2795](https://togithub.com/mudler/LocalAI/pull/2795)
- chore(deps): Bump openai from 1.33.0 to 1.35.13 in /examples/functions
by [@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2793](https://togithub.com/mudler/LocalAI/pull/2793)
- chore(deps): Bump nginx from 1.a.b.c to 1.27.0 in /examples/k8sgpt by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2790](https://togithub.com/mudler/LocalAI/pull/2790)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/coqui by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2798](https://togithub.com/mudler/LocalAI/pull/2798)
- chore(deps): Bump inflect from 7.0.0 to 7.3.1 in
/backend/python/openvoice by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2796](https://togithub.com/mudler/LocalAI/pull/2796)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/parler-tts by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2797](https://togithub.com/mudler/LocalAI/pull/2797)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/petals by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2799](https://togithub.com/mudler/LocalAI/pull/2799)
- chore(deps): Bump causal-conv1d from 1.2.0.post2 to 1.4.0 in
/backend/python/mamba by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2792](https://togithub.com/mudler/LocalAI/pull/2792)
- chore(deps): Bump docs/themes/hugo-theme-relearn from `c25bc2a` to
`1b2e139` by [@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2801](https://togithub.com/mudler/LocalAI/pull/2801)
- chore(deps): Bump tenacity from 8.3.0 to 8.5.0 in
/examples/langchain/langchainpy-localai-example by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2803](https://togithub.com/mudler/LocalAI/pull/2803)
- chore(deps): Bump openai from 1.33.0 to 1.35.13 in
/examples/langchain-chroma by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2794](https://togithub.com/mudler/LocalAI/pull/2794)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/bark by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2805](https://togithub.com/mudler/LocalAI/pull/2805)
- chore(deps): Bump streamlit from 1.30.0 to 1.36.0 in
/examples/streamlit-bot by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2804](https://togithub.com/mudler/LocalAI/pull/2804)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/diffusers by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2807](https://togithub.com/mudler/LocalAI/pull/2807)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/exllama2 by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2809](https://togithub.com/mudler/LocalAI/pull/2809)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/common/template by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2802](https://togithub.com/mudler/LocalAI/pull/2802)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/autogptq by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2800](https://togithub.com/mudler/LocalAI/pull/2800)
- chore(deps): Bump weaviate-client from 4.6.4 to 4.6.5 in
/examples/chainlit by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2811](https://togithub.com/mudler/LocalAI/pull/2811)
- chore(deps): Bump gradio from 4.36.1 to 4.37.1 in
/backend/python/openvoice in the pip group by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2815](https://togithub.com/mudler/LocalAI/pull/2815)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/vall-e-x by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2812](https://togithub.com/mudler/LocalAI/pull/2812)
- chore(deps): Bump certifi from 2024.6.2 to 2024.7.4 in
/examples/langchain/langchainpy-localai-example by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2814](https://togithub.com/mudler/LocalAI/pull/2814)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/transformers by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2817](https://togithub.com/mudler/LocalAI/pull/2817)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/sentencetransformers by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2813](https://togithub.com/mudler/LocalAI/pull/2813)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/rerankers by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2819](https://togithub.com/mudler/LocalAI/pull/2819)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/parler-tts by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2818](https://togithub.com/mudler/LocalAI/pull/2818)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/vllm by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2820](https://togithub.com/mudler/LocalAI/pull/2820)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/coqui by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2825](https://togithub.com/mudler/LocalAI/pull/2825)
- chore(deps): Bump faster-whisper from 0.9.0 to 1.0.3 in
/backend/python/openvoice by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2829](https://togithub.com/mudler/LocalAI/pull/2829)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/exllama by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2841](https://togithub.com/mudler/LocalAI/pull/2841)
- chore(deps): Bump scipy from 1.13.0 to 1.14.0 in
/backend/python/transformers-musicgen by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2842](https://togithub.com/mudler/LocalAI/pull/2842)
- chore: :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2846](https://togithub.com/mudler/LocalAI/pull/2846)
- chore(deps): Bump langchain from 0.2.3 to 0.2.7 in /examples/functions
by [@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2806](https://togithub.com/mudler/LocalAI/pull/2806)
- chore(deps): Bump mamba-ssm from 1.2.0.post1 to 2.2.2 in
/backend/python/mamba by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2821](https://togithub.com/mudler/LocalAI/pull/2821)
- chore(deps): Bump pydantic from 2.7.3 to 2.8.2 in
/examples/langchain/langchainpy-localai-example by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2832](https://togithub.com/mudler/LocalAI/pull/2832)
- chore(deps): Bump langchain from 0.2.3 to 0.2.7 in
/examples/langchain-chroma by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2822](https://togithub.com/mudler/LocalAI/pull/2822)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in /backend/python/bark
