feat(p2p): Federation and AI swarms #2723

mudler · 2024-07-05T17:24:27Z

How does it work ?

Start LocalAI with --p2p, and for sharing an instance with federation, start with --federated. A token have to be configured for workers and node joining a network (with the TOKEN environment variable).

At first start, if a token isn't supplied it is generated automatically, and can be used when navigating over the Swarm dashboard page.

Video 1 Federation

https://youtu.be/pH8Bv__9cnA

Video 1 Llama.cpp workers:

https://youtu.be/ePH8PGqMSpo

Additional notes

This is a WIP branch, my goal here is to have a very minimal dashboard + general enhancements direction is:

dashboard should allow to have a look at which workers are active and let monitor the status
give indication on how to add new workers by using the script or docker images
detection of dead workers to turn down tunnels
federated support for sharing requests and balance them across multiple LocalAI instances

This is a continuation of #2343

Also adds a fix for #2733

netlify · 2024-07-05T17:48:29Z

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dave-gray101 · 2024-07-06T16:12:42Z

core/p2p/p2p_disabled.go

@@ -19,3 +19,11 @@ func LLamaCPPRPCServerDiscoverer(ctx context.Context, token string) error {
 func BindLLamaCPPWorker(ctx context.Context, host, port, token string) error {
 	return fmt.Errorf("not implemented")
 }
+
+func GetAvailableNodes() []NodeData {


@mudler if you have a sec, do you mind explaining why p2p_disabled.go is... useful? Mostly for my own understanding here - I'd have either just checked if p2p was enabled when GetAvailableNodes was called, or if performance was to be optimized, dump both versions in the same file and select the mock vs the full impl based on that setting. I'm probably missing something interesting here 😄

it's actually because it is behind the GO_TAGS user flag. If GO_TAGS contains p2p then the p2p.go file is built, otherwise the other one.

Got it, thanks for pointing out this is a compile time option vs a config setting

core/cli/run.go

+			}
+			tunnelEnvVar := strings.Join(tunnelAddresses, ",")
+
+			os.Setenv("LLAMACPP_GRPC_SERVERS", tunnelEnvVar)


core/cli/federated.go

+
+func copyStream(closer chan struct{}, dst io.Writer, src io.Reader) {
+	defer func() { closer <- struct{}{} }() // connection is closed, send signal to stop proxy
+	io.Copy(dst, src)


core/cli/federated.go

+				<-closer
+
+				tunnelConn.Close()
+				conn.Close()


core/cli/federated.go

+				go copyStream(closer, conn, tunnelConn)
+				<-closer
+
+				tunnelConn.Close()


core/cli/federated.go

mudler · 2024-07-07T13:52:31Z

ok I pushed a bit more =) this is actually adding LocalAI federation too. Let me wrap this up and update the description.

UI is kinda messy at the moment, needs improvement:

now llama.cpp workers can be tracked easily, and from the p2p page instructions are given to add new workers
beside llama.cpp workers, federation works completely differently from the distributed worker mechanism (which distributes weights between all nodes) - here we will go by distributing per-request to each node, so it applies to all backends.
There is no logic to syncronize models in the federation, you have to start localai with the same models if you want to have a consistent behavior across your AI swarm
distribution of load is NOT optimized at the moment in the swarm, nodes are selected randomly (TODO: optimizations)

mudler · 2024-07-08T17:31:32Z

I'm kinda satisfied for now:

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

…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 [@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 [@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 [@mudler](https://togithub.com/mudler) in [https://github.com/mudler/LocalAI/pull/2707](https://togithub.com/mudler/LocalAI/pull/2707) - fix: Lora loading by [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@mudler](https://togithub.com/mudler) in [https://github.com/mudler/LocalAI/pull/2863](https://togithub.com/mudler/LocalAI/pull/2863) - models(gallery): :arrow_up: update checksum by [@localai-bot](https://togithub.com/localai-bot) in [https://github.com/mudler/LocalAI/pull/2887](https://togithub.com/mudler/LocalAI/pull/2887) - models(gallery): add ezo model series (llama3, gemma) by [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@dave-gray101](https://togithub.com/dave-gray101) in [https://github.com/mudler/LocalAI/pull/2745](https://togithub.com/mudler/LocalAI/pull/2745) ##### New Contributors - [@a17t](https://togithub.com/a17t) made their first contribution in [https://github.com/mudler/LocalAI/pull/2720](https://togithub.com/mudler/LocalAI/pull/2720) - [@LoricOSC](https://togithub.com/LoricOSC) made their first contribution in [https://github.com/mudler/LocalAI/pull/2748](https://togithub.com/mudler/LocalAI/pull/2748) - [@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 [@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 [@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 [@mudler](https://togithub.com/mudler) in [https://github.com/mudler/LocalAI/pull/2707](https://togithub.com/mudler/LocalAI/pull/2707) - fix: Lora loading by [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@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 [@mudler](https://togithub.com/mudler) in [https://github.com/mudler/LocalAI/pull/2863](https://togithub.com/mudl </details> --- ### Configuration 📅 **Schedule**: Branch creation - At any time (no schedule defined), Automerge - At any time (no schedule defined). 🚦 **Automerge**: Enabled. ♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the rebase/retry checkbox. 🔕 **Ignore**: Close this PR and you won't be reminded about these updates again. --- - [ ] If you want to rebase/retry this PR, check this box --- This PR has been generated by [Renovate Bot](https://togithub.com/renovatebot/renovate).

mudler force-pushed the p2p_enhancements branch 2 times, most recently from a2df4ad to 9704512 Compare July 5, 2024 17:25

mudler added the area/p2p label Jul 5, 2024

mudler force-pushed the p2p_enhancements branch from 9704512 to de52a87 Compare July 5, 2024 17:32

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mudler added enhancement New feature or request and removed ci labels Jul 5, 2024

mudler force-pushed the p2p_enhancements branch from de52a87 to 44320a9 Compare July 5, 2024 21:25

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mudler force-pushed the p2p_enhancements branch 4 times, most recently from 8599e8e to f04c4da Compare July 6, 2024 14:18

dave-gray101 reviewed Jul 6, 2024

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mudler force-pushed the p2p_enhancements branch 2 times, most recently from 3af5fe7 to c61ccbe Compare July 6, 2024 17:02

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core/cli/run.go

}

tunnelEnvVar := strings.Join(tunnelAddresses, ",")

os.Setenv("LLAMACPP_GRPC_SERVERS", tunnelEnvVar)

Check warning

Code scanning / Golang security checks by gosec

Errors unhandled. Warning

Errors unhandled.

github-advanced-security bot found potential problems Jul 7, 2024

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mudler changed the title ~~Wip p2p enhancements~~ feat(p2p): Federation and AI swarms Jul 7, 2024

mudler removed the ci label Jul 7, 2024

mudler marked this pull request as ready for review July 8, 2024 06:26

github-actions bot added the ci label Jul 8, 2024

mudler added 5 commits July 8, 2024 19:42

Wip p2p enhancements

53cef0b

get online state

a16f2e7

Pass-by token to show in the dashboard

6a7a5b4

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

Style

cc3f608

Minor fixups

2b869d1

mudler added 13 commits July 8, 2024 19:42

parametrize SearchID

692e59f

Refactoring

d8d0098

Allow to expose/bind more services

a56199c

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

Add federation

bd1c9cc

Display federated mode in the WebUI

9117b18

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

Small fixups

79b1691

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

make federated nodes visible from the WebUI

72755f1

Fix version display

a63c1fa

improve web page

3eafecd

live page update

d0966c4

visual enhancements

c1110f0

enhancements

ea40097

visual enhancements

0a98a8e

mudler force-pushed the p2p_enhancements branch from 5708a47 to 0a98a8e Compare July 8, 2024 17:42

mudler removed the ci label Jul 8, 2024

mudler merged commit cca881e into master Jul 8, 2024
41 checks passed

mudler deleted the p2p_enhancements branch July 8, 2024 20:04

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feat(p2p): Federation and AI swarms #2723

feat(p2p): Federation and AI swarms #2723

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mudler commented Jul 8, 2024

feat(p2p): Federation and AI swarms #2723

feat(p2p): Federation and AI swarms #2723

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mudler commented Jul 5, 2024 • edited Loading

How does it work ?

Video 1 Federation

Video 1 Llama.cpp workers:

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✅ Deploy Preview for localai ready!

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