by [@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2831](https://togithub.com/mudler/LocalAI/pull/2831)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/diffusers by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2833](https://togithub.com/mudler/LocalAI/pull/2833)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/autogptq by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2816](https://togithub.com/mudler/LocalAI/pull/2816)
- chore(deps): Bump gradio from 4.36.1 to 4.38.1 in
/backend/python/openvoice by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2840](https://togithub.com/mudler/LocalAI/pull/2840)
- chore(deps): Bump the pip group across 1 directory with 2 updates by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2848](https://togithub.com/mudler/LocalAI/pull/2848)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/transformers by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2837](https://togithub.com/mudler/LocalAI/pull/2837)
- chore(deps): Bump sentence-transformers from 2.5.1 to 3.0.1 in
/backend/python/sentencetransformers by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2826](https://togithub.com/mudler/LocalAI/pull/2826)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/vall-e-x by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2830](https://togithub.com/mudler/LocalAI/pull/2830)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/rerankers by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2834](https://togithub.com/mudler/LocalAI/pull/2834)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in /backend/python/vllm
by [@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2839](https://togithub.com/mudler/LocalAI/pull/2839)
- chore(deps): Bump librosa from 0.9.1 to 0.10.2.post1 in
/backend/python/openvoice by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2836](https://togithub.com/mudler/LocalAI/pull/2836)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/transformers-musicgen by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2843](https://togithub.com/mudler/LocalAI/pull/2843)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/mamba by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2808](https://togithub.com/mudler/LocalAI/pull/2808)
- chore(deps): Bump llama-index from 0.10.43 to 0.10.55 in
/examples/langchain-chroma by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2810](https://togithub.com/mudler/LocalAI/pull/2810)
- chore(deps): Bump langchain from 0.2.3 to 0.2.7 in
/examples/langchain/langchainpy-localai-example by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2824](https://togithub.com/mudler/LocalAI/pull/2824)
- chore(deps): Bump numpy from 1.26.4 to 2.0.0 in
/backend/python/openvoice by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2823](https://togithub.com/mudler/LocalAI/pull/2823)
- chore(deps): Bump grpcio from 1.64.0 to 1.64.1 in
/backend/python/transformers-musicgen by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2844](https://togithub.com/mudler/LocalAI/pull/2844)
- build(deps): bump docker/build-push-action from 5 to 6 by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2592](https://togithub.com/mudler/LocalAI/pull/2592)
- chore(deps): Bump chromadb from 0.5.0 to 0.5.4 in
/examples/langchain-chroma by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2828](https://togithub.com/mudler/LocalAI/pull/2828)
- chore(deps): Bump torch from 2.2.0 to 2.3.1 in /backend/python/mamba
by [@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2835](https://togithub.com/mudler/LocalAI/pull/2835)
- chore: :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2851](https://togithub.com/mudler/LocalAI/pull/2851)
- chore(deps): Bump setuptools from 69.5.1 to 70.3.0 in
/backend/python/sentencetransformers by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2838](https://togithub.com/mudler/LocalAI/pull/2838)
- chore: update edgevpn dependency by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2855](https://togithub.com/mudler/LocalAI/pull/2855)
- chore: :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2859](https://togithub.com/mudler/LocalAI/pull/2859)
- chore(deps): Bump langchain from 0.2.7 to 0.2.8 in /examples/functions
by [@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2873](https://togithub.com/mudler/LocalAI/pull/2873)
- chore(deps): Bump langchain from 0.2.7 to 0.2.8 in
/examples/langchain/langchainpy-localai-example by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2874](https://togithub.com/mudler/LocalAI/pull/2874)
- chore(deps): Bump numexpr from 2.10.0 to 2.10.1 in
/examples/langchain/langchainpy-localai-example by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2877](https://togithub.com/mudler/LocalAI/pull/2877)
- chore: :arrow_up: Update ggerganov/whisper.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2885](https://togithub.com/mudler/LocalAI/pull/2885)
- chore: :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2886](https://togithub.com/mudler/LocalAI/pull/2886)
- chore(deps): Bump debugpy from 1.8.1 to 1.8.2 in
/examples/langchain/langchainpy-localai-example by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2878](https://togithub.com/mudler/LocalAI/pull/2878)
- chore(deps): Bump langchain-community from 0.2.5 to 0.2.7 in
/examples/langchain/langchainpy-localai-example by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2875](https://togithub.com/mudler/LocalAI/pull/2875)
- chore(deps): Bump langchain from 0.2.7 to 0.2.8 in
/examples/langchain-chroma by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2872](https://togithub.com/mudler/LocalAI/pull/2872)
- chore(deps): Bump openai from 1.33.0 to 1.35.13 in
/examples/langchain/langchainpy-localai-example by
[@&#8203;dependabot](https://togithub.com/dependabot) in
[https://github.com/mudler/LocalAI/pull/2876](https://togithub.com/mudler/LocalAI/pull/2876)
- chore: :arrow_up: Update ggerganov/whisper.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2898](https://togithub.com/mudler/LocalAI/pull/2898)
- chore: :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2897](https://togithub.com/mudler/LocalAI/pull/2897)
- chore: :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2905](https://togithub.com/mudler/LocalAI/pull/2905)
- chore: :arrow_up: Update ggerganov/llama.cpp by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2917](https://togithub.com/mudler/LocalAI/pull/2917)

##### Other Changes

- ci: add pipelines for discord notifications by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2703](https://togithub.com/mudler/LocalAI/pull/2703)
- ci(arm64): fix gRPC build by adding googletest to CMakefile by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2754](https://togithub.com/mudler/LocalAI/pull/2754)
- fix: arm builds via disabling abseil tests by
[@&#8203;dave-gray101](https://togithub.com/dave-gray101) in
[https://github.com/mudler/LocalAI/pull/2758](https://togithub.com/mudler/LocalAI/pull/2758)
- ci(grpc): disable ABSEIL tests by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2759](https://togithub.com/mudler/LocalAI/pull/2759)
- ci(deps): add libgmock-dev by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2761](https://togithub.com/mudler/LocalAI/pull/2761)
- fix abseil test issue \[attempt 3] by
[@&#8203;dave-gray101](https://togithub.com/dave-gray101) in
[https://github.com/mudler/LocalAI/pull/2769](https://togithub.com/mudler/LocalAI/pull/2769)
- feat(swagger): update swagger by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2766](https://togithub.com/mudler/LocalAI/pull/2766)
- ci: Do not test the full matrix on PRs by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2771](https://togithub.com/mudler/LocalAI/pull/2771)
- Git fetch specific branch instead of full tree during build by
[@&#8203;LoricOSC](https://togithub.com/LoricOSC) in
[https://github.com/mudler/LocalAI/pull/2748](https://togithub.com/mudler/LocalAI/pull/2748)
- fix(ci): small fixups to checksum_checker.sh by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2776](https://togithub.com/mudler/LocalAI/pull/2776)
- fix(ci): fixup correct path for check_and_update.py by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2777](https://togithub.com/mudler/LocalAI/pull/2777)
- fixes to `check_and_update.py` script by
[@&#8203;dave-gray101](https://togithub.com/dave-gray101) in
[https://github.com/mudler/LocalAI/pull/2778](https://togithub.com/mudler/LocalAI/pull/2778)
- Update remaining git clones to git fetch by
[@&#8203;LoricOSC](https://togithub.com/LoricOSC) in
[https://github.com/mudler/LocalAI/pull/2779](https://togithub.com/mudler/LocalAI/pull/2779)
- feat(scripts): add scripts to help adding new models to the gallery by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2789](https://togithub.com/mudler/LocalAI/pull/2789)
- build: speedup `git submodule update` with `--single-branch` by
[@&#8203;dave-gray101](https://togithub.com/dave-gray101) in
[https://github.com/mudler/LocalAI/pull/2847](https://togithub.com/mudler/LocalAI/pull/2847)
- Revert "chore(deps): Bump inflect from 7.0.0 to 7.3.1 in
/backend/python/openvoice" by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2856](https://togithub.com/mudler/LocalAI/pull/2856)
- Revert "chore(deps): Bump librosa from 0.9.1 to 0.10.2.post1 in
/backend/python/openvoice" by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2861](https://togithub.com/mudler/LocalAI/pull/2861)
- feat(swagger): update swagger by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2858](https://togithub.com/mudler/LocalAI/pull/2858)
- Revert "chore(deps): Bump numpy from 1.26.4 to 2.0.0 in
/backend/python/openvoice" by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2868](https://togithub.com/mudler/LocalAI/pull/2868)
- feat(swagger): update swagger by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2884](https://togithub.com/mudler/LocalAI/pull/2884)
- fix: update grpcio version to match version used in builds by
[@&#8203;cryptk](https://togithub.com/cryptk) in
[https://github.com/mudler/LocalAI/pull/2888](https://togithub.com/mudler/LocalAI/pull/2888)
- fix: cleanup indentation and remove duplicate dockerfile stanza by
[@&#8203;cryptk](https://togithub.com/cryptk) in
[https://github.com/mudler/LocalAI/pull/2889](https://togithub.com/mudler/LocalAI/pull/2889)
- ci: add workflow to comment new Opened PRs by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2892](https://togithub.com/mudler/LocalAI/pull/2892)
- build: fix go.mod - don't import ourself by
[@&#8203;dave-gray101](https://togithub.com/dave-gray101) in
[https://github.com/mudler/LocalAI/pull/2896](https://togithub.com/mudler/LocalAI/pull/2896)
- feat(swagger): update swagger by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2908](https://togithub.com/mudler/LocalAI/pull/2908)
- refactor: move federated server logic to its own service by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2914](https://togithub.com/mudler/LocalAI/pull/2914)
- refactor: groundwork - add pkg/concurrency and the associated test
file by [@&#8203;dave-gray101](https://togithub.com/dave-gray101) in
[https://github.com/mudler/LocalAI/pull/2745](https://togithub.com/mudler/LocalAI/pull/2745)

##### New Contributors

- [@&#8203;a17t](https://togithub.com/a17t) made their first
contribution in
[https://github.com/mudler/LocalAI/pull/2720](https://togithub.com/mudler/LocalAI/pull/2720)
- [@&#8203;LoricOSC](https://togithub.com/LoricOSC) made their first
contribution in
[https://github.com/mudler/LocalAI/pull/2748](https://togithub.com/mudler/LocalAI/pull/2748)
- [@&#8203;vaaale](https://togithub.com/vaaale) made their first
contribution in
[https://github.com/mudler/LocalAI/pull/2893](https://togithub.com/mudler/LocalAI/pull/2893)

**Full Changelog**:
https://github.com/mudler/LocalAI/compare/v2.18.1...v2.19.0

###
[`v2.19.0`](https://togithub.com/mudler/LocalAI/releases/tag/v2.19.0)

[Compare
Source](https://togithub.com/mudler/LocalAI/compare/v2.18.1...v2.19.0)


![local-ai-release-219-shadow](https://togithub.com/user-attachments/assets/c5d7c930-656f-410d-aab9-455a466925fe)

##### LocalAI 2.19.0 is out! :mega:

##### TLDR; Summary spotlight

- 🖧 Federated Instances via P2P: LocalAI now supports federated
instances with P2P, offering both load-balanced and non-load-balanced
options.
- 🎛️ P2P Dashboard: A new dashboard to guide and assist in setting up
P2P instances with auto-discovery using shared tokens.
- 🔊 TTS Integration: Text-to-Speech (TTS) is now included in the binary
releases.
- 🛠️ Enhanced Installer: The installer script now supports setting up
federated instances.
-   📥 Model Pulling: Models can now be pulled directly via URL.
- 🖼️ WebUI Enhancements: Visual improvements and cleanups to the WebUI
and model lists.
- 🧠 llama-cpp Backend: The llama-cpp (grpc) backend now supports
embedding ( https://localai.io/features/embeddings/#llamacpp-embeddings
)
-   ⚙️ Tool Support: Small enhancements to tools with disabled grammars.

##### 🖧 LocalAI Federation and AI swarms

<p align="center">
<img
src="https://github.com/user-attachments/assets/17b39f8a-fc41-47d9-b846-b3a88307813b"/>
</p>

LocalAI is revolutionizing the future of distributed AI workloads by
making it simpler and more accessible. No more complex setups, Docker or
Kubernetes configurations – LocalAI allows you to create your own AI
cluster with minimal friction. By auto-discovering and sharing work or
weights of the LLM model across your existing devices, LocalAI aims to
scale both horizontally and vertically with ease.

##### How it works?

Starting LocalAI with `--p2p` generates a shared token for connecting
multiple instances: and that's all you need to create AI clusters,
eliminating the need for intricate network setups. Simply navigate to
the "Swarm" section in the WebUI and follow the on-screen instructions.

For fully shared instances, initiate LocalAI with `--p2p --federated`
and adhere to the Swarm section's guidance. This feature, while still
experimental, offers a tech preview quality experience.

##### Federated LocalAI

Launch multiple LocalAI instances and cluster them together to share
requests across the cluster. The "Swarm" tab in the WebUI provides
one-liner instructions on connecting various LocalAI instances using a
shared token. Instances will auto-discover each other, even across
different networks.


![346663124-1d2324fd-8b55-4fa2-9856-721a467969c2](https://togithub.com/user-attachments/assets/19ebd44a-20ff-412c-b92f-cfb8efbe4b21)

Check out a demonstration video: [Watch
now](https://www.youtube.com/watch?v=pH8Bv\_\_9cnA)

##### LocalAI P2P Workers

Distribute weights across nodes by starting multiple LocalAI workers,
currently available only on the llama.cpp backend, with plans to expand
to other backends soon.


![346663124-1d2324fd-8b55-4fa2-9856-721a467969c2](https://togithub.com/user-attachments/assets/b8cadddf-a467-49cf-a1ed-8850de95366d)

Check out a demonstration video: [Watch
now](https://www.youtube.com/watch?v=ePH8PGqMSpo)

##### What's Changed

##### Bug fixes :bug:

- fix: make sure the GNUMake jobserver is passed to cmake for the
llama.cpp build by [@&#8203;cryptk](https://togithub.com/cryptk) in
[https://github.com/mudler/LocalAI/pull/2697](https://togithub.com/mudler/LocalAI/pull/2697)
- Using exec when starting a backend instead of spawning a new process
by [@&#8203;a17t](https://togithub.com/a17t) in
[https://github.com/mudler/LocalAI/pull/2720](https://togithub.com/mudler/LocalAI/pull/2720)
- fix(cuda): downgrade default version from 12.5 to 12.4 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2707](https://togithub.com/mudler/LocalAI/pull/2707)
- fix: Lora loading by [@&#8203;vaaale](https://togithub.com/vaaale) in
[https://github.com/mudler/LocalAI/pull/2893](https://togithub.com/mudler/LocalAI/pull/2893)
- fix: short-circuit when nodes aren't detected by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2909](https://togithub.com/mudler/LocalAI/pull/2909)
- fix: do not list txt files as potential models by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2910](https://togithub.com/mudler/LocalAI/pull/2910)

##### 🖧 P2P area

- feat(p2p): Federation and AI swarms by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2723](https://togithub.com/mudler/LocalAI/pull/2723)
- feat(p2p): allow to disable DHT and use only LAN by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2751](https://togithub.com/mudler/LocalAI/pull/2751)

##### Exciting New Features 🎉

- Allows to remove a backend from the list by
[@&#8203;mauromorales](https://togithub.com/mauromorales) in
[https://github.com/mudler/LocalAI/pull/2721](https://togithub.com/mudler/LocalAI/pull/2721)
- ci(Makefile): adds tts in binary releases by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2695](https://togithub.com/mudler/LocalAI/pull/2695)
- feat: HF `/scan` endpoint by
[@&#8203;dave-gray101](https://togithub.com/dave-gray101) in
[https://github.com/mudler/LocalAI/pull/2566](https://togithub.com/mudler/LocalAI/pull/2566)
- feat(model-list): be consistent, skip known files from listing by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2760](https://togithub.com/mudler/LocalAI/pull/2760)
- feat(models): pull models from urls by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2750](https://togithub.com/mudler/LocalAI/pull/2750)
- feat(webui): show also models without a config in the welcome page by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2772](https://togithub.com/mudler/LocalAI/pull/2772)
- feat(install.sh): support federated install by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2752](https://togithub.com/mudler/LocalAI/pull/2752)
- feat(llama.cpp): support embeddings endpoints by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2871](https://togithub.com/mudler/LocalAI/pull/2871)
- feat(functions): parse broken JSON when we parse the raw results, use
dynamic rules for grammar keys by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2912](https://togithub.com/mudler/LocalAI/pull/2912)
- feat(federation): add load balanced option by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2915](https://togithub.com/mudler/LocalAI/pull/2915)

##### 🧠 Models

- models(gallery): :arrow_up: update checksum by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2701](https://togithub.com/mudler/LocalAI/pull/2701)
- models(gallery): add l3-8b-everything-cot by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2705](https://togithub.com/mudler/LocalAI/pull/2705)
- models(gallery): add hercules-5.0-qwen2-7b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2708](https://togithub.com/mudler/LocalAI/pull/2708)
- models(gallery): add
llama3-8b-darkidol-2.2-uncensored-1048k-iq-imatrix by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2710](https://togithub.com/mudler/LocalAI/pull/2710)
- models(gallery): add llama-3-llamilitary by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2711](https://togithub.com/mudler/LocalAI/pull/2711)
- models(gallery): add tess-v2.5-gemma-2-27b-alpha by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2712](https://togithub.com/mudler/LocalAI/pull/2712)
- models(gallery): add arcee-agent by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2713](https://togithub.com/mudler/LocalAI/pull/2713)
- models(gallery): add gemma2-daybreak by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2714](https://togithub.com/mudler/LocalAI/pull/2714)
- models(gallery): add L3-Stheno-Maid-Blackroot-Grand-HORROR-16B-GGUF by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2715](https://togithub.com/mudler/LocalAI/pull/2715)
- models(gallery): add qwen2-7b-instruct-v0.8 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2717](https://togithub.com/mudler/LocalAI/pull/2717)
- models(gallery): add internlm2\_5-7b-chat-1m by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2719](https://togithub.com/mudler/LocalAI/pull/2719)
- models(gallery): add gemma-2-9b-it-sppo-iter3 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2722](https://togithub.com/mudler/LocalAI/pull/2722)
- models(gallery): add llama-3\_8b_unaligned_alpha by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2727](https://togithub.com/mudler/LocalAI/pull/2727)
- models(gallery): add l3-8b-lunaris-v1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2729](https://togithub.com/mudler/LocalAI/pull/2729)
- models(gallery): add llama-3\_8b_unaligned_alpha_rp_soup-i1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2734](https://togithub.com/mudler/LocalAI/pull/2734)
- models(gallery): add hathor_respawn-l3-8b-v0.8 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2738](https://togithub.com/mudler/LocalAI/pull/2738)
- models(gallery): add llama3-8b-instruct-replete-adapted by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2739](https://togithub.com/mudler/LocalAI/pull/2739)
- models(gallery): add llama-3-perky-pat-instruct-8b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2740](https://togithub.com/mudler/LocalAI/pull/2740)
- models(gallery): add l3-uncen-merger-omelette-rp-v0.2-8b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2741](https://togithub.com/mudler/LocalAI/pull/2741)
- models(gallery): add nymph\_8b-i1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2742](https://togithub.com/mudler/LocalAI/pull/2742)
- models(gallery): add smegmma-9b-v1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2743](https://togithub.com/mudler/LocalAI/pull/2743)
- models(gallery): add hathor_tahsin-l3-8b-v0.85 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2762](https://togithub.com/mudler/LocalAI/pull/2762)
- models(gallery): add replete-coder-instruct-8b-merged by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2782](https://togithub.com/mudler/LocalAI/pull/2782)
- models(gallery): add arliai-llama-3-8b-formax-v1.0 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2783](https://togithub.com/mudler/LocalAI/pull/2783)
- models(gallery): add smegmma-deluxe-9b-v1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2784](https://togithub.com/mudler/LocalAI/pull/2784)
- models(gallery): add l3-ms-astoria-8b by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2785](https://togithub.com/mudler/LocalAI/pull/2785)
- models(gallery): add halomaidrp-v1.33-15b-l3-i1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2786](https://togithub.com/mudler/LocalAI/pull/2786)
- models(gallery): add llama-3-patronus-lynx-70b-instruct by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2788](https://togithub.com/mudler/LocalAI/pull/2788)
- models(gallery): add llamax3 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2849](https://togithub.com/mudler/LocalAI/pull/2849)
- models(gallery): add arliai-llama-3-8b-dolfin-v0.5 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2852](https://togithub.com/mudler/LocalAI/pull/2852)
- models(gallery): add tiger-gemma-9b-v1-i1 by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2853](https://togithub.com/mudler/LocalAI/pull/2853)
- feat: models(gallery): add deepseek-v2-lite by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2658](https://togithub.com/mudler/LocalAI/pull/2658)
- models(gallery): :arrow_up: update checksum by
[@&#8203;localai-bot](https://togithub.com/localai-bot) in
[https://github.com/mudler/LocalAI/pull/2860](https://togithub.com/mudler/LocalAI/pull/2860)
- models(gallery): add phi-3.1-mini-4k-instruct by
[@&#8203;mudler](https://togithub.com/mudler) in
[https://github.com/mudler/LocalAI/pull/2863](https://togithub.com/mudl

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